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<h3>
Nilesh Patra pushed to branch upstream
at <a href="https://salsa.debian.org/med-team/hnswlib">Debian Med / hnswlib</a>
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<h4>
Commits:
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<ul>
<li>
<strong><a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790">8725d40f</a></strong>
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<span>by Nilesh Patra</span>
<i>at 2021-04-20T17:23:38+05:30</i>
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<pre class="commit-message" style="white-space: pre-wrap; margin: 0;">New upstream version 0.5.0</pre>
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<h4>27 changed files:</h4>
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.gitignore
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<a href="#dea01dd89a3b602828e630677fde5d77c06441c8">
.travis.yml
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<a href="#aa266ed0041a29256785684fe5fe77c6004d31aa">
ALGO_PARAMS.md
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<a href="#9a2aa4db38d3115ed60da621e012c0efc0172aae">
CMakeLists.txt
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MANIFEST.in
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Makefile
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README.md
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examples/searchKnnCloserFirst_test.cpp
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hnswlib/bruteforce.h
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hnswlib/hnswalg.h
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hnswlib/hnswlib.h
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hnswlib/space_l2.h
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pyproject.toml
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python_bindings/MANIFEST.in
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python_bindings/Makefile
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python_bindings/bindings.cpp
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python_bindings/hnswlib
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python_bindings/requirements.txt
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python_bindings/setup.py
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python_bindings/setup.py
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python_bindings/tests/bindings_test.py
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python_bindings/tests/bindings_test_getdata.py
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python_bindings/tests/bindings_test_labels.py
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python_bindings/tests/bindings_test_pickle.py
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python_bindings/tests/bindings_test_resize.py
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sift_1b.cpp
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<h4>Changes:</h4>
<li id="a5cc2925ca8258af241be7e5b0381edf30266302">
<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#a5cc2925ca8258af241be7e5b0381edf30266302"><strong>.gitignore</strong></a>
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<pre style="margin: 0;">+<span id="LC1" class="line" lang="plaintext">hnswlib.egg-info/</span>
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<pre style="margin: 0;">+<span id="LC2" class="line" lang="plaintext">build/</span>
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<pre style="margin: 0;">+<span id="LC3" class="line" lang="plaintext">dist/</span>
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<pre style="margin: 0;">+<span id="LC4" class="line" lang="plaintext">tmp/</span>
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<pre style="margin: 0;">+<span id="LC5" class="line" lang="plaintext">python_bindings/tests/__pycache__/</span>
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<pre style="margin: 0;">+<span id="LC6" class="line" lang="plaintext">*.pyd</span>
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<pre style="margin: 0;">+<span id="LC7" class="line" lang="plaintext">hnswlib.cpython*.so</span>
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<pre style="margin: 0;">+<span id="LC8" class="line" lang="plaintext">var/</span></pre>
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<li id="dea01dd89a3b602828e630677fde5d77c06441c8">
<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#dea01dd89a3b602828e630677fde5d77c06441c8"><strong>.travis.yml</strong></a>
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<pre style="margin: 0;"> <span id="LC1" class="line" lang="yaml"><span class="na" style="color: #008080;">language</span><span class="pi">:</span> <span class="s" style="color: #d14;">python</span></span>
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<pre style="margin: 0;"> <span id="LC2" class="line" lang="yaml"></span>
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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="yaml"><span class="na" style="color: #008080;"><span class="idiff left right">matrix</span></span><span class="pi">:</span></span>
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3
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<pre style="margin: 0;">+<span id="LC3" class="line" lang="yaml"><span class="na" style="color: #008080;"><span class="idiff left right">jobs</span></span><span class="pi">:</span></span>
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4
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<pre style="margin: 0;"> <span id="LC4" class="line" lang="yaml"> <span class="na" style="color: #008080;">include</span><span class="pi">:</span></span>
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5
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<td class="new_line diff-line-num old" data-linenumber="5" 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="LC5" class="line" lang="yaml"> <span class="pi">-</span> <span class="na" style="color: #008080;">python</span><span class="pi">:</span> <span class="m" style="color: #099;">3.6</span></span>
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6
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<pre style="margin: 0;">-<span id="LC6" class="line" lang="yaml"> <span class="pi">-</span> <span class="na" style="color: #008080;">python</span><span class="pi">:</span> <span class="m" style="color: #099;">3.7</span></span>
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<td class="old_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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<td class="new_line diff-line-num new" data-linenumber="5" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">
5
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<pre style="margin: 0;">+<span id="LC5" class="line" lang="yaml"> <span class="pi">-</span> <span class="na" style="color: #008080;">name</span><span class="pi">:</span> <span class="s" style="color: #d14;">Linux Python </span><span class="m" style="color: #099;">3.6</span></span>
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<pre style="margin: 0;">+<span id="LC6" class="line" lang="yaml"> <span class="na" style="color: #008080;">os</span><span class="pi">:</span> <span class="s" style="color: #d14;">linux</span></span>
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<pre style="margin: 0;">+<span id="LC7" class="line" lang="yaml"> <span class="na" style="color: #008080;">python</span><span class="pi">:</span> <span class="m" style="color: #099;">3.6</span></span>
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<pre style="margin: 0;">+<span id="LC8" class="line" lang="yaml"> </span>
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<pre style="margin: 0;">+<span id="LC9" class="line" lang="yaml"> <span class="pi">-</span> <span class="na" style="color: #008080;">name</span><span class="pi">:</span> <span class="s" style="color: #d14;">Linux Python </span><span class="m" style="color: #099;">3.7</span></span>
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<pre style="margin: 0;">+<span id="LC10" class="line" lang="yaml"> <span class="na" style="color: #008080;">os</span><span class="pi">:</span> <span class="s" style="color: #d14;">linux</span></span>
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<pre style="margin: 0;">+<span id="LC11" class="line" lang="yaml"> <span class="na" style="color: #008080;">python</span><span class="pi">:</span> <span class="m" style="color: #099;">3.7</span></span>
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<pre style="margin: 0;">+<span id="LC12" class="line" lang="yaml"> </span>
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<pre style="margin: 0;">+<span id="LC13" class="line" lang="yaml"> <span class="pi">-</span> <span class="na" style="color: #008080;">name</span><span class="pi">:</span> <span class="s" style="color: #d14;">Windows Python </span><span class="m" style="color: #099;">3.6</span></span>
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<pre style="margin: 0;">+<span id="LC14" class="line" lang="yaml"> <span class="na" style="color: #008080;">os</span><span class="pi">:</span> <span class="s" style="color: #d14;">windows</span></span>
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<pre style="margin: 0;">+<span id="LC15" class="line" lang="yaml"> <span class="na" style="color: #008080;">language</span><span class="pi">:</span> <span class="s" style="color: #d14;">shell</span> <span class="c1" style="color: #998; font-style: italic;"># 'language: python' is an error on Travis CI Windows</span></span>
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<pre style="margin: 0;">+<span id="LC16" class="line" lang="yaml"> <span class="na" style="color: #008080;">before_install</span><span class="pi">:</span></span>
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<pre style="margin: 0;">+<span id="LC17" class="line" lang="yaml"> <span class="pi">-</span> <span class="s" style="color: #d14;">choco install python --version 3.6.0</span></span>
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<pre style="margin: 0;">+<span id="LC18" class="line" lang="yaml"> <span class="pi">-</span> <span class="s" style="color: #d14;">python -m pip install --upgrade pip</span></span>
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<pre style="margin: 0;">+<span id="LC19" class="line" lang="yaml"> <span class="pi">-</span> <span class="s" style="color: #d14;">python --version</span></span>
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<pre style="margin: 0;">+<span id="LC20" class="line" lang="yaml"> <span class="na" style="color: #008080;">env</span><span class="pi">:</span> <span class="s" style="color: #d14;">PATH=/c/Python36:/c/Python36/Scripts:$PATH</span></span>
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<pre style="margin: 0;">+<span id="LC21" class="line" lang="yaml"> </span>
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<pre style="margin: 0;">+<span id="LC22" class="line" lang="yaml"> <span class="pi">-</span> <span class="na" style="color: #008080;">name</span><span class="pi">:</span> <span class="s" style="color: #d14;">Windows Python </span><span class="m" style="color: #099;">3.7</span></span>
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<pre style="margin: 0;">+<span id="LC23" class="line" lang="yaml"> <span class="na" style="color: #008080;">os</span><span class="pi">:</span> <span class="s" style="color: #d14;">windows</span></span>
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<pre style="margin: 0;">+<span id="LC24" class="line" lang="yaml"> <span class="na" style="color: #008080;">language</span><span class="pi">:</span> <span class="s" style="color: #d14;">shell</span> <span class="c1" style="color: #998; font-style: italic;"># 'language: python' is an error on Travis CI Windows</span></span>
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<pre style="margin: 0;">+<span id="LC25" class="line" lang="yaml"> <span class="na" style="color: #008080;">before_install</span><span class="pi">:</span></span>
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<pre style="margin: 0;">+<span id="LC26" class="line" lang="yaml"> <span class="pi">-</span> <span class="s" style="color: #d14;">choco install python --version 3.7.0</span></span>
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27
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<pre style="margin: 0;">+<span id="LC27" class="line" lang="yaml"> <span class="pi">-</span> <span class="s" style="color: #d14;">python -m pip install --upgrade pip</span></span>
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28
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<pre style="margin: 0;">+<span id="LC28" class="line" lang="yaml"> <span class="pi">-</span> <span class="s" style="color: #d14;">python --version</span></span>
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29
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<pre style="margin: 0;">+<span id="LC29" class="line" lang="yaml"> <span class="na" style="color: #008080;">env</span><span class="pi">:</span> <span class="s" style="color: #d14;">PATH=/c/Python37:/c/Python37/Scripts:$PATH</span></span>
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<pre style="margin: 0;">+<span id="LC30" class="line" lang="yaml"></span>
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<pre style="margin: 0;"> <span id="LC31" class="line" lang="yaml"><span class="na" style="color: #008080;">install</span><span class="pi">:</span></span>
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<pre style="margin: 0;"> <span id="LC32" class="line" lang="yaml"> <span class="pi">-</span> <span class="pi">|</span></span>
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<pre style="margin: 0;">-<span id="LC9" class="line" lang="yaml"> <span class="s" style="color: #d14;">cd python_bindings</span></span>
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<pre style="margin: 0;">-<span id="LC10" class="line" lang="yaml"> <span class="s" style="color: #d14;">pip install -r requirements.txt</span></span>
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<pre style="margin: 0;">-<span id="LC11" class="line" lang="yaml"> <span class="s" style="color: #d14;">python setup.py install</span></span>
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<pre style="margin: 0;">+<span id="LC33" class="line" lang="yaml"> <span class="s" style="color: #d14;">python -m pip install .</span></span>
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<pre style="margin: 0;"> <span id="LC34" class="line" lang="yaml"></span>
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<pre style="margin: 0;"> <span id="LC35" class="line" lang="yaml"><span class="na" style="color: #008080;">script</span><span class="pi">:</span></span>
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<pre style="margin: 0;"> <span id="LC36" class="line" lang="yaml"> <span class="pi">-</span> <span class="pi">|</span></span>
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<pre style="margin: 0;">-<span id="LC15" class="line" lang="yaml"> <span class="s" style="color: #d14;">cd python_bindings</span></span>
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<pre style="margin: 0;">-<span id="LC16" class="line" lang="yaml"> <span class="s" style="color: #d14;">python setup.py test</span></span></pre>
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<pre style="margin: 0;">+<span id="LC37" class="line" lang="yaml"> <span class="s" style="color: #d14;">python -m unittest discover --start-directory python_bindings/tests --pattern "*_test*.py"</span></span></pre>
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<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#aa266ed0041a29256785684fe5fe77c6004d31aa"><strong>ALGO_PARAMS.md</strong></a>
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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">@@ -14,8 +14,8 @@ elements for the queries. Note that in case the algorithm is not be able to find</td>
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<pre style="margin: 0;"> <span id="LC14" class="line" lang="markdown"><span class="sb" style="color: #d14;">is 2-100. Higher ```M``` work better on datasets with high intrinsic dimensionality and/or high recall, while low ```M``` work </span></span>
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<pre style="margin: 0;"> <span id="LC15" class="line" lang="markdown"><span class="sb" style="color: #d14;">better for datasets with low intrinsic dimensionality and/or low recalls. The parameter also determines the algorithm's memory </span></span>
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<pre style="margin: 0;"> <span id="LC16" class="line" lang="markdown"><span class="sb" style="color: #d14;">consumption, which is roughly ```M * 8-10``` bytes per stored element. </span></span>
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<pre style="margin: 0;">-<span id="LC17" class="line" lang="markdown"><span class="sb" style="color: #d14;">As an example for ```d```=4 random vectors optimal ```M``` for search is somewhere around 6, while for high dimensional datasets </span></span>
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<pre style="margin: 0;">-<span id="LC18" class="line" lang="markdown"><span class="sb" style="color: #d14;">(word embeddings, good face descriptors), higher ```M``` are required (e.g. ```M```=48<span class="idiff left right">, </span>64) for optimal performance at high recall. </span></span>
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<pre style="margin: 0;">+<span id="LC17" class="line" lang="markdown"><span class="sb" style="color: #d14;">As an example for ```d<span class="idiff left right">im</span>```=4 random vectors optimal ```M``` for search is somewhere around 6, while for high dimensional datasets </span></span>
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<pre style="margin: 0;">+<span id="LC18" class="line" lang="markdown"><span class="sb" style="color: #d14;">(word embeddings, good face descriptors), higher ```M``` are required (e.g. ```M```=48<span class="idiff left right">-</span>64) for optimal performance at high recall. </span></span>
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<pre style="margin: 0;"> <span id="LC19" class="line" lang="markdown"><span class="sb" style="color: #d14;">The range ```M```=12-48 is ok for the most of the use cases. When ```M``` is changed one has to update the other parameters. </span></span>
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<pre style="margin: 0;"> <span id="LC20" class="line" lang="markdown"><span class="sb" style="color: #d14;">Nonetheless, ef and ef_construction parameters can be roughly estimated by assuming that ```M```*```ef_{construction}``` is </span></span>
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<pre style="margin: 0;"> <span id="LC21" class="line" lang="markdown"><span class="sb" style="color: #d14;">a constant.</span></span>
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<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#9a2aa4db38d3115ed60da621e012c0efc0172aae"><strong>CMakeLists.txt</strong></a>
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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">@@ -23,4 +23,6 @@ endif()</td>
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<pre style="margin: 0;"> <span id="LC23" class="line" lang="cmake"></span>
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<pre style="margin: 0;"> <span id="LC24" class="line" lang="cmake"><span class="nb" style="color: #0086b3;">add_executable</span><span class="p">(</span>test_updates examples/updates_test.cpp<span class="p">)</span></span>
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<pre style="margin: 0;"> <span id="LC25" class="line" lang="cmake"></span>
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<pre style="margin: 0;">+<span id="LC26" class="line" lang="cmake"><span class="nb" style="color: #0086b3;">add_executable</span><span class="p">(</span>searchKnnCloserFirst_test examples/searchKnnCloserFirst_test.cpp<span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC27" class="line" lang="cmake"></span>
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<pre style="margin: 0;"> <span id="LC28" class="line" lang="cmake"><span class="nb" style="color: #0086b3;">target_link_libraries</span><span class="p">(</span>main sift_test<span class="p">)</span> </span></pre>
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<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#8875df48c18030126ef5ef5a6f5c93b23451fb9f"><strong>MANIFEST.in</strong></a>
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<pre style="margin: 0;">+<span id="LC1" class="line" lang="plaintext">include hnswlib/*.h</span>
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<pre style="margin: 0;">+<span id="LC2" class="line" lang="plaintext">include LICENSE</span></pre>
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<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#836efb6e25a091dcb4ff8e1dbb2f0be6a5cbf14c"><strong>Makefile</strong></a>
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<pre style="margin: 0;">+<span id="LC1" class="line" lang="make"><span class="nl">pypi</span><span class="o" style="font-weight: 600;">:</span> <span class="nf" style="color: #900; font-weight: 600;">dist</span></span>
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<pre style="margin: 0;">+<span id="LC2" class="line" lang="make"> twine upload dist/<span class="k" style="font-weight: 600;">*</span></span>
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<pre style="margin: 0;">+<span id="LC3" class="line" lang="make"></span>
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<pre style="margin: 0;">+<span id="LC4" class="line" lang="make"><span class="nl">dist</span><span class="o" style="font-weight: 600;">:</span></span>
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<pre style="margin: 0;">+<span id="LC5" class="line" lang="make"> <span class="p">-</span><span class="nb" style="color: #0086b3;">rm </span>dist/<span class="k" style="font-weight: 600;">*</span></span>
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<pre style="margin: 0;">+<span id="LC6" class="line" lang="make"> pip <span class="nb" style="color: #0086b3;">install </span>build</span>
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<pre style="margin: 0;">+<span id="LC7" class="line" lang="make"> python3 <span class="nt" style="color: #000080;">-m</span> build <span class="nt" style="color: #000080;">--sdist</span></span>
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<pre style="margin: 0;">+<span id="LC8" class="line" lang="make"></span>
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<pre style="margin: 0;">+<span id="LC9" class="line" lang="make"><span class="nl">test</span><span class="o" style="font-weight: 600;">:</span></span>
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<pre style="margin: 0;">+<span id="LC10" class="line" lang="make"> python3 <span class="nt" style="color: #000080;">-m</span> unittest discover <span class="nt" style="color: #000080;">--start-directory</span> python_bindings/tests <span class="nt" style="color: #000080;">--pattern</span> <span class="s2" style="color: #d14;">"*_test*.py"</span></span>
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<pre style="margin: 0;">+<span id="LC11" class="line" lang="make"></span>
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<pre style="margin: 0;">+<span id="LC12" class="line" lang="make"><span class="nl">clean</span><span class="o" style="font-weight: 600;">:</span></span>
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<pre style="margin: 0;">+<span id="LC13" class="line" lang="make"> <span class="nb" style="color: #0086b3;">rm</span> <span class="nt" style="color: #000080;">-rf</span> <span class="k" style="font-weight: 600;">*</span>.egg-info build dist tmp var tests/__pycache__ hnswlib.cpython<span class="k" style="font-weight: 600;">*</span>.so</span>
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<pre style="margin: 0;">+<span id="LC15" class="line" lang="make"><span class="nl">.PHONY</span><span class="o" style="font-weight: 600;">:</span> <span class="nf" style="color: #900; font-weight: 600;">dist</span></span></pre>
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<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#8ec9a00bfd09b3190ac6b22251dbb1aa95a0579d"><strong>README.md</strong></a>
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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">@@ -3,9 +3,12 @@ Header-only C++ HNSW implementation with python bindings. Paper's code for the H</td>
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<pre style="margin: 0;"> <span id="LC4" class="line" lang="markdown"><span class="gs" style="font-weight: 600;">**NEWS:**</span></span>
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<pre style="margin: 0;"> <span id="LC5" class="line" lang="markdown"></span>
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<pre style="margin: 0;">-<span id="LC6" class="line" lang="markdown"><span class="p">*</span> <span class="gs" style="font-weight: 600;">**Thanks to Apoorv Sharma [@apoorv-sharma](https://github.com/apoorv-sharma), hnswlib now supports true element updates (the interface remained the same, but when you the perfromance/memory should not degrade as you update the element embeddinds).**</span></span>
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<pre style="margin: 0;"> <span id="LC6" class="line" lang="markdown"></span>
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<pre style="margin: 0;">-<span id="LC8" class="line" lang="markdown"><span class="p">*</span> <span class="gs" style="font-weight: 600;">**Thanks to Dmitry [@2ooom](https://github.com/2ooom), hnswlib got a boost in performance for vector dimensions that are not mutiple of 4**</span> </span>
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<pre style="margin: 0;">+<span id="LC7" class="line" lang="markdown"><span class="p">*</span> <span class="gs" style="font-weight: 600;">**hnswlib is now 0.5.0. Added support for pickling indices, support for PEP-517 and PEP-518 building, small speedups, bug and documentation fixes. Many thanks to [@dbespalov](https://github.com/dbespalov), [@dyashuni](https://github.com/dyashuni), [@groodt](https://github.com/groodt),[@uestc-lfs](https://github.com/uestc-lfs), [@vinnitu](https://github.com/vinnitu), [@fabiencastan](https://github.com/fabiencastan), [@JinHai-CN](https://github.com/JinHai-CN), [@js1010](https://github.com/js1010)!**</span></span>
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<pre style="margin: 0;">+<span id="LC9" class="line" lang="markdown"><span class="p">*</span> <span class="gs" style="font-weight: 600;">**Thanks to Apoorv Sharma [@apoorv-sharma](https://github.com/apoorv-sharma), hnswlib now supports true element updates (the interface remained the same, but when you the performance/memory should not degrade as you update the element embeddings).**</span></span>
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<pre style="margin: 0;">+<span id="LC10" class="line" lang="markdown"></span>
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<pre style="margin: 0;">+<span id="LC11" class="line" lang="markdown"><span class="p">*</span> <span class="gs" style="font-weight: 600;">**Thanks to Dmitry [@2ooom](https://github.com/2ooom), hnswlib got a boost in performance for vector dimensions that are not multiple of 4**</span> </span>
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<pre style="margin: 0;"> <span id="LC12" class="line" lang="markdown"></span>
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<pre style="margin: 0;"> <span id="LC13" class="line" lang="markdown"><span class="p">*</span> <span class="gs" style="font-weight: 600;">**Thanks to Louis Abraham ([@louisabraham](https://github.com/louisabraham)) hnswlib can now be installed via pip!**</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">@@ -37,7 +40,7 @@ For other spaces use the nmslib library https://github.com/nmslib/nmslib.</td>
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<pre style="margin: 0;"> <span id="LC40" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">#### Short API description</span></span>
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<pre style="margin: 0;"> <span id="LC41" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`hnswlib.Index(space, dim)`</span> creates a non-initialized index an HNSW in space <span class="sb" style="color: #d14;">`space`</span> with integer dimension <span class="sb" style="color: #d14;">`dim`</span>.</span>
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<pre style="margin: 0;"> <span id="LC42" class="line" lang="markdown"></span>
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<pre style="margin: 0;">-<span id="LC40" class="line" lang="markdown">Index methods:</span>
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<pre style="margin: 0;">+<span id="LC43" class="line" lang="markdown"><span class="sb" style="color: #d14;"><span class="idiff left">`hnswlib.</span>Index<span class="idiff right">`</span></span> methods:</span>
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<pre style="margin: 0;"> <span id="LC44" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`init_index(max_elements, ef_construction = 200, M = 16, random_seed = 100)`</span> initializes the index from with no elements. </span>
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<pre style="margin: 0;"> <span id="LC45" class="line" lang="markdown"><span class="p"> *</span> <span class="sb" style="color: #d14;">`max_elements`</span> defines the maximum number of elements that can be stored in the structure(can be increased/shrunk).</span>
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<pre style="margin: 0;"> <span id="LC46" class="line" lang="markdown"><span class="p"> *</span> <span class="sb" style="color: #d14;">`ef_construction`</span> defines a construction time/accuracy trade-off (see <span class="p">[</span><span class="nv" style="color: #008080;">ALGO_PARAMS.md</span><span class="p">](</span><span class="sx" style="color: #d14;">ALGO_PARAMS.md</span><span class="p">)</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">@@ -49,14 +52,14 @@ Index methods:</td>
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<pre style="margin: 0;"> <span id="LC52" class="line" lang="markdown"><span class="p"> *</span> <span class="sb" style="color: #d14;">`data_labels`</span> specifies the labels for the data. If index already has the elements with the same labels, their features will be updated. Note that update procedure is slower than insertion of a new element, but more memory- and query-efficient.</span>
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<pre style="margin: 0;"> <span id="LC53" class="line" lang="markdown"><span class="p"> *</span> Thread-safe with other <span class="sb" style="color: #d14;">`add_items`</span> calls, but not with <span class="sb" style="color: #d14;">`knn_query`</span>.</span>
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<pre style="margin: 0;"> <span id="LC54" class="line" lang="markdown"><span class="p"> </span></span>
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<pre style="margin: 0;">-<span id="LC52" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`mark_deleted(data_label)`</span> - marks the element as deleted, so it will be om<span class="idiff left right">m</span>ited from search results.</span>
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<pre style="margin: 0;">+<span id="LC55" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`mark_deleted(data_label)`</span> - marks the element as deleted, so it will be omi<span class="idiff left right">t</span>ted from search results.</span>
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<pre style="margin: 0;"> <span id="LC56" class="line" lang="markdown"></span>
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<pre style="margin: 0;"> <span id="LC57" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`resize_index(new_size)`</span> - changes the maximum capacity of the index. Not thread safe with <span class="sb" style="color: #d14;">`add_items`</span> and <span class="sb" style="color: #d14;">`knn_query`</span>.</span>
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<pre style="margin: 0;"> <span id="LC58" class="line" lang="markdown"></span>
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<pre style="margin: 0;"> <span id="LC59" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`set_ef(ef)`</span> - sets the query time accuracy/speed trade-off, defined by the <span class="sb" style="color: #d14;">`ef`</span> parameter (</span>
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<pre style="margin: 0;"> <span id="LC60" class="line" lang="markdown"><span class="p">[</span><span class="nv" style="color: #008080;">ALGO_PARAMS.md</span><span class="p">](</span><span class="sx" style="color: #d14;">ALGO_PARAMS.md</span><span class="p">)</span>). Note that the parameter is currently not saved along with the index, so you need to set it manually after loading.</span>
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<pre style="margin: 0;"> <span id="LC61" class="line" lang="markdown"></span>
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<pre style="margin: 0;">-<span id="LC59" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`knn_query(data, k = 1, num_threads = -1)`</span> make a batch query for <span class="sb" style="color: #d14;">`k`</span> closest<span class="idiff left right">s</span> elements for each element of the </span>
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<pre style="margin: 0;">+<span id="LC62" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`knn_query(data, k = 1, num_threads = -1)`</span> make a batch query for <span class="sb" style="color: #d14;">`k`</span> closest elements for each element of the </span>
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<pre style="margin: 0;"> <span id="LC63" class="line" lang="markdown"><span class="p"> *</span> <span class="sb" style="color: #d14;">`data`</span> (shape:<span class="sb" style="color: #d14;">`N*dim`</span>). Returns a numpy array of (shape:<span class="sb" style="color: #d14;">`N*k`</span>).</span>
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<pre style="margin: 0;"> <span id="LC64" class="line" lang="markdown"><span class="p"> *</span> <span class="sb" style="color: #d14;">`num_threads`</span> sets the number of cpu threads to use (-1 means use default).</span>
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<pre style="margin: 0;"> <span id="LC65" class="line" lang="markdown"><span class="p"> *</span> Thread-safe with other <span class="sb" style="color: #d14;">`knn_query`</span> calls, but not with <span class="sb" style="color: #d14;">`add_items`</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">@@ -76,14 +79,34 @@ Index methods:</td>
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<pre style="margin: 0;"> <span id="LC79" class="line" lang="markdown"></span>
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<pre style="margin: 0;"> <span id="LC80" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`get_current_count()`</span> - returns the current number of element stored in the index</span>
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<pre style="margin: 0;">-<span id="LC79" class="line" lang="markdown"> </span>
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<pre style="margin: 0;">-<span id="LC80" class="line" lang="markdown"> </span>
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<pre style="margin: 0;">+<span id="LC82" class="line" lang="markdown">Read-only properties of <span class="sb" style="color: #d14;">`hnswlib.Index`</span> class:</span>
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<pre style="margin: 0;">+<span id="LC84" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`space`</span> - name of the space (can be one of "l2", "ip", or "cosine"). </span>
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<pre style="margin: 0;">+<span id="LC86" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`dim`</span> - dimensionality of the space. </span>
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<pre style="margin: 0;">+<span id="LC88" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`M`</span> - parameter that defines the maximum number of outgoing connections in the graph. </span>
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<pre style="margin: 0;">+<span id="LC90" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`ef_construction`</span> - parameter that controls speed/accuracy trade-off during the index construction. </span>
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<pre style="margin: 0;">+<span id="LC92" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`max_elements`</span> - current capacity of the index. Equivalent to <span class="sb" style="color: #d14;">`p.get_max_elements()`</span>. </span>
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<pre style="margin: 0;">+<span id="LC94" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`element_count`</span> - number of items in the index. Equivalent to <span class="sb" style="color: #d14;">`p.get_current_count()`</span>. </span>
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<pre style="margin: 0;">+<span id="LC96" class="line" lang="markdown">Properties of <span class="sb" style="color: #d14;">`hnswlib.Index`</span> that support reading and writing:</span>
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<pre style="margin: 0;">+<span id="LC97" class="line" lang="markdown"></span>
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<pre style="margin: 0;">+<span id="LC98" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`ef`</span> - parameter controlling query time/accuracy trade-off.</span>
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<pre style="margin: 0;">+<span id="LC100" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`num_threads`</span> - default number of threads to use in <span class="sb" style="color: #d14;">`add_items`</span> or <span class="sb" style="color: #d14;">`knn_query`</span>. Note that calling <span class="sb" style="color: #d14;">`p.set_num_threads(3)`</span> is equivalent to <span class="sb" style="color: #d14;">`p.num_threads=3`</span>.</span>
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<pre style="margin: 0;">+<span id="LC102" class="line" lang="markdown"> </span>
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<pre style="margin: 0;"> <span id="LC103" class="line" lang="markdown"> </span>
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<pre style="margin: 0;"> <span id="LC104" class="line" lang="markdown"> </span>
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<pre style="margin: 0;"> <span id="LC105" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">#### Python bindings examples</span></span>
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<pre style="margin: 0;"> <span id="LC106" class="line" lang="markdown"><span class="p">```</span><span class="nl">python</span></span>
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<pre style="margin: 0;"> <span id="LC107" class="line" lang="markdown"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">hnswlib</span></span>
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<pre style="margin: 0;"> <span id="LC108" class="line" lang="markdown"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>
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<pre style="margin: 0;">+<span id="LC109" class="line" lang="markdown"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">pickle</span></span>
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<pre style="margin: 0;"> <span id="LC110" class="line" lang="markdown"></span>
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<pre style="margin: 0;"> <span id="LC111" class="line" lang="markdown"><span class="n" style="color: #333;">dim</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">128</span></span>
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<pre style="margin: 0;"> <span id="LC112" class="line" lang="markdown"><span class="n" style="color: #333;">num_elements</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">10000</span></span>
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<td class="diff-line-num unfold js-unfold new_line" data-linenumber="118" style="width: 35px; color: rgba(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">@@ -95,7 +118,7 @@ data_labels = np.arange(num_elements)</td>
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<pre style="margin: 0;"> <span id="LC118" class="line" lang="markdown"><span class="c1" style="color: #998; font-style: italic;"># Declaring index</span></span>
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119
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<pre style="margin: 0;"> <span id="LC119" class="line" lang="markdown"><span class="n" style="color: #333;">p</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">hnswlib</span><span class="p">.</span><span class="n" style="color: #333;">Index</span><span class="p">(</span><span class="n" style="color: #333;">space</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;">dim</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">dim</span><span class="p">)</span> <span class="c1" style="color: #998; font-style: italic;"># possible options are l2, cosine or ip</span></span>
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<pre style="margin: 0;"> <span id="LC120" class="line" lang="markdown"></span>
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<pre style="margin: 0;">-<span id="LC98" class="line" lang="markdown"><span class="c1" style="color: #998; font-style: italic;"># Initing index - the maximum number of elements should be known beforehand</span></span>
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<pre style="margin: 0;">+<span id="LC121" class="line" lang="markdown"><span class="c1" style="color: #998; font-style: italic;"># Initi<span class="idiff left right">alizi</span>ng index - the maximum number of elements should be known beforehand</span></span>
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<pre style="margin: 0;"> <span id="LC122" class="line" lang="markdown"><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">init_index</span><span class="p">(</span><span class="n" style="color: #333;">max_elements</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">num_elements</span><span class="p">,</span> <span class="n" style="color: #333;">ef_construction</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">200</span><span class="p">,</span> <span class="n" style="color: #333;">M</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">16</span><span class="p">)</span></span>
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<pre style="margin: 0;"> <span id="LC123" class="line" lang="markdown"></span>
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<pre style="margin: 0;"> <span id="LC124" class="line" lang="markdown"><span class="c1" style="color: #998; font-style: italic;"># Element insertion (can be called several times):</span></span>
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<td class="diff-line-num unfold js-unfold new_line" data-linenumber="129" style="width: 35px; color: rgba(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">@@ -106,6 +129,18 @@ p.set_ef(50) # ef should always be > k</td>
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129
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<pre style="margin: 0;"> <span id="LC129" class="line" lang="markdown"></span>
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<pre style="margin: 0;"> <span id="LC130" class="line" lang="markdown"><span class="c1" style="color: #998; font-style: italic;"># Query dataset, k - number of closest elements (returns 2 numpy arrays)</span></span>
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<pre style="margin: 0;"> <span id="LC131" class="line" lang="markdown"><span class="n" style="color: #333;">labels</span><span class="p">,</span> <span class="n" style="color: #333;">distances</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">,</span> <span class="n" style="color: #333;">k</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">1</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC132" class="line" lang="markdown"></span>
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<pre style="margin: 0;">+<span id="LC133" class="line" lang="markdown"><span class="c1" style="color: #998; font-style: italic;"># Index objects support pickling</span></span>
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<pre style="margin: 0;">+<span id="LC134" class="line" lang="markdown"><span class="c1" style="color: #998; font-style: italic;"># WARNING: serialization via pickle.dumps(p) or p.__getstate__() is NOT thread-safe with p.add_items method!</span></span>
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<pre style="margin: 0;">+<span id="LC135" class="line" lang="markdown"><span class="c1" style="color: #998; font-style: italic;"># Note: ef parameter is included in serialization; random number generator is initialized with random_seed on Index load</span></span>
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<pre style="margin: 0;">+<span id="LC136" class="line" lang="markdown"><span class="n" style="color: #333;">p_copy</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="p">.</span><span class="n" style="color: #333;">loads</span><span class="p">(</span><span class="n" style="color: #333;">pickle</span><span class="p">.</span><span class="n" style="color: #333;">dumps</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="p">))</span> <span class="c1" style="color: #998; font-style: italic;"># creates a copy of index p using pickle round-trip</span></span>
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137
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<pre style="margin: 0;">+<span id="LC137" class="line" lang="markdown"></span>
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<pre style="margin: 0;">+<span id="LC138" class="line" lang="markdown"><span class="c1" style="color: #998; font-style: italic;">### Index parameters are exposed as class properties:</span></span>
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139
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<pre style="margin: 0;">+<span id="LC139" class="line" lang="markdown"><span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="sa">f</span><span class="s" style="color: #d14;">"Parameters passed to constructor: space=</span><span class="si" style="color: #d14;">{</span><span class="n" style="color: #333;">p_copy</span><span class="p">.</span><span class="n" style="color: #333;">space</span><span class="si" style="color: #d14;">}</span><span class="s" style="color: #d14;">, dim=</span><span class="si" style="color: #d14;">{</span><span class="n" style="color: #333;">p_copy</span><span class="p">.</span><span class="n" style="color: #333;">dim</span><span class="si" style="color: #d14;">}</span><span class="s" style="color: #d14;">"</span><span class="p">)</span> </span>
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<td class="new_line diff-line-num new" data-linenumber="140" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">
140
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<pre style="margin: 0;">+<span id="LC140" class="line" lang="markdown"><span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="sa">f</span><span class="s" style="color: #d14;">"Index construction: M=</span><span class="si" style="color: #d14;">{</span><span class="n" style="color: #333;">p_copy</span><span class="p">.</span><span class="n" style="color: #333;">M</span><span class="si" style="color: #d14;">}</span><span class="s" style="color: #d14;">, ef_construction=</span><span class="si" style="color: #d14;">{</span><span class="n" style="color: #333;">p_copy</span><span class="p">.</span><span class="n" style="color: #333;">ef_construction</span><span class="si" style="color: #d14;">}</span><span class="s" style="color: #d14;">"</span><span class="p">)</span></span>
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<td class="new_line diff-line-num new" data-linenumber="141" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">
141
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<pre style="margin: 0;">+<span id="LC141" class="line" lang="markdown"><span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="sa">f</span><span class="s" style="color: #d14;">"Index size is </span><span class="si" style="color: #d14;">{</span><span class="n" style="color: #333;">p_copy</span><span class="p">.</span><span class="n" style="color: #333;">element_count</span><span class="si" style="color: #d14;">}</span><span class="s" style="color: #d14;"> and index capacity is </span><span class="si" style="color: #d14;">{</span><span class="n" style="color: #333;">p_copy</span><span class="p">.</span><span class="n" style="color: #333;">max_elements</span><span class="si" style="color: #d14;">}</span><span class="s" style="color: #d14;">"</span><span class="p">)</span></span>
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142
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<pre style="margin: 0;">+<span id="LC142" class="line" lang="markdown"><span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="sa">f</span><span class="s" style="color: #d14;">"Search speed/quality trade-off parameter: ef=</span><span class="si" style="color: #d14;">{</span><span class="n" style="color: #333;">p_copy</span><span class="p">.</span><span class="n" style="color: #333;">ef</span><span class="si" style="color: #d14;">}</span><span class="s" style="color: #d14;">"</span><span class="p">)</span></span>
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143
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<pre style="margin: 0;">+<span id="LC143" class="line" lang="markdown"></span>
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<pre style="margin: 0;"> <span id="LC144" class="line" lang="markdown"><span class="p">```</span></span>
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<pre style="margin: 0;"> <span id="LC145" class="line" lang="markdown"></span>
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<pre style="margin: 0;"> <span id="LC146" class="line" lang="markdown">An example with updates after serialization/deserialization:</span>
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<td class="diff-line-num unfold js-unfold new_line" data-linenumber="161" style="width: 35px; color: rgba(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">@@ -126,7 +161,7 @@ data2 = data[num_elements // 2:]</td>
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<pre style="margin: 0;"> <span id="LC161" class="line" lang="markdown"><span class="c1" style="color: #998; font-style: italic;"># Declaring index</span></span>
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<pre style="margin: 0;"> <span id="LC162" class="line" lang="markdown"><span class="n" style="color: #333;">p</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">hnswlib</span><span class="p">.</span><span class="n" style="color: #333;">Index</span><span class="p">(</span><span class="n" style="color: #333;">space</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;">dim</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">dim</span><span class="p">)</span> <span class="c1" style="color: #998; font-style: italic;"># possible options are l2, cosine or ip</span></span>
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128
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163
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<pre style="margin: 0;"> <span id="LC163" class="line" lang="markdown"></span>
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<pre style="margin: 0;">-<span id="LC129" class="line" lang="markdown"><span class="c1" style="color: #998; font-style: italic;"># Initing index</span></span>
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<pre style="margin: 0;">+<span id="LC164" class="line" lang="markdown"><span class="c1" style="color: #998; font-style: italic;"># Initi<span class="idiff left right">alizi</span>ng index</span></span>
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130
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<pre style="margin: 0;"> <span id="LC165" class="line" lang="markdown"><span class="c1" style="color: #998; font-style: italic;"># max_elements - the maximum number of elements (capacity). Will throw an exception if exceeded</span></span>
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166
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<pre style="margin: 0;"> <span id="LC166" class="line" lang="markdown"><span class="c1" style="color: #998; font-style: italic;"># during insertion of an element.</span></span>
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<pre style="margin: 0;"> <span id="LC167" class="line" lang="markdown"><span class="c1" style="color: #998; font-style: italic;"># The capacity can be increased by saving/loading the index, see below.</span></span>
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<td class="diff-line-num unfold js-unfold new_line" data-linenumber="195" style="width: 35px; color: rgba(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">@@ -160,7 +195,7 @@ print("Saving index to '%s'" % index_path)</td>
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<pre style="margin: 0;"> <span id="LC195" class="line" lang="markdown"><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">save_index</span><span class="p">(</span><span class="s" style="color: #d14;">"first_half.bin"</span><span class="p">)</span></span>
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196
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<pre style="margin: 0;"> <span id="LC196" class="line" lang="markdown"><span class="k" style="font-weight: 600;">del</span> <span class="n" style="color: #333;">p</span></span>
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197
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<pre style="margin: 0;"> <span id="LC197" class="line" lang="markdown"></span>
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<pre style="margin: 0;">-<span id="LC163" class="line" lang="markdown"><span class="c1" style="color: #998; font-style: italic;"># Reiniting, loading the index</span></span>
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<pre style="margin: 0;">+<span id="LC198" class="line" lang="markdown"><span class="c1" style="color: #998; font-style: italic;"># Re<span class="idiff left">-</span>initi<span class="idiff right">alizi</span>ng, loading the index</span></span>
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164
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<pre style="margin: 0;"> <span id="LC199" class="line" lang="markdown"><span class="n" style="color: #333;">p</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">hnswlib</span><span class="p">.</span><span class="n" style="color: #333;">Index</span><span class="p">(</span><span class="n" style="color: #333;">space</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;">dim</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">dim</span><span class="p">)</span> <span class="c1" style="color: #998; font-style: italic;"># the space can be changed - keeps the data, alters the distance function.</span></span>
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200
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<pre style="margin: 0;"> <span id="LC200" class="line" lang="markdown"></span>
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201
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<pre style="margin: 0;"> <span id="LC201" class="line" lang="markdown"><span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">Loading index from 'first_half.bin'</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">"</span><span class="p">)</span></span>
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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="181" style="width: 35px; color: rgba(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="216" style="width: 35px; color: rgba(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">@@ -181,9 +216,9 @@ print("Recall for two batches:", np.mean(labels.reshape(-1) == np.arange(len(dat</td>
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181
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<pre style="margin: 0;"> <span id="LC216" class="line" lang="markdown">You can install from sources:</span>
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<pre style="margin: 0;"> <span id="LC217" class="line" lang="markdown"><span class="p">```</span><span class="nl">bash</span></span>
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<pre style="margin: 0;"> <span id="LC218" class="line" lang="markdown">apt-get <span class="nb" style="color: #0086b3;">install</span> <span class="nt" style="color: #000080;">-y</span> python-setuptools python-pip</span>
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<pre style="margin: 0;">-<span id="LC184" class="line" lang="markdown"><span class="idiff left">pip3 </span><span class="nb" style="color: #0086b3;"><span class="idiff">install </span></span><span class="idiff right">pybind11 numpy setuptools</span></span>
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<pre style="margin: 0;">-<span id="LC185" class="line" lang="markdown"><span class="nb" style="color: #0086b3;">cd </span><span class="idiff left right">python_bindings</span></span>
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<pre style="margin: 0;">-<span id="LC186" class="line" lang="markdown">p<span class="idiff left right">ython3 setup.py</span> <span class="nb" style="color: #0086b3;">install</span></span>
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<pre style="margin: 0;">+<span id="LC219" class="line" lang="markdown"><span class="idiff left right">git clone https://github.com/nmslib/hnswlib.git</span></span>
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<pre style="margin: 0;">+<span id="LC220" class="line" lang="markdown"><span class="nb" style="color: #0086b3;">cd </span><span class="idiff left right">hnswlib</span></span>
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<pre style="margin: 0;">+<span id="LC221" class="line" lang="markdown">p<span class="idiff left">ip</span> <span class="nb" style="color: #0086b3;">install</span><span class="idiff right"> .</span></span>
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<pre style="margin: 0;"> <span id="LC222" class="line" lang="markdown"><span class="p">```</span></span>
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188
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<pre style="margin: 0;"> <span id="LC223" class="line" lang="markdown"></span>
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<pre style="margin: 0;"> <span id="LC224" class="line" lang="markdown">or you can install via pip:</span>
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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="191" style="width: 35px; color: rgba(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="226" style="width: 35px; color: rgba(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">@@ -191,7 +226,7 @@ or you can install via pip:</td>
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<pre style="margin: 0;"> <span id="LC226" class="line" lang="markdown"></span>
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<pre style="margin: 0;"> <span id="LC227" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">### Other implementations</span></span>
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<pre style="margin: 0;"> <span id="LC228" class="line" lang="markdown"><span class="p">*</span> Non-metric space library (nmslib) - main library(python, C++), supports exotic distances: https://github.com/nmslib/nmslib</span>
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<pre style="margin: 0;">-<span id="LC194" class="line" lang="markdown"><span class="p">*</span> Faiss libary by facebook, uses own HNSW implementation for coarse quantization (python, C++):</span>
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<pre style="margin: 0;">+<span id="LC229" class="line" lang="markdown"><span class="p">*</span> Faiss lib<span class="idiff left right">r</span>ary by facebook, uses own HNSW implementation for coarse quantization (python, C++):</span>
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<pre style="margin: 0;"> <span id="LC230" class="line" lang="markdown">https://github.com/facebookresearch/faiss</span>
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<pre style="margin: 0;"> <span id="LC231" class="line" lang="markdown"><span class="p">*</span> Code for the paper </span>
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<pre style="margin: 0;"> <span id="LC232" class="line" lang="markdown"><span class="p">[</span><span class="nv" style="color: #008080;">"Revisiting the Inverted Indices for Billion-Scale Approximate Nearest Neighbors"</span><span class="p">](</span><span class="sx" style="color: #d14;">https://arxiv.org/abs/1802.02422</span><span class="p">)</span> </span>
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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="203" style="width: 35px; color: rgba(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="238" style="width: 35px; color: rgba(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">@@ -203,7 +238,8 @@ https://github.com/dbaranchuk/ivf-hnsw</td>
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<pre style="margin: 0;"> <span id="LC238" class="line" lang="markdown"><span class="p">*</span> Python implementation (as a part of the clustering code by by Matteo Dell'Amico): https://github.com/matteodellamico/flexible-clustering</span>
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<pre style="margin: 0;"> <span id="LC239" class="line" lang="markdown"><span class="p">*</span> Java implementation: https://github.com/jelmerk/hnswlib</span>
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<pre style="margin: 0;"> <span id="LC240" class="line" lang="markdown"><span class="p">*</span> Java bindings using Java Native Access: https://github.com/stepstone-tech/hnswlib-jna</span>
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<pre style="margin: 0;">-<span id="LC206" class="line" lang="markdown"><span class="p">*</span> .Net implementation: https://github.com/microsoft/HNSW.Net</span>
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<pre style="margin: 0;">+<span id="LC241" class="line" lang="markdown"><span class="p">*</span> .Net implementation: https://github.com/microsoft/HNSW.Net</span>
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<pre style="margin: 0;">+<span id="LC242" class="line" lang="markdown"><span class="p">*</span> CUDA implementation: https://github.com/js1010/cuhnsw</span>
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<pre style="margin: 0;"> <span id="LC243" class="line" lang="markdown"></span>
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<pre style="margin: 0;"> <span id="LC244" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">### Contributing to the repository</span></span>
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<pre style="margin: 0;"> <span id="LC245" class="line" lang="markdown">Contributions are highly welcome!</span>
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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="211" style="width: 35px; color: rgba(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="247" style="width: 35px; color: rgba(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">@@ -211,13 +247,15 @@ Contributions are highly welcome!</td>
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<pre style="margin: 0;"> <span id="LC247" class="line" lang="markdown">Please make pull requests against the <span class="sb" style="color: #d14;">`develop`</span> branch.</span>
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<pre style="margin: 0;"> <span id="LC248" class="line" lang="markdown"></span>
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<pre style="margin: 0;"> <span id="LC249" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">### 200M SIFT test reproduction </span></span>
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<pre style="margin: 0;">-<span id="LC214" class="line" lang="markdown">To download and extract the bigann dataset:</span>
</pre>
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<pre style="margin: 0;">+<span id="LC250" class="line" lang="markdown">To download and extract the bigann dataset<span class="idiff left right"> (from root directory)</span>:</span>
</pre>
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<pre style="margin: 0;"> <span id="LC251" class="line" lang="markdown"><span class="p">```</span><span class="nl">bash</span></span>
</pre>
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<pre style="margin: 0;"> <span id="LC252" class="line" lang="markdown">python3 download_bigann.py</span>
</pre>
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<pre style="margin: 0;"> <span id="LC253" class="line" lang="markdown"><span class="p">```</span></span>
</pre>
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<pre style="margin: 0;"> <span id="LC254" class="line" lang="markdown">To compile:</span>
</pre>
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<pre style="margin: 0;"> <span id="LC255" class="line" lang="markdown"><span class="p">```</span><span class="nl">bash</span></span>
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<pre style="margin: 0;">-<span id="LC220" class="line" lang="markdown">cmake <span class="nb" style="color: #0086b3;">.</span></span>
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<pre style="margin: 0;">+<span id="LC256" class="line" lang="markdown"><span class="nb" style="color: #0086b3;">mkdir </span>build</span>
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<pre style="margin: 0;">+<span id="LC257" class="line" lang="markdown"><span class="nb" style="color: #0086b3;">cd </span>build</span>
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<pre style="margin: 0;">+<span id="LC258" class="line" lang="markdown">cmake ..</span>
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<pre style="margin: 0;"> <span id="LC259" class="line" lang="markdown">make all</span>
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<pre style="margin: 0;"> <span id="LC260" class="line" lang="markdown"><span class="p">```</span></span>
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<pre style="margin: 0;"> <span id="LC261" class="line" lang="markdown"></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">@@ -226,7 +264,7 @@ To run the test on 200M SIFT subset:</td>
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<pre style="margin: 0;"> <span id="LC264" class="line" lang="markdown">./main</span>
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<pre style="margin: 0;"> <span id="LC265" class="line" lang="markdown"><span class="p">```</span></span>
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<pre style="margin: 0;"> <span id="LC266" class="line" lang="markdown"></span>
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<pre style="margin: 0;">-<span id="LC229" class="line" lang="markdown">The size of the <span class="idiff left">b</span>ig<span class="idiff">ann</span> subset (in millions) is controlled by the variable <span class="gs" style="font-weight: 600;">**subset_size_mill<span class="idiff right">l</span>ions**</span> hardcoded in <span class="gs" style="font-weight: 600;">**sift_1b.cpp**</span>.</span>
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<pre style="margin: 0;">+<span id="LC267" class="line" lang="markdown">The size of the <span class="idiff left">B</span>ig<span class="idiff right">ANN</span> subset (in millions) is controlled by the variable <span class="gs" style="font-weight: 600;">**subset_size_millions**</span> hardcoded in <span class="gs" style="font-weight: 600;">**sift_1b.cpp**</span>.</span>
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<pre style="margin: 0;"> <span id="LC268" class="line" lang="markdown"></span>
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<pre style="margin: 0;"> <span id="LC269" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">### Updates test</span></span>
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<pre style="margin: 0;"> <span id="LC270" class="line" lang="markdown">To generate testing data (from root directory):</span>
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<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#e2fae6b65f557bf47f978e8e7a487183aa1b3c6b"><strong>examples/searchKnnCloserFirst_test.cpp</strong></a>
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<pre style="margin: 0;">+<span id="LC1" class="line" lang="cpp"><span class="c1" style="color: #998; font-style: italic;">// This is a test file for testing the interface</span></span>
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<pre style="margin: 0;">+<span id="LC2" class="line" lang="cpp"><span class="c1" style="color: #998; font-style: italic;">// >>> virtual std::vector<std::pair<dist_t, labeltype>></span></span>
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<pre style="margin: 0;">+<span id="LC3" class="line" lang="cpp"><span class="c1" style="color: #998; font-style: italic;">// >>> searchKnnCloserFirst(const void* query_data, size_t k) const;</span></span>
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<pre style="margin: 0;">+<span id="LC4" class="line" lang="cpp"><span class="c1" style="color: #998; font-style: italic;">// of class AlgorithmInterface</span></span>
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<pre style="margin: 0;">+<span id="LC5" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC6" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include "../hnswlib/hnswlib.h"</span></span>
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<pre style="margin: 0;">+<span id="LC7" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC8" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <assert.h></span></span>
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<pre style="margin: 0;">+<span id="LC9" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC10" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <vector></span></span>
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<pre style="margin: 0;">+<span id="LC11" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <iostream></span></span>
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<pre style="margin: 0;">+<span id="LC13" class="line" lang="cpp"><span class="k" style="font-weight: 600;">namespace</span></span>
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<pre style="margin: 0;">+<span id="LC14" class="line" lang="cpp"><span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC15" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC16" class="line" lang="cpp"><span class="k" style="font-weight: 600;">using</span> <span class="n" style="color: #333;">idx_t</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">labeltype</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC17" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC18" class="line" lang="cpp"><span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="n" style="color: #333;">test</span><span class="p">()</span> <span class="p">{</span></span>
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19
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<pre style="margin: 0;">+<span id="LC19" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">d</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">4</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC20" class="line" lang="cpp"> <span class="n" style="color: #333;">idx_t</span> <span class="n" style="color: #333;">n</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">100</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC21" class="line" lang="cpp"> <span class="n" style="color: #333;">idx_t</span> <span class="n" style="color: #333;">nq</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">10</span><span class="p">;</span></span>
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22
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<pre style="margin: 0;">+<span id="LC22" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">k</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">10</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC23" class="line" lang="cpp"> </span>
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<pre style="margin: 0;">+<span id="LC24" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</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;">n</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">d</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC25" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">query</span><span class="p">(</span><span class="n" style="color: #333;">nq</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">d</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC26" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC27" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">mt19937</span> <span class="n" style="color: #333;">rng</span><span class="p">;</span></span>
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28
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<pre style="margin: 0;">+<span id="LC28" class="line" lang="cpp"> <span class="n" style="color: #333;">rng</span><span class="p">.</span><span class="n" style="color: #333;">seed</span><span class="p">(</span><span class="mi" style="color: #099;">47</span><span class="p">);</span></span>
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29
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<pre style="margin: 0;">+<span id="LC29" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">uniform_real_distribution</span><span class="o" style="font-weight: 600;"><></span> <span class="n" style="color: #333;">distrib</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC30" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC31" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="n" style="color: #333;">idx_t</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">n</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">d</span><span class="p">;</span> <span class="o" style="font-weight: 600;">++</span><span class="n" style="color: #333;">i</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC32" class="line" lang="cpp"> <span class="n" style="color: #333;">data</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;">distrib</span><span class="p">(</span><span class="n" style="color: #333;">rng</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC33" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC34" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="n" style="color: #333;">idx_t</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">nq</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">d</span><span class="p">;</span> <span class="o" style="font-weight: 600;">++</span><span class="n" style="color: #333;">i</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC35" class="line" lang="cpp"> <span class="n" style="color: #333;">query</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;">distrib</span><span class="p">(</span><span class="n" style="color: #333;">rng</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC36" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC37" class="line" lang="cpp"> </span>
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<pre style="margin: 0;">+<span id="LC39" class="line" lang="cpp"> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">L2Space</span> <span class="n" style="color: #333;">space</span><span class="p">(</span><span class="n" style="color: #333;">d</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC40" class="line" lang="cpp"> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">AlgorithmInterface</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>*</span> <span class="n" style="color: #333;">alg_brute</span> <span class="o" style="font-weight: 600;">=</span> <span class="k" style="font-weight: 600;">new</span> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">BruteforceSearch</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span><span class="p">(</span><span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">space</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">n</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC41" class="line" lang="cpp"> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">AlgorithmInterface</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>*</span> <span class="n" style="color: #333;">alg_hnsw</span> <span class="o" style="font-weight: 600;">=</span> <span class="k" style="font-weight: 600;">new</span> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">HierarchicalNSW</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span><span class="p">(</span><span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">space</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">n</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC42" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC43" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">n</span><span class="p">;</span> <span class="o" style="font-weight: 600;">++</span><span class="n" style="color: #333;">i</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC44" class="line" lang="cpp"> <span class="n" style="color: #333;">alg_brute</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">addPoint</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">()</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">d</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">i</span><span class="p">,</span> <span class="n" style="color: #333;">i</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC45" class="line" lang="cpp"> <span class="n" style="color: #333;">alg_hnsw</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">addPoint</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">()</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">d</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">i</span><span class="p">,</span> <span class="n" style="color: #333;">i</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC46" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC47" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC48" class="line" lang="cpp"> <span class="c1" style="color: #998; font-style: italic;">// test searchKnnCloserFirst of BruteforceSearch</span></span>
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<pre style="margin: 0;">+<span id="LC49" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">j</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">j</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">nq</span><span class="p">;</span> <span class="o" style="font-weight: 600;">++</span><span class="n" style="color: #333;">j</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC50" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">void</span><span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">p</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">query</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">()</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">j</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">d</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC51" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">gd</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">alg_brute</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">searchKnn</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC52" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">res</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">alg_brute</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">searchKnnCloserFirst</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC53" class="line" lang="cpp"> <span class="n" style="color: #333;">assert</span><span class="p">(</span><span class="n" style="color: #333;">gd</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">res</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">());</span></span>
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<pre style="margin: 0;">+<span id="LC54" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">t</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">gd</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">();</span></span>
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55
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<pre style="margin: 0;">+<span id="LC55" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">while</span> <span class="p">(</span><span class="o" style="font-weight: 600;">!</span><span class="n" style="color: #333;">gd</span><span class="p">.</span><span class="n" style="color: #333;">empty</span><span class="p">())</span> <span class="p">{</span></span>
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56
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<pre style="margin: 0;">+<span id="LC56" class="line" lang="cpp"> <span class="n" style="color: #333;">assert</span><span class="p">(</span><span class="n" style="color: #333;">gd</span><span class="p">.</span><span class="n" style="color: #333;">top</span><span class="p">()</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">res</span><span class="p">[</span><span class="o" style="font-weight: 600;">--</span><span class="n" style="color: #333;">t</span><span class="p">]);</span></span>
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57
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<pre style="margin: 0;">+<span id="LC57" class="line" lang="cpp"> <span class="n" style="color: #333;">gd</span><span class="p">.</span><span class="n" style="color: #333;">pop</span><span class="p">();</span></span>
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<pre style="margin: 0;">+<span id="LC58" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC59" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC60" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">j</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">j</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">nq</span><span class="p">;</span> <span class="o" style="font-weight: 600;">++</span><span class="n" style="color: #333;">j</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC61" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">void</span><span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">p</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">query</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">()</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">j</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">d</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC62" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">gd</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">alg_hnsw</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">searchKnn</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="p">);</span></span>
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63
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<pre style="margin: 0;">+<span id="LC63" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">res</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">alg_hnsw</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">searchKnnCloserFirst</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC64" class="line" lang="cpp"> <span class="n" style="color: #333;">assert</span><span class="p">(</span><span class="n" style="color: #333;">gd</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">res</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">());</span></span>
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65
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<pre style="margin: 0;">+<span id="LC65" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">t</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">gd</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">();</span></span>
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66
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<pre style="margin: 0;">+<span id="LC66" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">while</span> <span class="p">(</span><span class="o" style="font-weight: 600;">!</span><span class="n" style="color: #333;">gd</span><span class="p">.</span><span class="n" style="color: #333;">empty</span><span class="p">())</span> <span class="p">{</span></span>
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67
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<pre style="margin: 0;">+<span id="LC67" class="line" lang="cpp"> <span class="n" style="color: #333;">assert</span><span class="p">(</span><span class="n" style="color: #333;">gd</span><span class="p">.</span><span class="n" style="color: #333;">top</span><span class="p">()</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">res</span><span class="p">[</span><span class="o" style="font-weight: 600;">--</span><span class="n" style="color: #333;">t</span><span class="p">]);</span></span>
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<pre style="margin: 0;">+<span id="LC68" class="line" lang="cpp"> <span class="n" style="color: #333;">gd</span><span class="p">.</span><span class="n" style="color: #333;">pop</span><span class="p">();</span></span>
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<pre style="margin: 0;">+<span id="LC69" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC70" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC71" class="line" lang="cpp"> </span>
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72
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<pre style="margin: 0;">+<span id="LC72" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">delete</span> <span class="n" style="color: #333;">alg_brute</span><span class="p">;</span></span>
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73
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<pre style="margin: 0;">+<span id="LC73" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">delete</span> <span class="n" style="color: #333;">alg_hnsw</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC74" class="line" lang="cpp"><span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC75" class="line" lang="cpp"></span>
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76
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<pre style="margin: 0;">+<span id="LC76" class="line" lang="cpp"><span class="p">}</span> <span class="c1" style="color: #998; font-style: italic;">// namespace</span></span>
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77
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<pre style="margin: 0;">+<span id="LC77" class="line" lang="cpp"></span>
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78
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<pre style="margin: 0;">+<span id="LC78" class="line" lang="cpp"><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="nf" style="color: #900; font-weight: 600;">main</span><span class="p">()</span> <span class="p">{</span></span>
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79
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<pre style="margin: 0;">+<span id="LC79" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">cout</span> <span class="o" style="font-weight: 600;"><<</span> <span class="s" style="color: #d14;">"Testing ..."</span> <span class="o" style="font-weight: 600;"><<</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">endl</span><span class="p">;</span></span>
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80
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<pre style="margin: 0;">+<span id="LC80" class="line" lang="cpp"> <span class="n" style="color: #333;">test</span><span class="p">();</span></span>
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81
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<pre style="margin: 0;">+<span id="LC81" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">cout</span> <span class="o" style="font-weight: 600;"><<</span> <span class="s" style="color: #d14;">"Test ok"</span> <span class="o" style="font-weight: 600;"><<</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">endl</span><span class="p">;</span></span>
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82
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<pre style="margin: 0;">+<span id="LC82" class="line" lang="cpp"></span>
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83
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<pre style="margin: 0;">+<span id="LC83" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span></span>
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84
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<pre style="margin: 0;">+<span id="LC84" class="line" lang="cpp"><span class="p">}</span></span></pre>
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<li id="c1a0e440d732382655547f726ce572e7623a330b">
<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#c1a0e440d732382655547f726ce572e7623a330b"><strong>hnswlib/bruteforce.h</strong></a>
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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">@@ -111,24 +111,6 @@ namespace hnswlib {</td>
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111
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<pre style="margin: 0;"> <span id="LC111" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">topResults</span><span class="p">;</span></span>
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112
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112
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<pre style="margin: 0;"> <span id="LC112" class="line" lang="cpp"> <span class="p">};</span></span>
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113
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113
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<pre style="margin: 0;"> <span id="LC113" class="line" lang="cpp"></span>
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114
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<pre style="margin: 0;">-<span id="LC114" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">template</span> <span class="o" style="font-weight: 600;"><</span><span class="k" style="font-weight: 600;">typename</span> <span class="nc" style="color: #458; font-weight: 600;">Comp</span><span class="p">></span></span>
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115
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<pre style="margin: 0;">-<span id="LC115" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">pair</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="p">,</span> <span class="n" style="color: #333;">labeltype</span><span class="o" style="font-weight: 600;">>></span></span>
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116
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<pre style="margin: 0;">-<span id="LC116" class="line" lang="cpp"> <span class="n" style="color: #333;">searchKnn</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">void</span><span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">query_data</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">k</span><span class="p">,</span> <span class="n" style="color: #333;">Comp</span> <span class="n" style="color: #333;">comp</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">-<span id="LC117" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">pair</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="p">,</span> <span class="n" style="color: #333;">labeltype</span><span class="o" style="font-weight: 600;">>></span> <span class="n" style="color: #333;">result</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC118" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">cur_element_count</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">)</span> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">result</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC119" class="line" lang="cpp"></span>
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<pre style="margin: 0;">-<span id="LC120" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">ret</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">searchKnn</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>
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<pre style="margin: 0;">-<span id="LC121" class="line" lang="cpp"></span>
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<pre style="margin: 0;">-<span id="LC122" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">while</span> <span class="p">(</span><span class="o" style="font-weight: 600;">!</span><span class="n" style="color: #333;">ret</span><span class="p">.</span><span class="n" style="color: #333;">empty</span><span class="p">())</span> <span class="p">{</span></span>
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<pre style="margin: 0;">-<span id="LC123" class="line" lang="cpp"> <span class="n" style="color: #333;">result</span><span class="p">.</span><span class="n" style="color: #333;">push_back</span><span class="p">(</span><span class="n" style="color: #333;">ret</span><span class="p">.</span><span class="n" style="color: #333;">top</span><span class="p">());</span></span>
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<pre style="margin: 0;">-<span id="LC124" class="line" lang="cpp"> <span class="n" style="color: #333;">ret</span><span class="p">.</span><span class="n" style="color: #333;">pop</span><span class="p">();</span></span>
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<pre style="margin: 0;">-<span id="LC125" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">-<span id="LC126" class="line" lang="cpp"> </span>
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<pre style="margin: 0;">-<span id="LC127" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">sort</span><span class="p">(</span><span class="n" style="color: #333;">result</span><span class="p">.</span><span class="n" style="color: #333;">begin</span><span class="p">(),</span> <span class="n" style="color: #333;">result</span><span class="p">.</span><span class="n" style="color: #333;">end</span><span class="p">(),</span> <span class="n" style="color: #333;">comp</span><span class="p">);</span></span>
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<pre style="margin: 0;">-<span id="LC128" class="line" lang="cpp"></span>
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<pre style="margin: 0;">-<span id="LC129" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">result</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC130" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">-<span id="LC131" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC114" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="n" style="color: #333;">saveIndex</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">string</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">location</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;"> <span id="LC115" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">ofstream</span> <span class="n" style="color: #333;">output</span><span class="p">(</span><span class="n" style="color: #333;">location</span><span class="p">,</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">ios</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">binary</span><span class="p">);</span></span>
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<pre style="margin: 0;"> <span id="LC116" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">streampos</span> <span class="n" style="color: #333;">position</span><span class="p">;</span></span>
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<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#6c976d8d2697d476d161c05b0abf676a9c4321f6"><strong>hnswlib/hnswalg.h</strong></a>
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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">@@ -5,10 +5,10 @@</td>
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<pre style="margin: 0;"> <span id="LC5" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <atomic></span></span>
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<pre style="margin: 0;"> <span id="LC6" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <random></span></span>
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<pre style="margin: 0;"> <span id="LC7" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <stdlib.h></span></span>
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<pre style="margin: 0;">+<span id="LC8" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <assert.h></span></span>
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<pre style="margin: 0;"> <span id="LC9" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <unordered_set></span></span>
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<pre style="margin: 0;"> <span id="LC10" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <list></span></span>
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<pre style="margin: 0;"> <span id="LC11" class="line" lang="cpp"></span>
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<pre style="margin: 0;">-<span id="LC11" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC12" class="line" lang="cpp"><span class="k" style="font-weight: 600;">namespace</span> <span class="n" style="color: #333;">hnswlib</span> <span class="p">{</span></span>
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<pre style="margin: 0;"> <span id="LC13" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">typedef</span> <span class="kt" style="color: #458; font-weight: 600;">unsigned</span> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">tableint</span><span class="p">;</span></span>
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<pre style="margin: 0;"> <span id="LC14" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">typedef</span> <span class="kt" style="color: #458; font-weight: 600;">unsigned</span> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">linklistsizeint</span><span class="p">;</span></span>
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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="26" style="width: 35px; color: rgba(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="26" style="width: 35px; color: rgba(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">@@ -26,7 +26,7 @@ namespace hnswlib {</td>
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<pre style="margin: 0;"> <span id="LC26" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;"> <span id="LC27" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC28" class="line" lang="cpp"> <span class="n" style="color: #333;">HierarchicalNSW</span><span class="p">(</span><span class="n" style="color: #333;">SpaceInterface</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">s</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">max_elements</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">M</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">16</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">ef_construction</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">200</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">random_seed</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">100</span><span class="p">)</span> <span class="o" style="font-weight: 600;">:</span></span>
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<pre style="margin: 0;">-<span id="LC29" class="line" lang="cpp"> <span class="n" style="color: #333;">link_list_locks_</span><span class="p">(</span><span class="n" style="color: #333;">max_elements</span><span class="p">),</span> <span class="n" style="color: #333;"><span class="idiff left">element_levels_</span></span><span class="p"><span class="idiff">(</span></span><span class="n" style="color: #333;"><span class="idiff">max_elements</span></span><span class="p"><span class="idiff">),</span></span><span class="idiff right"> </span><span class="n" style="color: #333;">link_list_update_locks_</span><span class="p">(</span><span class="n" style="color: #333;">max_update_element_locks</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC29" class="line" lang="cpp"> <span class="n" style="color: #333;">link_list_locks_</span><span class="p">(</span><span class="n" style="color: #333;">max_elements</span><span class="p">),</span> <span class="n" style="color: #333;">link_list_update_locks_</span><span class="p">(</span><span class="n" style="color: #333;">max_update_element_locks</span><span class="p">)<span class="idiff left">,</span></span><span class="idiff"> </span><span class="n" style="color: #333;"><span class="idiff">element_levels_</span></span><span class="p"><span class="idiff">(</span></span><span class="n" style="color: #333;"><span class="idiff">max_elements</span></span><span class="p"><span class="idiff right">)</span></span> <span class="p">{</span></span>
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<pre style="margin: 0;"> <span id="LC30" class="line" lang="cpp"> <span class="n" style="color: #333;">max_elements_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">max_elements</span><span class="p">;</span></span>
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<pre style="margin: 0;"> <span id="LC31" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC32" class="line" lang="cpp"> <span class="n" style="color: #333;">has_deletions_</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">false</span><span class="p">;</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">@@ -406,7 +406,7 @@ namespace hnswlib {</td>
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<pre style="margin: 0;"> <span id="LC406" class="line" lang="cpp"> <span class="n" style="color: #333;">top_candidates</span><span class="p">.</span><span class="n" style="color: #333;">pop</span><span class="p">();</span></span>
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<pre style="margin: 0;"> <span id="LC407" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;"> <span id="LC408" class="line" lang="cpp"></span>
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<pre style="margin: 0;">-<span id="LC409" class="line" lang="cpp"> <span class="n" style="color: #333;">tableint</span> <span class="n" style="color: #333;">next_closest_entry_point</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">selectedNeighbors</span><span class="p"><span class="idiff left">[</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="LC409" class="line" lang="cpp"> <span class="n" style="color: #333;">tableint</span> <span class="n" style="color: #333;">next_closest_entry_point</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">selectedNeighbors</span><span class="p"><span class="idiff left">.</span></span><span class="n" style="color: #333;"><span class="idiff">back</span></span><span class="p"><span class="idiff right">()</span>;</span></span>
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<pre style="margin: 0;"> <span id="LC410" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC411" class="line" lang="cpp"> <span class="p">{</span></span>
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<pre style="margin: 0;"> <span id="LC412" class="line" lang="cpp"> <span class="n" style="color: #333;">linklistsizeint</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">ll_cur</span><span class="p">;</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">@@ -636,7 +636,6 @@ namespace hnswlib {</td>
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<pre style="margin: 0;"> <span id="LC636" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="o" style="font-weight: 600;">!</span><span class="n" style="color: #333;">input</span><span class="p">.</span><span class="n" style="color: #333;">is_open</span><span class="p">())</span></span>
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<pre style="margin: 0;"> <span id="LC637" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">throw</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">runtime_error</span><span class="p">(</span><span class="s" style="color: #d14;">"Cannot open file"</span><span class="p">);</span></span>
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<pre style="margin: 0;"> <span id="LC638" class="line" lang="cpp"></span>
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<pre style="margin: 0;">-<span id="LC639" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC639" class="line" lang="cpp"> <span class="c1" style="color: #998; font-style: italic;">// get file size:</span></span>
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<pre style="margin: 0;"> <span id="LC640" class="line" lang="cpp"> <span class="n" style="color: #333;">input</span><span class="p">.</span><span class="n" style="color: #333;">seekg</span><span class="p">(</span><span class="mi" style="color: #099;">0</span><span class="p">,</span><span class="n" style="color: #333;">input</span><span class="p">.</span><span class="n" style="color: #333;">end</span><span class="p">);</span></span>
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<pre style="margin: 0;"> <span id="LC641" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">streampos</span> <span class="n" style="color: #333;">total_filesize</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">input</span><span class="p">.</span><span class="n" style="color: #333;">tellg</span><span class="p">();</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">@@ -868,8 +867,8 @@ namespace hnswlib {</td>
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<pre style="margin: 0;"> <span id="LC867" class="line" lang="cpp"><span class="c1" style="color: #998; font-style: italic;">// continue;</span></span>
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<pre style="margin: 0;"> <span id="LC868" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC869" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">priority_queue</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">pair</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="p">,</span> <span class="n" style="color: #333;">tableint</span><span class="o" style="font-weight: 600;">></span><span class="p">,</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">pair</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="p">,</span> <span class="n" style="color: #333;">tableint</span><span class="o" style="font-weight: 600;">>></span><span class="p">,</span> <span class="n" style="color: #333;">CompareByFirst</span><span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">candidates</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC871" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;"><span class="idiff left right">in</span>t</span> <span class="n" style="color: #333;">size</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">sCand</span><span class="p">.</span><span class="n" style="color: #333;">find</span><span class="p">(</span><span class="n" style="color: #333;">neigh</span><span class="p">)</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">sCand</span><span class="p">.</span><span class="n" style="color: #333;">end</span><span class="p">()</span> <span class="o" style="font-weight: 600;">?</span> <span class="n" style="color: #333;">sCand</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span> <span class="o" style="font-weight: 600;">:</span> <span class="n" style="color: #333;">sCand</span><span class="p">.</span><span class="n" style="color: #333;">size</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>
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<pre style="margin: 0;">-<span id="LC872" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;"><span class="idiff left">in</span>t</span> <span class="n" style="color: #333;">elementsToKeep</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">min</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;"><span class="idiff">int</span></span><span class="p"><span class="idiff">(</span></span><span class="n" style="color: #333;">ef_construction_</span><span class="p"><span class="idiff right">)</span>,</span> <span class="n" style="color: #333;">size</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC870" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;"><span class="idiff left">size_</span>t</span> <span class="n" style="color: #333;">size</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">sCand</span><span class="p">.</span><span class="n" style="color: #333;">find</span><span class="p">(</span><span class="n" style="color: #333;">neigh</span><span class="p">)</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">sCand</span><span class="p">.</span><span class="n" style="color: #333;">end</span><span class="p">()</span> <span class="o" style="font-weight: 600;">?</span> <span class="n" style="color: #333;">sCand</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span> <span class="o" style="font-weight: 600;">:</span> <span class="n" style="color: #333;">sCand</span><span class="p">.</span><span class="n" style="color: #333;">size</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="idiff"> </span><span class="c1" style="color: #998; font-style: italic;"><span class="idiff right">// sCand guaranteed to have size >= 1</span></span></span>
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<pre style="margin: 0;">+<span id="LC871" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;"><span class="idiff left right">size_</span>t</span> <span class="n" style="color: #333;">elementsToKeep</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">min</span><span class="p">(</span><span class="n" style="color: #333;">ef_construction_</span><span class="p">,</span> <span class="n" style="color: #333;">size</span><span class="p">);</span></span>
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<pre style="margin: 0;"> <span id="LC872" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="k" style="font-weight: 600;">auto</span><span class="o" style="font-weight: 600;">&&</span> <span class="n" style="color: #333;">cand</span> <span class="o" style="font-weight: 600;">:</span> <span class="n" style="color: #333;">sCand</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;"> <span id="LC873" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">cand</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">neigh</span><span class="p">)</span></span>
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<pre style="margin: 0;"> <span id="LC874" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">continue</span><span class="p">;</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">@@ -892,7 +891,7 @@ namespace hnswlib {</td>
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<pre style="margin: 0;"> <span id="LC891" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">unique_lock</span> <span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">mutex</span><span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">lock</span><span class="p">(</span><span class="n" style="color: #333;">link_list_locks_</span><span class="p">[</span><span class="n" style="color: #333;">neigh</span><span class="p">]);</span></span>
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892
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<pre style="margin: 0;"> <span id="LC892" class="line" lang="cpp"> <span class="n" style="color: #333;">linklistsizeint</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">ll_cur</span><span class="p">;</span></span>
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894
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<pre style="margin: 0;"> <span id="LC893" class="line" lang="cpp"> <span class="n" style="color: #333;">ll_cur</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">get_linklist_at_level</span><span class="p">(</span><span class="n" style="color: #333;">neigh</span><span class="p">,</span> <span class="n" style="color: #333;">layer</span><span class="p">);</span></span>
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895
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<pre style="margin: 0;">-<span id="LC895" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;"><span class="idiff left right">in</span>t</span> <span class="n" style="color: #333;">candSize</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">candidates</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">();</span></span>
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<pre style="margin: 0;">+<span id="LC894" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;"><span class="idiff left right">size_</span>t</span> <span class="n" style="color: #333;">candSize</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">candidates</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">();</span></span>
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<pre style="margin: 0;"> <span id="LC895" class="line" lang="cpp"> <span class="n" style="color: #333;">setListCount</span><span class="p">(</span><span class="n" style="color: #333;">ll_cur</span><span class="p">,</span> <span class="n" style="color: #333;">candSize</span><span class="p">);</span></span>
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897
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<pre style="margin: 0;"> <span id="LC896" class="line" lang="cpp"> <span class="n" style="color: #333;">tableint</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">data</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">tableint</span> <span class="o" style="font-weight: 600;">*</span><span class="p">)</span> <span class="p">(</span><span class="n" style="color: #333;">ll_cur</span> <span class="o" style="font-weight: 600;">+</span> <span class="mi" style="color: #099;">1</span><span class="p">);</span></span>
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897
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<pre style="margin: 0;"> <span id="LC897" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">idx</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">idx</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">candSize</span><span class="p">;</span> <span class="n" style="color: #333;">idx</span><span class="o" style="font-weight: 600;">++</span><span class="p">)</span> <span class="p">{</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">@@ -1136,7 +1135,7 @@ namespace hnswlib {</td>
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1136
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<pre style="margin: 0;"> <span id="LC1135" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;"> <span id="LC1136" class="line" lang="cpp"></span>
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1138
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1137
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<pre style="margin: 0;"> <span id="LC1137" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">priority_queue</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">pair</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="p">,</span> <span class="n" style="color: #333;">tableint</span><span class="o" style="font-weight: 600;">></span><span class="p">,</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">pair</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="p">,</span> <span class="n" style="color: #333;">tableint</span><span class="o" style="font-weight: 600;">>></span><span class="p">,</span> <span class="n" style="color: #333;">CompareByFirst</span><span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">top_candidates</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC1139" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">has_deletions_</span><span class="p">)</span> <span class="p">{</span><span class="idiff left right"> </span></span>
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1138
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<pre style="margin: 0;">+<span id="LC1138" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">has_deletions_</span><span class="p">)</span> <span class="p">{</span></span>
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1140
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1139
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<pre style="margin: 0;"> <span id="LC1139" class="line" lang="cpp"> <span class="n" style="color: #333;">top_candidates</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">searchBaseLayerST</span><span class="o" style="font-weight: 600;"><</span><span class="nb" style="color: #0086b3;">true</span><span class="p">,</span><span class="nb" style="color: #0086b3;">true</span><span class="o" style="font-weight: 600;">></span><span class="p">(</span></span>
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1141
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1140
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<pre style="margin: 0;"> <span id="LC1140" class="line" lang="cpp"> <span class="n" style="color: #333;">currObj</span><span class="p">,</span> <span class="n" style="color: #333;">query_data</span><span class="p">,</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">max</span><span class="p">(</span><span class="n" style="color: #333;">ef_</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="p">));</span></span>
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1142
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1141
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<pre style="margin: 0;"> <span id="LC1141" class="line" lang="cpp"> <span class="p">}</span></span>
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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1156" style="width: 35px; color: rgba(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="1155" style="width: 35px; color: rgba(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">@@ -1156,24 +1155,6 @@ namespace hnswlib {</td>
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1156
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1155
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<pre style="margin: 0;"> <span id="LC1155" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">result</span><span class="p">;</span></span>
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1157
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1156
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<pre style="margin: 0;"> <span id="LC1156" class="line" lang="cpp"> <span class="p">};</span></span>
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1158
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1157
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<pre style="margin: 0;"> <span id="LC1157" class="line" lang="cpp"></span>
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1159
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<pre style="margin: 0;">-<span id="LC1159" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">template</span> <span class="o" style="font-weight: 600;"><</span><span class="k" style="font-weight: 600;">typename</span> <span class="nc" style="color: #458; font-weight: 600;">Comp</span><span class="p">></span></span>
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1160
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<pre style="margin: 0;">-<span id="LC1160" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">pair</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="p">,</span> <span class="n" style="color: #333;">labeltype</span><span class="o" style="font-weight: 600;">>></span></span>
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1161
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<pre style="margin: 0;">-<span id="LC1161" class="line" lang="cpp"> <span class="n" style="color: #333;">searchKnn</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">void</span><span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">query_data</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">k</span><span class="p">,</span> <span class="n" style="color: #333;">Comp</span> <span class="n" style="color: #333;">comp</span><span class="p">)</span> <span class="p">{</span></span>
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1162
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<pre style="margin: 0;">-<span id="LC1162" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">pair</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="p">,</span> <span class="n" style="color: #333;">labeltype</span><span class="o" style="font-weight: 600;">>></span> <span class="n" style="color: #333;">result</span><span class="p">;</span></span>
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<td class="old_line diff-line-num old" data-linenumber="1163" 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">
1163
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<pre style="margin: 0;">-<span id="LC1163" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">cur_element_count</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">)</span> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">result</span><span class="p">;</span></span>
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1164
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<pre style="margin: 0;">-<span id="LC1164" class="line" lang="cpp"></span>
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1165
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<pre style="margin: 0;">-<span id="LC1165" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">ret</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">searchKnn</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>
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1166
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<pre style="margin: 0;">-<span id="LC1166" class="line" lang="cpp"></span>
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1167
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<pre style="margin: 0;">-<span id="LC1167" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">while</span> <span class="p">(</span><span class="o" style="font-weight: 600;">!</span><span class="n" style="color: #333;">ret</span><span class="p">.</span><span class="n" style="color: #333;">empty</span><span class="p">())</span> <span class="p">{</span></span>
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<td class="old_line diff-line-num old" data-linenumber="1168" 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">
1168
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<pre style="margin: 0;">-<span id="LC1168" class="line" lang="cpp"> <span class="n" style="color: #333;">result</span><span class="p">.</span><span class="n" style="color: #333;">push_back</span><span class="p">(</span><span class="n" style="color: #333;">ret</span><span class="p">.</span><span class="n" style="color: #333;">top</span><span class="p">());</span></span>
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1169
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<pre style="margin: 0;">-<span id="LC1169" class="line" lang="cpp"> <span class="n" style="color: #333;">ret</span><span class="p">.</span><span class="n" style="color: #333;">pop</span><span class="p">();</span></span>
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1170
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<pre style="margin: 0;">-<span id="LC1170" class="line" lang="cpp"> <span class="p">}</span></span>
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1171
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<pre style="margin: 0;">-<span id="LC1171" class="line" lang="cpp"></span>
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1172
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<pre style="margin: 0;">-<span id="LC1172" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">sort</span><span class="p">(</span><span class="n" style="color: #333;">result</span><span class="p">.</span><span class="n" style="color: #333;">begin</span><span class="p">(),</span> <span class="n" style="color: #333;">result</span><span class="p">.</span><span class="n" style="color: #333;">end</span><span class="p">(),</span> <span class="n" style="color: #333;">comp</span><span class="p">);</span></span>
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1173
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<pre style="margin: 0;">-<span id="LC1173" class="line" lang="cpp"></span>
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1174
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<pre style="margin: 0;">-<span id="LC1174" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">result</span><span class="p">;</span></span>
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1175
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<pre style="margin: 0;">-<span id="LC1175" class="line" lang="cpp"> <span class="p">}</span></span>
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1176
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<pre style="margin: 0;">-<span id="LC1176" class="line" lang="cpp"></span>
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1177
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1158
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<pre style="margin: 0;"> <span id="LC1158" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="n" style="color: #333;">checkIntegrity</span><span class="p">(){</span></span>
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<td class="old_line diff-line-num" data-linenumber="1178" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">
1178
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1159
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<pre style="margin: 0;"> <span id="LC1159" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">connections_checked</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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1179
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1160
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<pre style="margin: 0;"> <span id="LC1160" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">vector</span> <span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">inbound_connections_num</span><span class="p">(</span><span class="n" style="color: #333;">cur_element_count</span><span class="p">,</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="1185" style="width: 35px; color: rgba(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="1166" style="width: 35px; color: rgba(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">@@ -1185,19 +1166,19 @@ namespace hnswlib {</td>
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1185
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1166
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<pre style="margin: 0;"> <span id="LC1166" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">unordered_set</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">tableint</span><span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">s</span><span class="p">;</span></span>
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1186
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1167
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<pre style="margin: 0;"> <span id="LC1167" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">j</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">j</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">size</span><span class="p">;</span> <span class="n" style="color: #333;">j</span><span class="o" style="font-weight: 600;">++</span><span class="p">){</span></span>
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1187
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1168
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<pre style="margin: 0;"> <span id="LC1168" class="line" lang="cpp"> <span class="n" style="color: #333;">assert</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">[</span><span class="n" style="color: #333;">j</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>
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1188
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<pre style="margin: 0;">-<span id="LC1188" class="line" lang="cpp"> <span class="n" style="color: #333;">assert</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">[</span><span class="n" style="color: #333;">j</span><span class="p">]</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">cur_element_count</span><span class="p">);</span><span class="idiff left right"> </span></span>
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1169
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<pre style="margin: 0;">+<span id="LC1169" class="line" lang="cpp"> <span class="n" style="color: #333;">assert</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">[</span><span class="n" style="color: #333;">j</span><span class="p">]</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">cur_element_count</span><span class="p">);</span></span>
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1189
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1170
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<pre style="margin: 0;"> <span id="LC1170" class="line" lang="cpp"> <span class="n" style="color: #333;">assert</span> <span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">[</span><span class="n" style="color: #333;">j</span><span class="p">]</span> <span class="o" style="font-weight: 600;">!=</span> <span class="n" style="color: #333;">i</span><span class="p">);</span></span>
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1190
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<td class="new_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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<pre style="margin: 0;"> <span id="LC1171" class="line" lang="cpp"> <span class="n" style="color: #333;">inbound_connections_num</span><span class="p">[</span><span class="n" style="color: #333;">data</span><span class="p">[</span><span class="n" style="color: #333;">j</span><span class="p">]]</span><span class="o" style="font-weight: 600;">++</span><span class="p">;</span></span>
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1191
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1172
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<pre style="margin: 0;"> <span id="LC1172" class="line" lang="cpp"> <span class="n" style="color: #333;">s</span><span class="p">.</span><span class="n" style="color: #333;">insert</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">[</span><span class="n" style="color: #333;">j</span><span class="p">]);</span></span>
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1192
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1173
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<pre style="margin: 0;"> <span id="LC1173" class="line" lang="cpp"> <span class="n" style="color: #333;">connections_checked</span><span class="o" style="font-weight: 600;">++</span><span class="p">;</span></span>
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1193
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<pre style="margin: 0;">-<span id="LC1193" class="line" lang="cpp"><span class="idiff left right"> </span></span>
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1174
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<pre style="margin: 0;">+<span id="LC1174" class="line" lang="cpp"></span>
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1194
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1175
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<pre style="margin: 0;"> <span id="LC1175" class="line" lang="cpp"> <span class="p">}</span></span>
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1195
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1176
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<pre style="margin: 0;"> <span id="LC1176" class="line" lang="cpp"> <span class="n" style="color: #333;">assert</span><span class="p">(</span><span class="n" style="color: #333;">s</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">size</span><span class="p">);</span></span>
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1196
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1177
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<pre style="margin: 0;"> <span id="LC1177" class="line" lang="cpp"> <span class="p">}</span></span>
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1197
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1178
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<pre style="margin: 0;"> <span id="LC1178" class="line" lang="cpp"> <span class="p">}</span></span>
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1198
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1179
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<pre style="margin: 0;"> <span id="LC1179" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span><span class="p">(</span><span class="n" style="color: #333;">cur_element_count</span> <span class="o" style="font-weight: 600;">></span> <span class="mi" style="color: #099;">1</span><span class="p">){</span></span>
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1199
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1180
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<pre style="margin: 0;"> <span id="LC1180" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">min1</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">inbound_connections_num</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="n" style="color: #333;">max1</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">inbound_connections_num</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">];</span></span>
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1200
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<pre style="margin: 0;">-<span id="LC1200" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">cur_element_count</span><span class="p">;</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">++</span><span class="p">){</span><span class="idiff left right"> </span></span>
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1181
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<pre style="margin: 0;">+<span id="LC1181" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">cur_element_count</span><span class="p">;</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">++</span><span class="p">){</span></span>
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1201
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1182
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<pre style="margin: 0;"> <span id="LC1182" class="line" lang="cpp"> <span class="n" style="color: #333;">assert</span><span class="p">(</span><span class="n" style="color: #333;">inbound_connections_num</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;">0</span><span class="p">);</span></span>
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1202
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1183
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<pre style="margin: 0;"> <span id="LC1183" class="line" lang="cpp"> <span class="n" style="color: #333;">min1</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">min</span><span class="p">(</span><span class="n" style="color: #333;">inbound_connections_num</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">],</span><span class="n" style="color: #333;">min1</span><span class="p">);</span></span>
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1203
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1184
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<pre style="margin: 0;"> <span id="LC1184" class="line" lang="cpp"> <span class="n" style="color: #333;">max1</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">max</span><span class="p">(</span><span class="n" style="color: #333;">inbound_connections_num</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">],</span><span class="n" style="color: #333;">max1</span><span class="p">);</span></span>
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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="1205" style="width: 35px; color: rgba(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">@@ -1205,7 +1186,7 @@ namespace hnswlib {</td>
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1205
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1186
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<pre style="margin: 0;"> <span id="LC1186" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">cout</span> <span class="o" style="font-weight: 600;"><<</span> <span class="s" style="color: #d14;">"Min inbound: "</span> <span class="o" style="font-weight: 600;"><<</span> <span class="n" style="color: #333;">min1</span> <span class="o" style="font-weight: 600;"><<</span> <span class="s" style="color: #d14;">", Max inbound:"</span> <span class="o" style="font-weight: 600;"><<</span> <span class="n" style="color: #333;">max1</span> <span class="o" style="font-weight: 600;"><<</span> <span class="s" style="color: #d14;">"</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">"</span><span class="p">;</span></span>
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1206
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1187
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<pre style="margin: 0;"> <span id="LC1187" class="line" lang="cpp"> <span class="p">}</span></span>
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1207
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1188
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<pre style="margin: 0;"> <span id="LC1188" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">cout</span> <span class="o" style="font-weight: 600;"><<</span> <span class="s" style="color: #d14;">"integrity ok, checked "</span> <span class="o" style="font-weight: 600;"><<</span> <span class="n" style="color: #333;">connections_checked</span> <span class="o" style="font-weight: 600;"><<</span> <span class="s" style="color: #d14;">" connections</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">"</span><span class="p">;</span></span>
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1208
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<pre style="margin: 0;">-<span id="LC1208" class="line" lang="cpp"><span class="idiff left right"> </span></span>
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1189
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<pre style="margin: 0;">+<span id="LC1189" class="line" lang="cpp"></span>
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1209
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1190
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<pre style="margin: 0;"> <span id="LC1190" class="line" lang="cpp"> <span class="p">}</span></span>
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1210
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1191
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<pre style="margin: 0;"> <span id="LC1191" class="line" lang="cpp"></span>
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1211
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1192
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<pre style="margin: 0;"> <span id="LC1192" class="line" lang="cpp"> <span class="p">};</span></span>
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<li id="c03bc3c5b6dd23b057b317aa0eb452b569c06fe6">
<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#c03bc3c5b6dd23b057b317aa0eb452b569c06fe6"><strong>hnswlib/hnswlib.h</strong></a>
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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="71" style="width: 35px; color: rgba(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="71" style="width: 35px; color: rgba(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">@@ -71,14 +71,34 @@ namespace hnswlib {</td>
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<pre style="margin: 0;"> <span id="LC71" class="line" lang="cpp"> <span class="nl">public:</span></span>
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<pre style="margin: 0;"> <span id="LC72" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">virtual</span> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="n" style="color: #333;">addPoint</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">datapoint</span><span class="p">,</span> <span class="n" style="color: #333;">labeltype</span> <span class="n" style="color: #333;">label</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>
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<pre style="margin: 0;"> <span id="LC73" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">virtual</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">priority_queue</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">pair</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="p">,</span> <span class="n" style="color: #333;">labeltype</span> <span class="o" style="font-weight: 600;">>></span> <span class="n" style="color: #333;">searchKnn</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="o" style="font-weight: 600;">*</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="p">)</span> <span class="k" style="font-weight: 600;">const</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="LC74" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">template</span> <span class="o" style="font-weight: 600;"><</span><span class="k" style="font-weight: 600;">typename</span> <span class="nc" style="color: #458; font-weight: 600;">Comp</span><span class="p">></span></span>
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<pre style="margin: 0;">-<span id="LC75" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">pair</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="p">,</span> <span class="n" style="color: #333;">labeltype</span><span class="o" style="font-weight: 600;">>></span> <span class="n" style="color: #333;">searchKnn</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">void</span><span class="o" style="font-weight: 600;">*</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="p">,</span> <span class="n" style="color: #333;">Comp</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">-<span id="LC76" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC74" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC75" class="line" lang="cpp"> <span class="c1" style="color: #998; font-style: italic;">// Return k nearest neighbor in the order of closer fist</span></span>
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<pre style="margin: 0;">+<span id="LC76" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">virtual</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">pair</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="p">,</span> <span class="n" style="color: #333;">labeltype</span><span class="o" style="font-weight: 600;">>></span></span>
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<pre style="margin: 0;">+<span id="LC77" class="line" lang="cpp"> <span class="n" style="color: #333;">searchKnnCloserFirst</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">void</span><span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">query_data</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">k</span><span class="p">)</span> <span class="k" style="font-weight: 600;">const</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC78" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC79" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">virtual</span> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="n" style="color: #333;">saveIndex</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">string</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">location</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>
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<pre style="margin: 0;"> <span id="LC80" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">virtual</span> <span class="o" style="font-weight: 600;">~</span><span class="n" style="color: #333;">AlgorithmInterface</span><span class="p">(){</span></span>
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<pre style="margin: 0;"> <span id="LC81" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;"> <span id="LC82" class="line" lang="cpp"> <span class="p">};</span></span>
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<pre style="margin: 0;"> <span id="LC83" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC84" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">template</span><span class="o" style="font-weight: 600;"><</span><span class="k" style="font-weight: 600;">typename</span> <span class="nc" style="color: #458; font-weight: 600;">dist_t</span><span class="p">></span></span>
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<pre style="margin: 0;">+<span id="LC85" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">pair</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="p">,</span> <span class="n" style="color: #333;">labeltype</span><span class="o" style="font-weight: 600;">>></span></span>
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<pre style="margin: 0;">+<span id="LC86" class="line" lang="cpp"> <span class="n" style="color: #333;">AlgorithmInterface</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">searchKnnCloserFirst</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">void</span><span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">query_data</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">k</span><span class="p">)</span> <span class="k" style="font-weight: 600;">const</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC87" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">pair</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="p">,</span> <span class="n" style="color: #333;">labeltype</span><span class="o" style="font-weight: 600;">>></span> <span class="n" style="color: #333;">result</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC88" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC89" class="line" lang="cpp"> <span class="c1" style="color: #998; font-style: italic;">// here searchKnn returns the result in the order of further first</span></span>
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<pre style="margin: 0;">+<span id="LC90" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">ret</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">searchKnn</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>
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<pre style="margin: 0;">+<span id="LC91" class="line" lang="cpp"> <span class="p">{</span></span>
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92
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<pre style="margin: 0;">+<span id="LC92" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">sz</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ret</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">();</span></span>
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93
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<pre style="margin: 0;">+<span id="LC93" class="line" lang="cpp"> <span class="n" style="color: #333;">result</span><span class="p">.</span><span class="n" style="color: #333;">resize</span><span class="p">(</span><span class="n" style="color: #333;">sz</span><span class="p">);</span></span>
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94
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<pre style="margin: 0;">+<span id="LC94" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">while</span> <span class="p">(</span><span class="o" style="font-weight: 600;">!</span><span class="n" style="color: #333;">ret</span><span class="p">.</span><span class="n" style="color: #333;">empty</span><span class="p">())</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC95" class="line" lang="cpp"> <span class="n" style="color: #333;">result</span><span class="p">[</span><span class="o" style="font-weight: 600;">--</span><span class="n" style="color: #333;">sz</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ret</span><span class="p">.</span><span class="n" style="color: #333;">top</span><span class="p">();</span></span>
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<pre style="margin: 0;">+<span id="LC96" class="line" lang="cpp"> <span class="n" style="color: #333;">ret</span><span class="p">.</span><span class="n" style="color: #333;">pop</span><span class="p">();</span></span>
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<pre style="margin: 0;">+<span id="LC97" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC98" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC99" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC100" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">result</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC101" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;"> <span id="LC102" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC103" class="line" lang="cpp"><span class="p">}</span></span>
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<pre style="margin: 0;"> <span id="LC104" class="line" lang="cpp"></span>
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<li id="02c9895b7da6eaa5e107a02345a1e43cec59bf13">
<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#02c9895b7da6eaa5e107a02345a1e43cec59bf13"><strong>hnswlib/space_l2.h</strong></a>
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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">@@ -204,7 +204,7 @@ namespace hnswlib {</td>
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<pre style="margin: 0;"> <span id="LC204" class="line" lang="cpp"> <span class="p">};</span></span>
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<pre style="margin: 0;"> <span id="LC205" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC206" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">static</span> <span class="kt" style="color: #458; font-weight: 600;">int</span></span>
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<pre style="margin: 0;">-<span id="LC207" class="line" lang="cpp"> <span class="n" style="color: #333;">L2SqrI</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="o" style="font-weight: 600;">*</span><span class="kr" style="font-weight: 600;">__restrict</span> <span class="n" style="color: #333;">pVect1</span><span class="p">,</span> <span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="o" style="font-weight: 600;">*</span><span class="kr" style="font-weight: 600;">__restrict</span> <span class="n" style="color: #333;">pVect2</span><span class="p">,</span> <span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="o" style="font-weight: 600;">*</span><span class="kr" style="font-weight: 600;">__restrict</span> <span class="n" style="color: #333;">qty_ptr</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC207" class="line" lang="cpp"> <span class="n" style="color: #333;">L2SqrI<span class="idiff left right">4x</span></span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="o" style="font-weight: 600;">*</span><span class="kr" style="font-weight: 600;">__restrict</span> <span class="n" style="color: #333;">pVect1</span><span class="p">,</span> <span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="o" style="font-weight: 600;">*</span><span class="kr" style="font-weight: 600;">__restrict</span> <span class="n" style="color: #333;">pVect2</span><span class="p">,</span> <span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="o" style="font-weight: 600;">*</span><span class="kr" style="font-weight: 600;">__restrict</span> <span class="n" style="color: #333;">qty_ptr</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;"> <span id="LC208" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC209" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">qty</span> <span class="o" style="font-weight: 600;">=</span> <span class="o" style="font-weight: 600;">*</span><span class="p">((</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="o" style="font-weight: 600;">*</span><span class="p">)</span> <span class="n" style="color: #333;">qty_ptr</span><span class="p">);</span></span>
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<pre style="margin: 0;"> <span id="LC210" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">res</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="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -226,12 +226,23 @@ namespace hnswlib {</td>
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<pre style="margin: 0;"> <span id="LC226" class="line" lang="cpp"> <span class="n" style="color: #333;">res</span> <span class="o" style="font-weight: 600;">+=</span> <span class="p">((</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">a</span><span class="p">)</span> <span class="o" style="font-weight: 600;">-</span> <span class="p">(</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">b</span><span class="p">))</span> <span class="o" style="font-weight: 600;">*</span> <span class="p">((</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">a</span><span class="p">)</span> <span class="o" style="font-weight: 600;">-</span> <span class="p">(</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">b</span><span class="p">));</span></span>
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<pre style="margin: 0;"> <span id="LC227" class="line" lang="cpp"> <span class="n" style="color: #333;">a</span><span class="o" style="font-weight: 600;">++</span><span class="p">;</span></span>
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<pre style="margin: 0;"> <span id="LC228" class="line" lang="cpp"> <span class="n" style="color: #333;">b</span><span class="o" style="font-weight: 600;">++</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC229" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC230" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="p">(</span><span class="n" style="color: #333;">res</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC231" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;"> <span id="LC232" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC233" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">static</span> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">L2SqrI</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">void</span><span class="o" style="font-weight: 600;">*</span> <span class="kr" style="font-weight: 600;">__restrict</span> <span class="n" style="color: #333;">pVect1</span><span class="p">,</span> <span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">void</span><span class="o" style="font-weight: 600;">*</span> <span class="kr" style="font-weight: 600;">__restrict</span> <span class="n" style="color: #333;">pVect2</span><span class="p">,</span> <span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">void</span><span class="o" style="font-weight: 600;">*</span> <span class="kr" style="font-weight: 600;">__restrict</span> <span class="n" style="color: #333;">qty_ptr</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC234" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">qty</span> <span class="o" style="font-weight: 600;">=</span> <span class="o" style="font-weight: 600;">*</span><span class="p">((</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">*</span><span class="p">)</span><span class="n" style="color: #333;">qty_ptr</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC235" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">res</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="LC236" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">unsigned</span> <span class="kt" style="color: #458; font-weight: 600;">char</span><span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">a</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">unsigned</span> <span class="kt" style="color: #458; font-weight: 600;">char</span><span class="o" style="font-weight: 600;">*</span><span class="p">)</span><span class="n" style="color: #333;">pVect1</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC237" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">unsigned</span> <span class="kt" style="color: #458; font-weight: 600;">char</span><span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">b</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">unsigned</span> <span class="kt" style="color: #458; font-weight: 600;">char</span><span class="o" style="font-weight: 600;">*</span><span class="p">)</span><span class="n" style="color: #333;">pVect2</span><span class="p">;</span></span>
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<pre style="margin: 0;"> <span id="LC238" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC239" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">qty</span><span class="p">;</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">++</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC240" class="line" lang="cpp"> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC241" class="line" lang="cpp"> <span class="n" style="color: #333;">res</span> <span class="o" style="font-weight: 600;">+=</span> <span class="p">((</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">a</span><span class="p">)</span> <span class="o" style="font-weight: 600;">-</span> <span class="p">(</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">b</span><span class="p">))</span> <span class="o" style="font-weight: 600;">*</span> <span class="p">((</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">a</span><span class="p">)</span> <span class="o" style="font-weight: 600;">-</span> <span class="p">(</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">b</span><span class="p">));</span></span>
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<pre style="margin: 0;">+<span id="LC242" class="line" lang="cpp"> <span class="n" style="color: #333;">a</span><span class="o" style="font-weight: 600;">++</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC243" class="line" lang="cpp"> <span class="n" style="color: #333;">b</span><span class="o" style="font-weight: 600;">++</span><span class="p">;</span></span>
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<pre style="margin: 0;"> <span id="LC244" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">-<span id="LC232" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC245" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="p">(</span><span class="n" style="color: #333;">res</span><span class="p">);</span></span>
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<pre style="margin: 0;">-<span id="LC234" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC246" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;"> <span id="LC247" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC248" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">L2SpaceI</span> <span class="o" style="font-weight: 600;">:</span> <span class="k" style="font-weight: 600;">public</span> <span class="n" style="color: #333;">SpaceInterface</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">int</span><span class="o" style="font-weight: 600;">></span> <span class="p">{</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">@@ -241,7 +252,12 @@ namespace hnswlib {</td>
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<pre style="margin: 0;"> <span id="LC252" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">dim_</span><span class="p">;</span></span>
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<pre style="margin: 0;"> <span id="LC253" class="line" lang="cpp"> <span class="nl">public:</span></span>
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<pre style="margin: 0;"> <span id="LC254" class="line" lang="cpp"> <span class="n" style="color: #333;">L2SpaceI</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">dim</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">-<span id="LC244" class="line" lang="cpp"> <span class="n" style="color: #333;">fstdistfunc_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">L2SqrI</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC255" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span><span class="p">(</span><span class="n" style="color: #333;">dim</span> <span class="o" style="font-weight: 600;">%</span> <span class="mi" style="color: #099;">4</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC256" class="line" lang="cpp"> <span class="n" style="color: #333;">fstdistfunc_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">L2SqrI4x</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC257" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC258" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">else</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC259" class="line" lang="cpp"> <span class="n" style="color: #333;">fstdistfunc_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">L2SqrI</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC260" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;"> <span id="LC261" class="line" lang="cpp"> <span class="n" style="color: #333;">dim_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">dim</span><span class="p">;</span></span>
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<pre style="margin: 0;"> <span id="LC262" class="line" lang="cpp"> <span class="n" style="color: #333;">data_size_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">dim</span> <span class="o" style="font-weight: 600;">*</span> <span class="k" style="font-weight: 600;">sizeof</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">unsigned</span> <span class="kt" style="color: #458; font-weight: 600;">char</span><span class="p">);</span></span>
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<pre style="margin: 0;"> <span id="LC263" class="line" lang="cpp"> <span class="p">}</span></span>
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<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#5d07e7d72637aa0d59c89d381fe6dc4cf46e2491"><strong>pyproject.toml</strong></a>
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<pre style="margin: 0;">+<span id="LC1" class="line" lang="toml"><span class="nn" style="color: #555;">[build-system]</span></span>
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<pre style="margin: 0;">+<span id="LC2" class="line" lang="toml"><span class="py">requires</span> <span class="p">=</span> <span class="p">[</span></span>
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<pre style="margin: 0;">+<span id="LC3" class="line" lang="toml"> <span class="s" style="color: #d14;">"setuptools>=42"</span><span class="p">,</span></span>
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<pre style="margin: 0;">+<span id="LC4" class="line" lang="toml"> <span class="s" style="color: #d14;">"wheel"</span><span class="p">,</span></span>
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<pre style="margin: 0;">+<span id="LC5" class="line" lang="toml"> <span class="s" style="color: #d14;">"numpy>=1.10.0"</span><span class="p">,</span></span>
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<pre style="margin: 0;">+<span id="LC6" class="line" lang="toml"> <span class="s" style="color: #d14;">"pybind11>=2.0"</span><span class="p">,</span></span>
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<pre style="margin: 0;">+<span id="LC7" class="line" lang="toml"><span class="p">]</span></span>
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<pre style="margin: 0;">+<span id="LC8" class="line" lang="toml"></span>
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<pre style="margin: 0;">+<span id="LC9" class="line" lang="toml"><span class="py">build-backend</span> <span class="p">=</span> <span class="s" style="color: #d14;">"setuptools.build_meta"</span></span></pre>
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<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#9ca863b0462e19e4d9c068e9226a4a93d41c8c7f"><strong>python_bindings/MANIFEST.in</strong>
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<pre style="margin: 0;">-<span id="LC1" class="line" lang="plaintext">include hnswlib/*.h</span></pre>
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<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#e4f1d50244d46b62d14689c9df65e02699454f8b"><strong>python_bindings/Makefile</strong>
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<pre style="margin: 0;">-<span id="LC1" class="line" lang="make"><span class="nl">pypi</span><span class="o" style="font-weight: 600;">:</span> <span class="nf" style="color: #900; font-weight: 600;">dist</span></span>
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<pre style="margin: 0;">-<span id="LC2" class="line" lang="make"> twine upload dist/<span class="k" style="font-weight: 600;">*</span></span>
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<pre style="margin: 0;">-<span id="LC3" class="line" lang="make"></span>
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<pre style="margin: 0;">-<span id="LC4" class="line" lang="make"><span class="nl">dist</span><span class="o" style="font-weight: 600;">:</span></span>
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<pre style="margin: 0;">-<span id="LC5" class="line" lang="make"> <span class="p">-</span><span class="nb" style="color: #0086b3;">rm </span>dist/<span class="k" style="font-weight: 600;">*</span></span>
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<pre style="margin: 0;">-<span id="LC6" class="line" lang="make"> python3 setup.py sdist</span>
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<pre style="margin: 0;">-<span id="LC7" class="line" lang="make"></span>
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<pre style="margin: 0;">-<span id="LC8" class="line" lang="make"><span class="nl">test</span><span class="o" style="font-weight: 600;">:</span></span>
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<pre style="margin: 0;">-<span id="LC9" class="line" lang="make"> python3 setup.py <span class="nb" style="color: #0086b3;">test</span></span>
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<pre style="margin: 0;">-<span id="LC11" class="line" lang="make"><span class="nl">clean</span><span class="o" style="font-weight: 600;">:</span></span>
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<pre style="margin: 0;">-<span id="LC12" class="line" lang="make"> <span class="nb" style="color: #0086b3;">rm</span> <span class="nt" style="color: #000080;">-rf</span> <span class="k" style="font-weight: 600;">*</span>.egg-info build dist var first_half.bin tests/__pycache__ hnswlib.cpython-36m-darwin.so</span>
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<pre style="margin: 0;">-<span id="LC14" class="line" lang="make"><span class="nl">.PHONY</span><span class="o" style="font-weight: 600;">:</span> <span class="nf" style="color: #900; font-weight: 600;">dist</span></span></pre>
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<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#4cea3f15a71772eccc6ce7c86b0487a5e914c345"><strong>python_bindings/bindings.cpp</strong></a>
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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">@@ -2,18 +2,21 @@</td>
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<pre style="margin: 0;"> <span id="LC2" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <pybind11/pybind11.h></span></span>
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<pre style="margin: 0;"> <span id="LC3" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <pybind11/numpy.h></span></span>
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<pre style="margin: 0;"> <span id="LC4" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <pybind11/stl.h></span></span>
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<pre style="margin: 0;">-<span id="LC5" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include "hnswlib<span class="idiff left right">/hnswlib</span>.h"</span></span>
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<pre style="margin: 0;">+<span id="LC5" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include "hnswlib.h"</span></span>
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<pre style="margin: 0;"> <span id="LC6" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <thread></span></span>
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<pre style="margin: 0;"> <span id="LC7" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <atomic></span></span>
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<pre style="margin: 0;">+<span id="LC8" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <stdlib.h></span></span>
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<pre style="margin: 0;">+<span id="LC9" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <assert.h></span></span>
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<pre style="margin: 0;"> <span id="LC10" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC11" class="line" lang="cpp"><span class="k" style="font-weight: 600;">namespace</span> <span class="n" style="color: #333;">py</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pybind11</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC12" class="line" lang="cpp"><span class="k" style="font-weight: 600;">using</span> <span class="k" style="font-weight: 600;">namespace</span> <span class="n" style="color: #333;">pybind11</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">literals</span><span class="p">;</span> <span class="c1" style="color: #998; font-style: italic;">// needed to bring in _a literal</span></span>
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<pre style="margin: 0;"> <span id="LC13" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC14" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;">/*</span></span>
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<pre style="margin: 0;"> <span id="LC15" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;"> * replacement for the openmp '#pragma omp parallel for' directive</span></span>
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<pre style="margin: 0;"> <span id="LC16" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;"> * only handles a subset of functionality (no reductions etc)</span></span>
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<pre style="margin: 0;"> <span id="LC17" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;"> * Process ids from start (inclusive) to end (EXCLUSIVE)</span></span>
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<pre style="margin: 0;"> <span id="LC18" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;"> *</span></span>
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<pre style="margin: 0;">-<span id="LC16" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;"> * The method is borrowed from nmslib<span class="idiff left right"> </span></span></span>
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<pre style="margin: 0;">+<span id="LC19" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;"> * The method is borrowed from nmslib</span></span>
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<pre style="margin: 0;"> <span id="LC20" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;"> */</span></span>
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<pre style="margin: 0;"> <span id="LC21" class="line" lang="cpp"><span class="k" style="font-weight: 600;">template</span><span class="o" style="font-weight: 600;"><</span><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">Function</span><span class="p">></span></span>
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<pre style="margin: 0;"> <span id="LC22" class="line" lang="cpp"><span class="kr" style="font-weight: 600;">inline</span> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="nf" style="color: #900; font-weight: 600;">ParallelFor</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">start</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">end</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">numThreads</span><span class="p">,</span> <span class="n" style="color: #333;">Function</span> <span class="n" style="color: #333;">fn</span><span class="p">)</span> <span class="p">{</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">@@ -71,27 +74,58 @@ inline void ParallelFor(size_t start, size_t end, size_t numThreads, Function fn</td>
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<pre style="margin: 0;"> <span id="LC74" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC75" class="line" lang="cpp"><span class="p">}</span></span>
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<pre style="margin: 0;"> <span id="LC76" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC77" class="line" lang="cpp"> <span class="kr" style="font-weight: 600;">inline</span> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="nf" style="color: #900; font-weight: 600;">assert_true</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">bool</span> <span class="n" style="color: #333;">expr</span><span class="p">,</span> <span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">string</span> <span class="o" style="font-weight: 600;">&</span> <span class="n" style="color: #333;">msg</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC78" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">expr</span> <span class="o" style="font-weight: 600;">==</span> <span class="nb" style="color: #0086b3;">false</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC79" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">throw</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">runtime_error</span><span class="p">(</span><span class="s" style="color: #d14;">"Unpickle Error: "</span><span class="o" style="font-weight: 600;">+</span><span class="n" style="color: #333;">msg</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC80" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC81" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC82" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC83" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC84" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC85" class="line" lang="cpp"><span class="k" style="font-weight: 600;">template</span><span class="o" style="font-weight: 600;"><</span><span class="k" style="font-weight: 600;">typename</span> <span class="nc" style="color: #458; font-weight: 600;">dist_t</span><span class="p">,</span> <span class="k" style="font-weight: 600;">typename</span> <span class="nc" style="color: #458; font-weight: 600;">data_t</span><span class="o" style="font-weight: 600;">=</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="p">></span></span>
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<pre style="margin: 0;"> <span id="LC86" class="line" lang="cpp"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">Index</span> <span class="p">{</span></span>
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<pre style="margin: 0;"> <span id="LC87" class="line" lang="cpp"><span class="nl">public:</span></span>
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<pre style="margin: 0;">-<span id="LC77" class="line" lang="cpp"> <span class="n" style="color: #333;">Index</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">string</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">space_name</span><span class="p">,</span> <span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">dim</span><span class="p">)</span> <span class="o" style="font-weight: 600;">:</span></span>
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<pre style="margin: 0;">-<span id="LC78" class="line" lang="cpp"> <span class="n" style="color: #333;">space_name</span><span class="p">(</span><span class="n" style="color: #333;">space_name</span><span class="p">),</span> <span class="n" style="color: #333;">dim</span><span class="p">(</span><span class="n" style="color: #333;">dim</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">-<span id="LC79" class="line" lang="cpp"> <span class="n" style="color: #333;">normalize</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">false</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC80" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span><span class="p">(</span><span class="n" style="color: #333;">space_name</span><span class="o" style="font-weight: 600;">==</span><span class="s" style="color: #d14;">"l2"</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">-<span id="LC81" class="line" lang="cpp"> <span class="n" style="color: #333;">l2space</span> <span class="o" style="font-weight: 600;">=</span> <span class="k" style="font-weight: 600;">new</span> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">L2Space</span><span class="p">(</span><span class="n" style="color: #333;">dim</span><span class="p">);</span></span>
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<pre style="margin: 0;">-<span id="LC82" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">-<span id="LC83" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">else</span> <span class="k" style="font-weight: 600;">if</span><span class="p">(</span><span class="n" style="color: #333;">space_name</span><span class="o" style="font-weight: 600;">==</span><span class="s" style="color: #d14;">"ip"</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">-<span id="LC84" class="line" lang="cpp"> <span class="n" style="color: #333;">l2space</span> <span class="o" style="font-weight: 600;">=</span> <span class="k" style="font-weight: 600;">new</span> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">InnerProductSpace</span><span class="p">(</span><span class="n" style="color: #333;">dim</span><span class="p">);</span></span>
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<pre style="margin: 0;">-<span id="LC85" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">-<span id="LC86" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">else</span> <span class="k" style="font-weight: 600;">if</span><span class="p">(</span><span class="n" style="color: #333;">space_name</span><span class="o" style="font-weight: 600;">==</span><span class="s" style="color: #d14;">"cosine"</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">-<span id="LC87" class="line" lang="cpp"> <span class="n" style="color: #333;">l2space</span> <span class="o" style="font-weight: 600;">=</span> <span class="k" style="font-weight: 600;">new</span> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">InnerProductSpace</span><span class="p">(</span><span class="n" style="color: #333;">dim</span><span class="p">);</span></span>
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<pre style="margin: 0;">-<span id="LC88" class="line" lang="cpp"> <span class="n" style="color: #333;">normalize</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">true</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC89" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">-<span id="LC90" class="line" lang="cpp"> <span class="n" style="color: #333;">appr_alg</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">NULL</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC91" class="line" lang="cpp"> <span class="n" style="color: #333;">ep_added</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">true</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC92" class="line" lang="cpp"> <span class="n" style="color: #333;">index_inited</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">false</span><span class="p">;</span></span>
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93
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<pre style="margin: 0;">-<span id="LC93" class="line" lang="cpp"> <span class="n" style="color: #333;">num_threads_default</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="kr" style="font-weight: 600;">thread</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">hardware_concurrency</span><span class="p">();</span></span>
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<pre style="margin: 0;">+<span id="LC88" class="line" lang="cpp"> <span class="n" style="color: #333;">Index</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">string</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">space_name</span><span class="p">,</span> <span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">dim</span><span class="p">)</span> <span class="o" style="font-weight: 600;">:</span></span>
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<pre style="margin: 0;">+<span id="LC89" class="line" lang="cpp"> <span class="n" style="color: #333;">space_name</span><span class="p">(</span><span class="n" style="color: #333;">space_name</span><span class="p">),</span> <span class="n" style="color: #333;">dim</span><span class="p">(</span><span class="n" style="color: #333;">dim</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC90" class="line" lang="cpp"> <span class="n" style="color: #333;">normalize</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">false</span><span class="p">;</span></span>
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91
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<pre style="margin: 0;">+<span id="LC91" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span><span class="p">(</span><span class="n" style="color: #333;">space_name</span><span class="o" style="font-weight: 600;">==</span><span class="s" style="color: #d14;">"l2"</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC92" class="line" lang="cpp"> <span class="n" style="color: #333;">l2space</span> <span class="o" style="font-weight: 600;">=</span> <span class="k" style="font-weight: 600;">new</span> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">L2Space</span><span class="p">(</span><span class="n" style="color: #333;">dim</span><span class="p">);</span></span>
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93
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<pre style="margin: 0;">+<span id="LC93" class="line" lang="cpp"> <span class="p">}</span></span>
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94
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<pre style="margin: 0;">+<span id="LC94" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">else</span> <span class="k" style="font-weight: 600;">if</span><span class="p">(</span><span class="n" style="color: #333;">space_name</span><span class="o" style="font-weight: 600;">==</span><span class="s" style="color: #d14;">"ip"</span><span class="p">)</span> <span class="p">{</span></span>
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95
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<pre style="margin: 0;">+<span id="LC95" class="line" lang="cpp"> <span class="n" style="color: #333;">l2space</span> <span class="o" style="font-weight: 600;">=</span> <span class="k" style="font-weight: 600;">new</span> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">InnerProductSpace</span><span class="p">(</span><span class="n" style="color: #333;">dim</span><span class="p">);</span></span>
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96
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<pre style="margin: 0;">+<span id="LC96" class="line" lang="cpp"> <span class="p">}</span></span>
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97
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<pre style="margin: 0;">+<span id="LC97" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">else</span> <span class="k" style="font-weight: 600;">if</span><span class="p">(</span><span class="n" style="color: #333;">space_name</span><span class="o" style="font-weight: 600;">==</span><span class="s" style="color: #d14;">"cosine"</span><span class="p">)</span> <span class="p">{</span></span>
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98
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<pre style="margin: 0;">+<span id="LC98" class="line" lang="cpp"> <span class="n" style="color: #333;">l2space</span> <span class="o" style="font-weight: 600;">=</span> <span class="k" style="font-weight: 600;">new</span> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">InnerProductSpace</span><span class="p">(</span><span class="n" style="color: #333;">dim</span><span class="p">);</span></span>
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99
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<pre style="margin: 0;">+<span id="LC99" class="line" lang="cpp"> <span class="n" style="color: #333;">normalize</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">true</span><span class="p">;</span></span>
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94
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100
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<pre style="margin: 0;"> <span id="LC100" class="line" lang="cpp"> <span class="p">}</span></span>
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101
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<pre style="margin: 0;">+<span id="LC101" class="line" lang="cpp"> <span class="n" style="color: #333;">appr_alg</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">NULL</span><span class="p">;</span></span>
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102
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<pre style="margin: 0;">+<span id="LC102" class="line" lang="cpp"> <span class="n" style="color: #333;">ep_added</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">true</span><span class="p">;</span></span>
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103
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<pre style="margin: 0;">+<span id="LC103" class="line" lang="cpp"> <span class="n" style="color: #333;">index_inited</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">false</span><span class="p">;</span></span>
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104
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<pre style="margin: 0;">+<span id="LC104" class="line" lang="cpp"> <span class="n" style="color: #333;">num_threads_default</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="kr" style="font-weight: 600;">thread</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">hardware_concurrency</span><span class="p">();</span></span>
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105
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<pre style="margin: 0;">+<span id="LC105" class="line" lang="cpp"></span>
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106
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<pre style="margin: 0;">+<span id="LC106" class="line" lang="cpp"> <span class="n" style="color: #333;">default_ef</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">10</span><span class="p">;</span></span>
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107
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<pre style="margin: 0;">+<span id="LC107" class="line" lang="cpp"> <span class="p">}</span></span>
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108
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<pre style="margin: 0;">+<span id="LC108" class="line" lang="cpp"></span>
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109
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<pre style="margin: 0;">+<span id="LC109" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">static</span> <span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">ser_version</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">1</span><span class="p">;</span> <span class="c1" style="color: #998; font-style: italic;">// serialization version</span></span>
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110
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<pre style="margin: 0;">+<span id="LC110" class="line" lang="cpp"></span>
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111
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<pre style="margin: 0;">+<span id="LC111" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">string</span> <span class="n" style="color: #333;">space_name</span><span class="p">;</span></span>
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112
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<pre style="margin: 0;">+<span id="LC112" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">dim</span><span class="p">;</span></span>
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113
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<pre style="margin: 0;">+<span id="LC113" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">seed</span><span class="p">;</span></span>
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114
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<pre style="margin: 0;">+<span id="LC114" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">default_ef</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC115" class="line" lang="cpp"></span>
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116
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<pre style="margin: 0;">+<span id="LC116" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">bool</span> <span class="n" style="color: #333;">index_inited</span><span class="p">;</span></span>
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117
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<pre style="margin: 0;">+<span id="LC117" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">bool</span> <span class="n" style="color: #333;">ep_added</span><span class="p">;</span></span>
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118
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<pre style="margin: 0;">+<span id="LC118" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">bool</span> <span class="n" style="color: #333;">normalize</span><span class="p">;</span></span>
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119
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<pre style="margin: 0;">+<span id="LC119" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">num_threads_default</span><span class="p">;</span></span>
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120
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<pre style="margin: 0;">+<span id="LC120" class="line" lang="cpp"> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">labeltype</span> <span class="n" style="color: #333;">cur_l</span><span class="p">;</span></span>
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121
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<pre style="margin: 0;">+<span id="LC121" class="line" lang="cpp"> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">HierarchicalNSW</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">appr_alg</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC122" class="line" lang="cpp"> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">SpaceInterface</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">l2space</span><span class="p">;</span></span>
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123
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<pre style="margin: 0;">+<span id="LC123" class="line" lang="cpp"></span>
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124
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<pre style="margin: 0;">+<span id="LC124" class="line" lang="cpp"> <span class="o" style="font-weight: 600;">~</span><span class="n" style="color: #333;">Index</span><span class="p">()</span> <span class="p">{</span></span>
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125
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<pre style="margin: 0;">+<span id="LC125" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">delete</span> <span class="n" style="color: #333;">l2space</span><span class="p">;</span></span>
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126
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<pre style="margin: 0;">+<span id="LC126" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="p">)</span></span>
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127
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<pre style="margin: 0;">+<span id="LC127" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">delete</span> <span class="n" style="color: #333;">appr_alg</span><span class="p">;</span></span>
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128
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<pre style="margin: 0;">+<span id="LC128" class="line" lang="cpp"> <span class="p">}</span></span>
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129
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<pre style="margin: 0;"> <span id="LC129" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC130" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="n" style="color: #333;">init_new_index</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">maxElements</span><span class="p">,</span> <span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">M</span><span class="p">,</span> <span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">efConstruction</span><span class="p">,</span> <span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">random_seed</span><span class="p">)</span> <span class="p">{</span></span>
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131
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<pre style="margin: 0;"> <span id="LC131" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="p">)</span> <span class="p">{</span></span>
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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="101" style="width: 35px; color: rgba(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="135" style="width: 35px; color: rgba(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">@@ -101,19 +135,17 @@ public:</td>
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101
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135
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<pre style="margin: 0;"> <span id="LC135" class="line" lang="cpp"> <span class="n" style="color: #333;">appr_alg</span> <span class="o" style="font-weight: 600;">=</span> <span class="k" style="font-weight: 600;">new</span> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">HierarchicalNSW</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="o" style="font-weight: 600;">></span><span class="p">(</span><span class="n" style="color: #333;">l2space</span><span class="p">,</span> <span class="n" style="color: #333;">maxElements</span><span class="p">,</span> <span class="n" style="color: #333;">M</span><span class="p">,</span> <span class="n" style="color: #333;">efConstruction</span><span class="p">,</span> <span class="n" style="color: #333;">random_seed</span><span class="p">);</span></span>
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102
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136
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<pre style="margin: 0;"> <span id="LC136" class="line" lang="cpp"> <span class="n" style="color: #333;">index_inited</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">true</span><span class="p">;</span></span>
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103
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137
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<pre style="margin: 0;"> <span id="LC137" class="line" lang="cpp"> <span class="n" style="color: #333;">ep_added</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">false</span><span class="p">;</span></span>
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138
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<pre style="margin: 0;">+<span id="LC138" class="line" lang="cpp"> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">ef_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">default_ef</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC139" class="line" lang="cpp"> <span class="n" style="color: #333;">seed</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">random_seed</span><span class="p">;</span></span>
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<pre style="margin: 0;"> <span id="LC140" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;"> <span id="LC141" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC142" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC143" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="n" style="color: #333;">set_ef</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">ef</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC144" class="line" lang="cpp"> <span class="n" style="color: #333;">default_ef</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">ef</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC145" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="p">)</span></span>
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<pre style="margin: 0;"> <span id="LC146" class="line" lang="cpp"> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">ef_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ef</span><span class="p">;</span></span>
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<pre style="margin: 0;"> <span id="LC147" class="line" lang="cpp"> <span class="p">}</span></span>
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148
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<pre style="margin: 0;"> <span id="LC148" class="line" lang="cpp"></span>
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<pre style="margin: 0;">-<span id="LC110" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">get_ef_construction</span><span class="p">()</span> <span class="p">{</span></span>
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<pre style="margin: 0;">-<span id="LC111" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">ef_construction_</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC112" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">-<span id="LC113" class="line" lang="cpp"></span>
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<pre style="margin: 0;">-<span id="LC114" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">get_M</span><span class="p">()</span> <span class="p">{</span></span>
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<pre style="margin: 0;">-<span id="LC115" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">M_</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC116" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;"> <span id="LC149" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC150" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="n" style="color: #333;">set_num_threads</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">num_threads</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;"> <span id="LC151" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">this</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">num_threads_default</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">num_threads</span><span class="p">;</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">@@ -124,21 +156,22 @@ public:</td>
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<pre style="margin: 0;"> <span id="LC156" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;"> <span id="LC157" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC158" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="n" style="color: #333;">loadIndex</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">string</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">path_to_index</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">max_elements</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">-<span id="LC127" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">-<span id="LC128" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">cerr</span><span class="o" style="font-weight: 600;"><<</span><span class="s" style="color: #d14;">"Warning: Calling load_index for an already inited index. Old index is being deallocated."</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC129" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">delete</span> <span class="n" style="color: #333;">appr_alg</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC130" class="line" lang="cpp"> <span class="p">}</span></span>
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131
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<pre style="margin: 0;">-<span id="LC131" class="line" lang="cpp"> <span class="n" style="color: #333;">appr_alg</span> <span class="o" style="font-weight: 600;">=</span> <span class="k" style="font-weight: 600;">new</span> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">HierarchicalNSW</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="o" style="font-weight: 600;">></span><span class="p">(</span><span class="n" style="color: #333;">l2space</span><span class="p">,</span> <span class="n" style="color: #333;">path_to_index</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">false</span><span class="p">,</span> <span class="n" style="color: #333;">max_elements</span><span class="p">);</span></span>
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<pre style="margin: 0;">-<span id="LC132" class="line" lang="cpp"> <span class="n" style="color: #333;">cur_l</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">cur_element_count</span><span class="p">;</span></span>
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159
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<pre style="margin: 0;">+<span id="LC159" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="p">)</span> <span class="p">{</span></span>
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160
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<pre style="margin: 0;">+<span id="LC160" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">cerr</span><span class="o" style="font-weight: 600;"><<</span><span class="s" style="color: #d14;">"Warning: Calling load_index for an already inited index. Old index is being deallocated."</span><span class="p">;</span></span>
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161
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<pre style="margin: 0;">+<span id="LC161" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">delete</span> <span class="n" style="color: #333;">appr_alg</span><span class="p">;</span></span>
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162
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<pre style="margin: 0;">+<span id="LC162" class="line" lang="cpp"> <span class="p">}</span></span>
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163
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<pre style="margin: 0;">+<span id="LC163" class="line" lang="cpp"> <span class="n" style="color: #333;">appr_alg</span> <span class="o" style="font-weight: 600;">=</span> <span class="k" style="font-weight: 600;">new</span> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">HierarchicalNSW</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="o" style="font-weight: 600;">></span><span class="p">(</span><span class="n" style="color: #333;">l2space</span><span class="p">,</span> <span class="n" style="color: #333;">path_to_index</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">false</span><span class="p">,</span> <span class="n" style="color: #333;">max_elements</span><span class="p">);</span></span>
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164
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<pre style="margin: 0;">+<span id="LC164" class="line" lang="cpp"> <span class="n" style="color: #333;">cur_l</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">cur_element_count</span><span class="p">;</span></span>
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165
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<pre style="margin: 0;">+<span id="LC165" class="line" lang="cpp"> <span class="p">}</span></span>
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166
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<pre style="margin: 0;">+<span id="LC166" class="line" lang="cpp"></span>
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167
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<pre style="margin: 0;">+<span id="LC167" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="n" style="color: #333;">normalize_vector</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">float</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">data</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">float</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">norm_array</span><span class="p">){</span></span>
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168
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<pre style="margin: 0;">+<span id="LC168" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">float</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="n" style="color: #333;">f</span><span class="p">;</span></span>
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169
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<pre style="margin: 0;">+<span id="LC169" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p">;</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dim</span><span class="p">;</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">++</span><span class="p">)</span></span>
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170
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<pre style="margin: 0;">+<span id="LC170" class="line" lang="cpp"> <span class="n" style="color: #333;">norm</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;">i</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;">i</span><span class="p">];</span></span>
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171
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<pre style="margin: 0;">+<span id="LC171" class="line" lang="cpp"> <span class="n" style="color: #333;">norm</span><span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">1.0</span><span class="n" style="color: #333;">f</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</span><span class="n" style="color: #333;">sqrtf</span><span class="p">(</span><span class="n" style="color: #333;">norm</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="mf" style="color: #099;">1e-30</span><span class="n" style="color: #333;">f</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC172" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p">;</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dim</span><span class="p">;</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">++</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC173" class="line" lang="cpp"> <span class="n" style="color: #333;">norm_array</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;">data</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;">norm</span><span class="p">;</span></span>
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<pre style="margin: 0;"> <span id="LC174" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">-<span id="LC134" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="n" style="color: #333;">normalize_vector</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">float</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">data</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">float</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">norm_array</span><span class="p">){</span></span>
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<pre style="margin: 0;">-<span id="LC135" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">float</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="n" style="color: #333;">f</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC136" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p">;</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dim</span><span class="p">;</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">++</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC137" class="line" lang="cpp"> <span class="n" style="color: #333;">norm</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;">i</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;">i</span><span class="p">];</span></span>
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<pre style="margin: 0;">-<span id="LC138" class="line" lang="cpp"> <span class="n" style="color: #333;">norm</span><span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">1.0</span><span class="n" style="color: #333;">f</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</span><span class="n" style="color: #333;">sqrtf</span><span class="p">(</span><span class="n" style="color: #333;">norm</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="mf" style="color: #099;">1e-30</span><span class="n" style="color: #333;">f</span><span class="p">);</span></span>
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<pre style="margin: 0;">-<span id="LC139" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p">;</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dim</span><span class="p">;</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">++</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC140" class="line" lang="cpp"> <span class="n" style="color: #333;">norm_array</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;">data</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;">norm</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC141" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;"> <span id="LC175" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC176" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="n" style="color: #333;">addItems</span><span class="p">(</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">object</span> <span class="n" style="color: #333;">input</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">object</span> <span class="n" style="color: #333;">ids_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">none</span><span class="p">(),</span> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">num_threads</span> <span class="o" style="font-weight: 600;">=</span> <span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;"> <span id="LC177" class="line" lang="cpp"> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array_t</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">dist_t</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">c_style</span> <span class="o" style="font-weight: 600;">|</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">forcecast</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">items</span><span class="p">(</span><span class="n" style="color: #333;">input</span><span class="p">);</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">@@ -162,7 +195,6 @@ public:</td>
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<pre style="margin: 0;"> <span id="LC195" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">throw</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">runtime_error</span><span class="p">(</span><span class="s" style="color: #d14;">"wrong dimensionality of the vectors"</span><span class="p">);</span></span>
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<pre style="margin: 0;"> <span id="LC196" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC197" class="line" lang="cpp"> <span class="c1" style="color: #998; font-style: italic;">// avoid using threads when the number of searches is small:</span></span>
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<pre style="margin: 0;">-<span id="LC165" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC198" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span><span class="p">(</span><span class="n" style="color: #333;">rows</span><span class="o" style="font-weight: 600;"><=</span><span class="n" style="color: #333;">num_threads</span><span class="o" style="font-weight: 600;">*</span><span class="mi" style="color: #099;">4</span><span class="p">){</span></span>
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<pre style="margin: 0;"> <span id="LC199" class="line" lang="cpp"> <span class="n" style="color: #333;">num_threads</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">;</span></span>
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<pre style="margin: 0;"> <span id="LC200" class="line" lang="cpp"> <span class="p">}</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">@@ -189,20 +221,19 @@ public:</td>
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<pre style="margin: 0;"> <span id="LC221" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC222" class="line" lang="cpp"> <span class="p">{</span></span>
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<pre style="margin: 0;"> <span id="LC223" class="line" lang="cpp"></span>
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<pre style="margin: 0;">-<span id="LC192" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">start</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="LC193" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="o" style="font-weight: 600;">!</span><span class="n" style="color: #333;">ep_added</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">-<span id="LC194" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">id</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ids</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span> <span class="o" style="font-weight: 600;">?</span> <span class="n" style="color: #333;">ids</span><span class="p">.</span><span class="n" style="color: #333;">at</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="p">(</span><span class="n" style="color: #333;">cur_l</span><span class="p">);</span></span>
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<pre style="margin: 0;">-<span id="LC195" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">float</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">vector_data</span><span class="o" style="font-weight: 600;">=</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">float</span> <span class="o" style="font-weight: 600;">*</span><span class="p">)</span> <span class="n" style="color: #333;">items</span><span class="p">.</span><span class="n" style="color: #333;">data</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="LC196" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">norm_array</span><span class="p">(</span><span class="n" style="color: #333;">dim</span><span class="p">);</span></span>
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<pre style="margin: 0;">-<span id="LC197" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span><span class="p">(</span><span class="n" style="color: #333;">normalize</span><span class="p">){</span> </span>
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<pre style="margin: 0;">-<span id="LC198" class="line" lang="cpp"> <span class="n" style="color: #333;">normalize_vector</span><span class="p">(</span><span class="n" style="color: #333;">vector_data</span><span class="p">,</span> <span class="n" style="color: #333;">norm_array</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="LC199" class="line" lang="cpp"> <span class="n" style="color: #333;">vector_data</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">norm_array</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="LC200" class="line" lang="cpp"> </span>
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<pre style="margin: 0;">-<span id="LC201" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">-<span id="LC202" class="line" lang="cpp"> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">addPoint</span><span class="p">((</span><span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="o" style="font-weight: 600;">*</span><span class="p">)</span> <span class="n" style="color: #333;">vector_data</span><span class="p">,</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="p">)</span> <span class="n" style="color: #333;">id</span><span class="p">);</span></span>
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<pre style="margin: 0;">-<span id="LC203" class="line" lang="cpp"> <span class="n" style="color: #333;">start</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">1</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC204" class="line" lang="cpp"> <span class="n" style="color: #333;">ep_added</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">true</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC224" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">start</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="LC225" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="o" style="font-weight: 600;">!</span><span class="n" style="color: #333;">ep_added</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC226" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">id</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ids</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span> <span class="o" style="font-weight: 600;">?</span> <span class="n" style="color: #333;">ids</span><span class="p">.</span><span class="n" style="color: #333;">at</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="p">(</span><span class="n" style="color: #333;">cur_l</span><span class="p">);</span></span>
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227
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<pre style="margin: 0;">+<span id="LC227" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">float</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">vector_data</span><span class="o" style="font-weight: 600;">=</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">float</span> <span class="o" style="font-weight: 600;">*</span><span class="p">)</span> <span class="n" style="color: #333;">items</span><span class="p">.</span><span class="n" style="color: #333;">data</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="LC228" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">norm_array</span><span class="p">(</span><span class="n" style="color: #333;">dim</span><span class="p">);</span></span>
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229
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<pre style="margin: 0;">+<span id="LC229" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span><span class="p">(</span><span class="n" style="color: #333;">normalize</span><span class="p">){</span></span>
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230
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<pre style="margin: 0;">+<span id="LC230" class="line" lang="cpp"> <span class="n" style="color: #333;">normalize_vector</span><span class="p">(</span><span class="n" style="color: #333;">vector_data</span><span class="p">,</span> <span class="n" style="color: #333;">norm_array</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="LC231" class="line" lang="cpp"> <span class="n" style="color: #333;">vector_data</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">norm_array</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="LC232" class="line" lang="cpp"> <span class="p">}</span></span>
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233
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<pre style="margin: 0;">+<span id="LC233" class="line" lang="cpp"> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">addPoint</span><span class="p">((</span><span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="o" style="font-weight: 600;">*</span><span class="p">)</span> <span class="n" style="color: #333;">vector_data</span><span class="p">,</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="p">)</span> <span class="n" style="color: #333;">id</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC234" class="line" lang="cpp"> <span class="n" style="color: #333;">start</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">1</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC235" class="line" lang="cpp"> <span class="n" style="color: #333;">ep_added</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">true</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC236" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;"> <span id="LC237" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC238" class="line" lang="cpp"> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">gil_scoped_release</span> <span class="n" style="color: #333;">l</span><span class="p">;</span></span>
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<pre style="margin: 0;"> <span id="LC239" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span><span class="p">(</span><span class="n" style="color: #333;">normalize</span><span class="o" style="font-weight: 600;">==</span><span class="nb" style="color: #0086b3;">false</span><span class="p">)</span> <span class="p">{</span></span>
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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="214" style="width: 35px; color: rgba(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">@@ -214,7 +245,7 @@ public:</td>
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<pre style="margin: 0;"> <span id="LC245" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">norm_array</span><span class="p">(</span><span class="n" style="color: #333;">num_threads</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">dim</span><span class="p">);</span></span>
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<pre style="margin: 0;"> <span id="LC246" class="line" lang="cpp"> <span class="n" style="color: #333;">ParallelFor</span><span class="p">(</span><span class="n" style="color: #333;">start</span><span class="p">,</span> <span class="n" style="color: #333;">rows</span><span class="p">,</span> <span class="n" style="color: #333;">num_threads</span><span class="p">,</span> <span class="p">[</span><span class="o" style="font-weight: 600;">&</span><span class="p">](</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">row</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">threadId</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;"> <span id="LC247" class="line" lang="cpp"> <span class="c1" style="color: #998; font-style: italic;">// normalize vector:</span></span>
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<pre style="margin: 0;">-<span id="LC217" class="line" lang="cpp"><span class="idiff left right"> </span><span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">start_idx</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">threadId</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">dim</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC248" class="line" lang="cpp"><span class="idiff left right"> </span><span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">start_idx</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">threadId</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">dim</span><span class="p">;</span></span>
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<pre style="margin: 0;"> <span id="LC249" class="line" lang="cpp"> <span class="n" style="color: #333;">normalize_vector</span><span class="p">((</span><span class="kt" style="color: #458; font-weight: 600;">float</span> <span class="o" style="font-weight: 600;">*</span><span class="p">)</span> <span class="n" style="color: #333;">items</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">(</span><span class="n" style="color: #333;">row</span><span class="p">),</span> <span class="p">(</span><span class="n" style="color: #333;">norm_array</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">()</span><span class="o" style="font-weight: 600;">+</span><span class="n" style="color: #333;">start_idx</span><span class="p">));</span></span>
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<pre style="margin: 0;"> <span id="LC250" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC251" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">id</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ids</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span> <span class="o" style="font-weight: 600;">?</span> <span class="n" style="color: #333;">ids</span><span class="p">.</span><span class="n" style="color: #333;">at</span><span class="p">(</span><span class="n" style="color: #333;">row</span><span class="p">)</span> <span class="o" style="font-weight: 600;">:</span> <span class="p">(</span><span class="n" style="color: #333;">cur_l</span><span class="o" style="font-weight: 600;">+</span><span class="n" style="color: #333;">row</span><span class="p">);</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">@@ -254,6 +285,255 @@ public:</td>
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<pre style="margin: 0;"> <span id="LC285" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">ids</span><span class="p">;</span></span>
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<pre style="margin: 0;"> <span id="LC286" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;"> <span id="LC287" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC288" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC289" class="line" lang="cpp"> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">dict</span> <span class="n" style="color: #333;">getAnnData</span><span class="p">()</span> <span class="k" style="font-weight: 600;">const</span> <span class="p">{</span> <span class="cm" style="color: #998; font-style: italic;">/* WARNING: Index::getAnnData is not thread-safe with Index::addItems */</span></span>
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<pre style="margin: 0;">+<span id="LC293" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">unique_lock</span> <span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">mutex</span><span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">templock</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">global</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC294" class="line" lang="cpp"></span>
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295
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<pre style="margin: 0;">+<span id="LC295" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">unsigned</span> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">level0_npy_size</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">cur_element_count</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">size_data_per_element_</span><span class="p">;</span></span>
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296
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<pre style="margin: 0;">+<span id="LC296" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">unsigned</span> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">link_npy_size</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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297
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<pre style="margin: 0;">+<span id="LC297" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">unsigned</span> <span class="kt" style="color: #458; font-weight: 600;">int</span><span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">link_npy_offsets</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">cur_element_count</span><span class="p">);</span></span>
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298
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<pre style="margin: 0;">+<span id="LC299" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">cur_element_count</span><span class="p">;</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">++</span><span class="p">){</span></span>
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<pre style="margin: 0;">+<span id="LC300" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">unsigned</span> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">linkListSize</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">element_levels_</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;">0</span> <span class="o" style="font-weight: 600;">?</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">size_links_per_element_</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">element_levels_</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;">0</span><span class="p">;</span></span>
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301
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<pre style="margin: 0;">+<span id="LC301" class="line" lang="cpp"> <span class="n" style="color: #333;">link_npy_offsets</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;">link_npy_size</span><span class="p">;</span></span>
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302
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<pre style="margin: 0;">+<span id="LC302" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">linkListSize</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC303" class="line" lang="cpp"> <span class="n" style="color: #333;">link_npy_size</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">linkListSize</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC304" class="line" lang="cpp"> <span class="p">}</span></span>
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305
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<pre style="margin: 0;">+<span id="LC305" class="line" lang="cpp"></span>
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306
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<pre style="margin: 0;">+<span id="LC306" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">char</span><span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">data_level0_npy</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">char</span> <span class="o" style="font-weight: 600;">*</span><span class="p">)</span> <span class="n" style="color: #333;">malloc</span><span class="p">(</span><span class="n" style="color: #333;">level0_npy_size</span><span class="p">);</span></span>
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307
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<pre style="margin: 0;">+<span id="LC307" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">char</span><span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">link_list_npy</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">char</span> <span class="o" style="font-weight: 600;">*</span><span class="p">)</span> <span class="n" style="color: #333;">malloc</span><span class="p">(</span><span class="n" style="color: #333;">link_npy_size</span><span class="p">);</span></span>
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308
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<pre style="margin: 0;">+<span id="LC308" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">int</span><span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">element_levels_npy</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="o" style="font-weight: 600;">*</span><span class="p">)</span> <span class="n" style="color: #333;">malloc</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">element_levels_</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span><span class="o" style="font-weight: 600;">*</span><span class="k" style="font-weight: 600;">sizeof</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span><span class="p">));</span></span>
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309
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<pre style="margin: 0;">+<span id="LC309" class="line" lang="cpp"></span>
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310
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<pre style="margin: 0;">+<span id="LC310" class="line" lang="cpp"> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">labeltype</span><span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">label_lookup_key_npy</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">labeltype</span> <span class="o" style="font-weight: 600;">*</span><span class="p">)</span> <span class="n" style="color: #333;">malloc</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">label_lookup_</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span><span class="o" style="font-weight: 600;">*</span><span class="k" style="font-weight: 600;">sizeof</span><span class="p">(</span><span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">labeltype</span><span class="p">));</span></span>
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311
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<pre style="margin: 0;">+<span id="LC311" class="line" lang="cpp"> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">tableint</span><span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">label_lookup_val_npy</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">tableint</span> <span class="o" style="font-weight: 600;">*</span><span class="p">)</span> <span class="n" style="color: #333;">malloc</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">label_lookup_</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span><span class="o" style="font-weight: 600;">*</span><span class="k" style="font-weight: 600;">sizeof</span><span class="p">(</span><span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">tableint</span><span class="p">));</span></span>
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312
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<pre style="margin: 0;">+<span id="LC312" class="line" lang="cpp"></span>
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313
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<pre style="margin: 0;">+<span id="LC313" class="line" lang="cpp"> <span class="n" style="color: #333;">memset</span><span class="p">(</span><span class="n" style="color: #333;">label_lookup_key_npy</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;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">label_lookup_</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span><span class="o" style="font-weight: 600;">*</span><span class="k" style="font-weight: 600;">sizeof</span><span class="p">(</span><span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">labeltype</span><span class="p">));</span></span>
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314
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<pre style="margin: 0;">+<span id="LC314" class="line" lang="cpp"> <span class="n" style="color: #333;">memset</span><span class="p">(</span><span class="n" style="color: #333;">label_lookup_val_npy</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;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">label_lookup_</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span><span class="o" style="font-weight: 600;">*</span><span class="k" style="font-weight: 600;">sizeof</span><span class="p">(</span><span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">tableint</span><span class="p">));</span></span>
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315
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<pre style="margin: 0;">+<span id="LC315" class="line" lang="cpp"></span>
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316
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<pre style="margin: 0;">+<span id="LC316" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">idx</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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317
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<pre style="margin: 0;">+<span id="LC317" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span> <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">it</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">label_lookup_</span><span class="p">.</span><span class="n" style="color: #333;">begin</span><span class="p">();</span> <span class="n" style="color: #333;">it</span> <span class="o" style="font-weight: 600;">!=</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">label_lookup_</span><span class="p">.</span><span class="n" style="color: #333;">end</span><span class="p">();</span> <span class="o" style="font-weight: 600;">++</span><span class="n" style="color: #333;">it</span> <span class="p">){</span></span>
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318
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<pre style="margin: 0;">+<span id="LC318" class="line" lang="cpp"> <span class="n" style="color: #333;">label_lookup_key_npy</span><span class="p">[</span><span class="n" style="color: #333;">idx</span><span class="p">]</span><span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">it</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">first</span><span class="p">;</span></span>
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319
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<pre style="margin: 0;">+<span id="LC319" class="line" lang="cpp"> <span class="n" style="color: #333;">label_lookup_val_npy</span><span class="p">[</span><span class="n" style="color: #333;">idx</span><span class="p">]</span><span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">it</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">second</span><span class="p">;</span></span>
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320
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<pre style="margin: 0;">+<span id="LC320" class="line" lang="cpp"> <span class="n" style="color: #333;">idx</span><span class="o" style="font-weight: 600;">++</span><span class="p">;</span></span>
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321
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<pre style="margin: 0;">+<span id="LC321" class="line" lang="cpp"> <span class="p">}</span></span>
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322
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<pre style="margin: 0;">+<span id="LC322" class="line" lang="cpp"></span>
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323
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<pre style="margin: 0;">+<span id="LC323" class="line" lang="cpp"> <span class="n" style="color: #333;">memset</span><span class="p">(</span><span class="n" style="color: #333;">link_list_npy</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="n" style="color: #333;">link_npy_size</span><span class="p">);</span></span>
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324
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<pre style="margin: 0;">+<span id="LC324" class="line" lang="cpp"></span>
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325
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<pre style="margin: 0;">+<span id="LC325" class="line" lang="cpp"> <span class="n" style="color: #333;">memcpy</span><span class="p">(</span><span class="n" style="color: #333;">data_level0_npy</span><span class="p">,</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">data_level0_memory_</span><span class="p">,</span> <span class="n" style="color: #333;">level0_npy_size</span><span class="p">);</span></span>
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326
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<pre style="margin: 0;">+<span id="LC326" class="line" lang="cpp"> <span class="n" style="color: #333;">memcpy</span><span class="p">(</span><span class="n" style="color: #333;">element_levels_npy</span><span class="p">,</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">element_levels_</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">(),</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">element_levels_</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span> <span class="o" style="font-weight: 600;">*</span> <span class="k" style="font-weight: 600;">sizeof</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span><span class="p">));</span></span>
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327
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<pre style="margin: 0;">+<span id="LC327" class="line" lang="cpp"></span>
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328
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<pre style="margin: 0;">+<span id="LC328" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">cur_element_count</span><span class="p">;</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">++</span><span class="p">){</span></span>
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329
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<pre style="margin: 0;">+<span id="LC329" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">unsigned</span> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">linkListSize</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">element_levels_</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;">0</span> <span class="o" style="font-weight: 600;">?</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">size_links_per_element_</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">element_levels_</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;">0</span><span class="p">;</span></span>
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330
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<pre style="margin: 0;">+<span id="LC330" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">linkListSize</span><span class="p">){</span></span>
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331
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<pre style="margin: 0;">+<span id="LC331" class="line" lang="cpp"> <span class="n" style="color: #333;">memcpy</span><span class="p">(</span><span class="n" style="color: #333;">link_list_npy</span><span class="o" style="font-weight: 600;">+</span><span class="n" style="color: #333;">link_npy_offsets</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">],</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">linkLists_</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">],</span> <span class="n" style="color: #333;">linkListSize</span><span class="p">);</span></span>
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332
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<pre style="margin: 0;">+<span id="LC332" class="line" lang="cpp"> <span class="p">}</span></span>
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333
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<pre style="margin: 0;">+<span id="LC333" class="line" lang="cpp"> <span class="p">}</span></span>
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334
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<pre style="margin: 0;">+<span id="LC334" class="line" lang="cpp"></span>
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335
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<pre style="margin: 0;">+<span id="LC335" class="line" lang="cpp"> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">capsule</span> <span class="n" style="color: #333;">free_when_done_l0</span><span class="p">(</span><span class="n" style="color: #333;">data_level0_npy</span><span class="p">,</span> <span class="p">[](</span><span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">f</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC336" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">delete</span><span class="p">[]</span> <span class="n" style="color: #333;">f</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC337" class="line" lang="cpp"> <span class="p">});</span></span>
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<pre style="margin: 0;">+<span id="LC338" class="line" lang="cpp"> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">capsule</span> <span class="n" style="color: #333;">free_when_done_lvl</span><span class="p">(</span><span class="n" style="color: #333;">element_levels_npy</span><span class="p">,</span> <span class="p">[](</span><span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">f</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC339" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">delete</span><span class="p">[]</span> <span class="n" style="color: #333;">f</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC340" class="line" lang="cpp"> <span class="p">});</span></span>
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<pre style="margin: 0;">+<span id="LC341" class="line" lang="cpp"> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">capsule</span> <span class="n" style="color: #333;">free_when_done_lb</span><span class="p">(</span><span class="n" style="color: #333;">label_lookup_key_npy</span><span class="p">,</span> <span class="p">[](</span><span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">f</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC342" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">delete</span><span class="p">[]</span> <span class="n" style="color: #333;">f</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC343" class="line" lang="cpp"> <span class="p">});</span></span>
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<pre style="margin: 0;">+<span id="LC344" class="line" lang="cpp"> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">capsule</span> <span class="n" style="color: #333;">free_when_done_id</span><span class="p">(</span><span class="n" style="color: #333;">label_lookup_val_npy</span><span class="p">,</span> <span class="p">[](</span><span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">f</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC345" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">delete</span><span class="p">[]</span> <span class="n" style="color: #333;">f</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC346" class="line" lang="cpp"> <span class="p">});</span></span>
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<pre style="margin: 0;">+<span id="LC347" class="line" lang="cpp"> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">capsule</span> <span class="n" style="color: #333;">free_when_done_ll</span><span class="p">(</span><span class="n" style="color: #333;">link_list_npy</span><span class="p">,</span> <span class="p">[](</span><span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">f</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC348" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">delete</span><span class="p">[]</span> <span class="n" style="color: #333;">f</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC349" class="line" lang="cpp"> <span class="p">});</span></span>
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<pre style="margin: 0;">+<span id="LC350" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC351" class="line" lang="cpp"> <span class="cm" style="color: #998; font-style: italic;">/* TODO: serialize state of random generators appr_alg->level_generator_ and appr_alg->update_probability_generator_ */</span></span>
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352
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<pre style="margin: 0;">+<span id="LC352" class="line" lang="cpp"> <span class="cm" style="color: #998; font-style: italic;">/* for full reproducibility / to avoid re-initializing generators inside Index::createFromParams */</span></span>
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<pre style="margin: 0;">+<span id="LC353" class="line" lang="cpp"></span>
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354
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<pre style="margin: 0;">+<span id="LC354" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">dict</span><span class="p">(</span></span>
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355
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<pre style="margin: 0;">+<span id="LC355" class="line" lang="cpp"> <span class="s" style="color: #d14;">"offset_level0"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">offsetLevel0_</span><span class="p">,</span></span>
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356
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<pre style="margin: 0;">+<span id="LC356" class="line" lang="cpp"> <span class="s" style="color: #d14;">"max_elements"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">max_elements_</span><span class="p">,</span></span>
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357
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<pre style="margin: 0;">+<span id="LC357" class="line" lang="cpp"> <span class="s" style="color: #d14;">"cur_element_count"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">cur_element_count</span><span class="p">,</span></span>
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358
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<pre style="margin: 0;">+<span id="LC358" class="line" lang="cpp"> <span class="s" style="color: #d14;">"size_data_per_element"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">size_data_per_element_</span><span class="p">,</span></span>
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359
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<pre style="margin: 0;">+<span id="LC359" class="line" lang="cpp"> <span class="s" style="color: #d14;">"label_offset"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">label_offset_</span><span class="p">,</span></span>
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360
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<pre style="margin: 0;">+<span id="LC360" class="line" lang="cpp"> <span class="s" style="color: #d14;">"offset_data"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">offsetData_</span><span class="p">,</span></span>
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361
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<pre style="margin: 0;">+<span id="LC361" class="line" lang="cpp"> <span class="s" style="color: #d14;">"max_level"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">maxlevel_</span><span class="p">,</span></span>
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362
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<pre style="margin: 0;">+<span id="LC362" class="line" lang="cpp"> <span class="s" style="color: #d14;">"enterpoint_node"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">enterpoint_node_</span><span class="p">,</span></span>
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363
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<pre style="margin: 0;">+<span id="LC363" class="line" lang="cpp"> <span class="s" style="color: #d14;">"max_M"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">maxM_</span><span class="p">,</span></span>
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364
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<pre style="margin: 0;">+<span id="LC364" class="line" lang="cpp"> <span class="s" style="color: #d14;">"max_M0"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">maxM0_</span><span class="p">,</span></span>
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365
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<pre style="margin: 0;">+<span id="LC365" class="line" lang="cpp"> <span class="s" style="color: #d14;">"M"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">M_</span><span class="p">,</span></span>
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366
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<pre style="margin: 0;">+<span id="LC366" class="line" lang="cpp"> <span class="s" style="color: #d14;">"mult"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">mult_</span><span class="p">,</span></span>
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367
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<pre style="margin: 0;">+<span id="LC367" class="line" lang="cpp"> <span class="s" style="color: #d14;">"ef_construction"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">ef_construction_</span><span class="p">,</span></span>
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368
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<pre style="margin: 0;">+<span id="LC368" class="line" lang="cpp"> <span class="s" style="color: #d14;">"ef"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">ef_</span><span class="p">,</span></span>
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369
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<pre style="margin: 0;">+<span id="LC369" class="line" lang="cpp"> <span class="s" style="color: #d14;">"has_deletions"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">has_deletions_</span><span class="p">,</span></span>
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370
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<pre style="margin: 0;">+<span id="LC370" class="line" lang="cpp"> <span class="s" style="color: #d14;">"size_links_per_element"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">size_links_per_element_</span><span class="p">,</span></span>
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371
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<pre style="margin: 0;">+<span id="LC371" class="line" lang="cpp"></span>
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372
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<pre style="margin: 0;">+<span id="LC372" class="line" lang="cpp"> <span class="s" style="color: #d14;">"label_lookup_external"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array_t</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">labeltype</span><span class="o" style="font-weight: 600;">></span><span class="p">(</span></span>
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373
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<pre style="margin: 0;">+<span id="LC373" class="line" lang="cpp"> <span class="p">{</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">label_lookup_</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()},</span> <span class="c1" style="color: #998; font-style: italic;">// shape</span></span>
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374
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<pre style="margin: 0;">+<span id="LC374" class="line" lang="cpp"> <span class="p">{</span><span class="k" style="font-weight: 600;">sizeof</span><span class="p">(</span><span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">labeltype</span><span class="p">)},</span> <span class="c1" style="color: #998; font-style: italic;">// C-style contiguous strides for double</span></span>
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375
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<pre style="margin: 0;">+<span id="LC375" class="line" lang="cpp"> <span class="n" style="color: #333;">label_lookup_key_npy</span><span class="p">,</span> <span class="c1" style="color: #998; font-style: italic;">// the data pointer</span></span>
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376
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<pre style="margin: 0;">+<span id="LC376" class="line" lang="cpp"> <span class="n" style="color: #333;">free_when_done_lb</span><span class="p">),</span></span>
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377
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<pre style="margin: 0;">+<span id="LC377" class="line" lang="cpp"></span>
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378
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<pre style="margin: 0;">+<span id="LC378" class="line" lang="cpp"> <span class="s" style="color: #d14;">"label_lookup_internal"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array_t</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">tableint</span><span class="o" style="font-weight: 600;">></span><span class="p">(</span></span>
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379
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<pre style="margin: 0;">+<span id="LC379" class="line" lang="cpp"> <span class="p">{</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">label_lookup_</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()},</span> <span class="c1" style="color: #998; font-style: italic;">// shape</span></span>
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380
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<pre style="margin: 0;">+<span id="LC380" class="line" lang="cpp"> <span class="p">{</span><span class="k" style="font-weight: 600;">sizeof</span><span class="p">(</span><span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">tableint</span><span class="p">)},</span> <span class="c1" style="color: #998; font-style: italic;">// C-style contiguous strides for double</span></span>
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381
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<pre style="margin: 0;">+<span id="LC381" class="line" lang="cpp"> <span class="n" style="color: #333;">label_lookup_val_npy</span><span class="p">,</span> <span class="c1" style="color: #998; font-style: italic;">// the data pointer</span></span>
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382
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<pre style="margin: 0;">+<span id="LC382" class="line" lang="cpp"> <span class="n" style="color: #333;">free_when_done_id</span><span class="p">),</span></span>
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383
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<pre style="margin: 0;">+<span id="LC383" class="line" lang="cpp"></span>
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384
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<pre style="margin: 0;">+<span id="LC384" class="line" lang="cpp"> <span class="s" style="color: #d14;">"element_levels"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array_t</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">int</span><span class="o" style="font-weight: 600;">></span><span class="p">(</span></span>
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385
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<pre style="margin: 0;">+<span id="LC385" class="line" lang="cpp"> <span class="p">{</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">element_levels_</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()},</span> <span class="c1" style="color: #998; font-style: italic;">// shape</span></span>
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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="cpp"> <span class="p">{</span><span class="k" style="font-weight: 600;">sizeof</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span><span class="p">)},</span> <span class="c1" style="color: #998; font-style: italic;">// C-style contiguous strides for double</span></span>
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387
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<pre style="margin: 0;">+<span id="LC387" class="line" lang="cpp"> <span class="n" style="color: #333;">element_levels_npy</span><span class="p">,</span> <span class="c1" style="color: #998; font-style: italic;">// the data pointer</span></span>
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388
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<pre style="margin: 0;">+<span id="LC388" class="line" lang="cpp"> <span class="n" style="color: #333;">free_when_done_lvl</span><span class="p">),</span></span>
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389
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<pre style="margin: 0;">+<span id="LC389" class="line" lang="cpp"></span>
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390
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<pre style="margin: 0;">+<span id="LC390" class="line" lang="cpp"> <span class="c1" style="color: #998; font-style: italic;">// linkLists_,element_levels_,data_level0_memory_</span></span>
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391
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<pre style="margin: 0;">+<span id="LC391" class="line" lang="cpp"> <span class="s" style="color: #d14;">"data_level0"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array_t</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">char</span><span class="o" style="font-weight: 600;">></span><span class="p">(</span></span>
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392
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<pre style="margin: 0;">+<span id="LC392" class="line" lang="cpp"> <span class="p">{</span><span class="n" style="color: #333;">level0_npy_size</span><span class="p">},</span> <span class="c1" style="color: #998; font-style: italic;">// shape</span></span>
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393
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<pre style="margin: 0;">+<span id="LC393" class="line" lang="cpp"> <span class="p">{</span><span class="k" style="font-weight: 600;">sizeof</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">char</span><span class="p">)},</span> <span class="c1" style="color: #998; font-style: italic;">// C-style contiguous strides for double</span></span>
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394
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<pre style="margin: 0;">+<span id="LC394" class="line" lang="cpp"> <span class="n" style="color: #333;">data_level0_npy</span><span class="p">,</span> <span class="c1" style="color: #998; font-style: italic;">// the data pointer</span></span>
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395
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<pre style="margin: 0;">+<span id="LC395" class="line" lang="cpp"> <span class="n" style="color: #333;">free_when_done_l0</span><span class="p">),</span></span>
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396
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<pre style="margin: 0;">+<span id="LC396" class="line" lang="cpp"></span>
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397
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<pre style="margin: 0;">+<span id="LC397" class="line" lang="cpp"> <span class="s" style="color: #d14;">"link_lists"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array_t</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">char</span><span class="o" style="font-weight: 600;">></span><span class="p">(</span></span>
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398
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<pre style="margin: 0;">+<span id="LC398" class="line" lang="cpp"> <span class="p">{</span><span class="n" style="color: #333;">link_npy_size</span><span class="p">},</span> <span class="c1" style="color: #998; font-style: italic;">// shape</span></span>
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<pre style="margin: 0;">+<span id="LC399" class="line" lang="cpp"> <span class="p">{</span><span class="k" style="font-weight: 600;">sizeof</span><span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">char</span><span class="p">)},</span> <span class="c1" style="color: #998; font-style: italic;">// C-style contiguous strides for double</span></span>
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<pre style="margin: 0;">+<span id="LC400" class="line" lang="cpp"> <span class="n" style="color: #333;">link_list_npy</span><span class="p">,</span> <span class="c1" style="color: #998; font-style: italic;">// the data pointer</span></span>
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<pre style="margin: 0;">+<span id="LC401" class="line" lang="cpp"> <span class="n" style="color: #333;">free_when_done_ll</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC403" class="line" lang="cpp"> <span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC406" class="line" lang="cpp"> <span class="p">}</span></span>
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409
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<pre style="margin: 0;">+<span id="LC409" class="line" lang="cpp"> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">dict</span> <span class="n" style="color: #333;">getIndexParams</span><span class="p">()</span> <span class="k" style="font-weight: 600;">const</span> <span class="p">{</span> <span class="cm" style="color: #998; font-style: italic;">/* WARNING: Index::getAnnData is not thread-safe with Index::addItems */</span></span>
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410
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<pre style="margin: 0;">+<span id="LC410" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">dict</span><span class="p">(</span></span>
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411
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<pre style="margin: 0;">+<span id="LC411" class="line" lang="cpp"> <span class="s" style="color: #d14;">"ser_version"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">int_</span><span class="p">(</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">ser_version</span><span class="p">),</span> <span class="c1" style="color: #998; font-style: italic;">//serialization version</span></span>
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412
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<pre style="margin: 0;">+<span id="LC412" class="line" lang="cpp"> <span class="s" style="color: #d14;">"space"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">space_name</span><span class="p">,</span></span>
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413
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<pre style="margin: 0;">+<span id="LC413" class="line" lang="cpp"> <span class="s" style="color: #d14;">"dim"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">dim</span><span class="p">,</span></span>
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414
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<pre style="margin: 0;">+<span id="LC414" class="line" lang="cpp"> <span class="s" style="color: #d14;">"index_inited"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">index_inited</span><span class="p">,</span></span>
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415
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<pre style="margin: 0;">+<span id="LC415" class="line" lang="cpp"> <span class="s" style="color: #d14;">"ep_added"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">ep_added</span><span class="p">,</span></span>
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416
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<pre style="margin: 0;">+<span id="LC416" class="line" lang="cpp"> <span class="s" style="color: #d14;">"normalize"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">normalize</span><span class="p">,</span></span>
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417
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<pre style="margin: 0;">+<span id="LC417" class="line" lang="cpp"> <span class="s" style="color: #d14;">"num_threads"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">num_threads_default</span><span class="p">,</span></span>
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418
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<pre style="margin: 0;">+<span id="LC418" class="line" lang="cpp"> <span class="s" style="color: #d14;">"seed"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">seed</span></span>
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419
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<pre style="margin: 0;">+<span id="LC419" class="line" lang="cpp"> <span class="p">);</span></span>
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420
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<pre style="margin: 0;">+<span id="LC420" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC421" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span><span class="p">(</span><span class="n" style="color: #333;">index_inited</span> <span class="o" style="font-weight: 600;">==</span> <span class="nb" style="color: #0086b3;">false</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC422" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">dict</span><span class="p">(</span> <span class="o" style="font-weight: 600;">**</span><span class="n" style="color: #333;">params</span><span class="p">,</span> <span class="s" style="color: #d14;">"ef"</span><span class="n" style="color: #333;">_a</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">default_ef</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC424" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">ann_params</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">getAnnData</span><span class="p">();</span></span>
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425
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<pre style="margin: 0;">+<span id="LC426" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">dict</span><span class="p">(</span><span class="o" style="font-weight: 600;">**</span><span class="n" style="color: #333;">params</span><span class="p">,</span> <span class="o" style="font-weight: 600;">**</span><span class="n" style="color: #333;">ann_params</span><span class="p">);</span></span>
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427
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<pre style="margin: 0;">+<span id="LC427" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC428" class="line" lang="cpp"></span>
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429
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<pre style="margin: 0;">+<span id="LC430" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">static</span> <span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">createFromParams</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">dict</span> <span class="n" style="color: #333;">d</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC432" class="line" lang="cpp"> <span class="c1" style="color: #998; font-style: italic;">// check serialization version</span></span>
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<pre style="margin: 0;">+<span id="LC433" class="line" lang="cpp"> <span class="n" style="color: #333;">assert_true</span><span class="p">(((</span><span class="kt" style="color: #458; font-weight: 600;">int</span><span class="p">)</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">int_</span><span class="p">(</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">ser_version</span><span class="p">))</span> <span class="o" style="font-weight: 600;">>=</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"ser_version"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">int</span><span class="o" style="font-weight: 600;">></span><span class="p">(),</span> <span class="s" style="color: #d14;">"Invalid serialization version!"</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC434" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC435" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">space_name_</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"space"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">string</span><span class="o" style="font-weight: 600;">></span><span class="p">();</span></span>
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<pre style="margin: 0;">+<span id="LC436" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">dim_</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"dim"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">int</span><span class="o" style="font-weight: 600;">></span><span class="p">();</span></span>
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<pre style="margin: 0;">+<span id="LC437" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">index_inited_</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"index_inited"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">bool</span><span class="o" style="font-weight: 600;">></span><span class="p">();</span></span>
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439
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<pre style="margin: 0;">+<span id="LC439" class="line" lang="cpp"> <span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">new_index</span> <span class="o" style="font-weight: 600;">=</span> <span class="k" style="font-weight: 600;">new</span> <span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span><span class="p">(</span><span class="n" style="color: #333;">space_name_</span><span class="p">,</span> <span class="n" style="color: #333;">dim_</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC441" class="line" lang="cpp"> <span class="cm" style="color: #998; font-style: italic;">/* TODO: deserialize state of random generators into new_index->level_generator_ and new_index->update_probability_generator_ */</span></span>
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<pre style="margin: 0;">+<span id="LC442" class="line" lang="cpp"> <span class="cm" style="color: #998; font-style: italic;">/* for full reproducibility / state of generators is serialized inside Index::getIndexParams */</span></span>
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<pre style="margin: 0;">+<span id="LC443" class="line" lang="cpp"> <span class="n" style="color: #333;">new_index</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">seed</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"seed"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">></span><span class="p">();</span></span>
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<pre style="margin: 0;">+<span id="LC445" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">index_inited_</span><span class="p">){</span></span>
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<pre style="margin: 0;">+<span id="LC446" class="line" lang="cpp"> <span class="n" style="color: #333;">new_index</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">appr_alg</span> <span class="o" style="font-weight: 600;">=</span> <span class="k" style="font-weight: 600;">new</span> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">HierarchicalNSW</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="o" style="font-weight: 600;">></span><span class="p">(</span><span class="n" style="color: #333;">new_index</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">l2space</span><span class="p">,</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"max_elements"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">></span><span class="p">(),</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"M"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">></span><span class="p">(),</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"ef_construction"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">></span><span class="p">(),</span> <span class="n" style="color: #333;">new_index</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">seed</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC447" class="line" lang="cpp"> <span class="n" style="color: #333;">new_index</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">cur_l</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"cur_element_count"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">></span><span class="p">();</span></span>
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<pre style="margin: 0;">+<span id="LC448" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC449" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC450" class="line" lang="cpp"> <span class="n" style="color: #333;">new_index</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">index_inited</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">index_inited_</span><span class="p">;</span></span>
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451
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<pre style="margin: 0;">+<span id="LC451" class="line" lang="cpp"> <span class="n" style="color: #333;">new_index</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">ep_added</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"ep_added"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">bool</span><span class="o" style="font-weight: 600;">></span><span class="p">();</span></span>
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<pre style="margin: 0;">+<span id="LC452" class="line" lang="cpp"> <span class="n" style="color: #333;">new_index</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">num_threads_default</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"num_threads"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">int</span><span class="o" style="font-weight: 600;">></span><span class="p">();</span></span>
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<pre style="margin: 0;">+<span id="LC453" class="line" lang="cpp"> <span class="n" style="color: #333;">new_index</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">default_ef</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"ef"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">></span><span class="p">();</span></span>
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<pre style="margin: 0;">+<span id="LC454" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC455" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">index_inited_</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC456" class="line" lang="cpp"> <span class="n" style="color: #333;">new_index</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">setAnnData</span><span class="p">(</span><span class="n" style="color: #333;">d</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC458" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">new_index</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC459" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC461" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">static</span> <span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">createFromIndex</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">&</span> <span class="n" style="color: #333;">index</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC462" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">createFromParams</span><span class="p">(</span><span class="n" style="color: #333;">index</span><span class="p">.</span><span class="n" style="color: #333;">getIndexParams</span><span class="p">());</span></span>
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<pre style="margin: 0;">+<span id="LC463" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC465" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="n" style="color: #333;">setAnnData</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">dict</span> <span class="n" style="color: #333;">d</span><span class="p">)</span> <span class="p">{</span> <span class="cm" style="color: #998; font-style: italic;">/* WARNING: Index::setAnnData is not thread-safe with Index::addItems */</span></span>
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<pre style="margin: 0;">+<span id="LC468" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">unique_lock</span> <span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">mutex</span><span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">templock</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">global</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC470" class="line" lang="cpp"> <span class="n" style="color: #333;">assert_true</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">offsetLevel0_</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"offset_level0"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">></span><span class="p">(),</span> <span class="s" style="color: #d14;">"Invalid value of offsetLevel0_ "</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC471" class="line" lang="cpp"> <span class="n" style="color: #333;">assert_true</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">max_elements_</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"max_elements"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">></span><span class="p">(),</span> <span class="s" style="color: #d14;">"Invalid value of max_elements_ "</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC473" class="line" lang="cpp"> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">cur_element_count</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"cur_element_count"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">></span><span class="p">();</span></span>
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<pre style="margin: 0;">+<span id="LC474" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC475" class="line" lang="cpp"> <span class="n" style="color: #333;">assert_true</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">size_data_per_element_</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"size_data_per_element"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">></span><span class="p">(),</span> <span class="s" style="color: #d14;">"Invalid value of size_data_per_element_ "</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC476" class="line" lang="cpp"> <span class="n" style="color: #333;">assert_true</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">label_offset_</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"label_offset"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">></span><span class="p">(),</span> <span class="s" style="color: #d14;">"Invalid value of label_offset_ "</span><span class="p">);</span></span>
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477
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<pre style="margin: 0;">+<span id="LC477" class="line" lang="cpp"> <span class="n" style="color: #333;">assert_true</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">offsetData_</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"offset_data"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">></span><span class="p">(),</span> <span class="s" style="color: #d14;">"Invalid value of offsetData_ "</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC479" class="line" lang="cpp"> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">maxlevel_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"max_level"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">int</span><span class="o" style="font-weight: 600;">></span><span class="p">();</span></span>
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480
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<pre style="margin: 0;">+<span id="LC480" class="line" lang="cpp"> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">enterpoint_node_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"enterpoint_node"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">tableint</span><span class="o" style="font-weight: 600;">></span><span class="p">();</span></span>
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481
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<pre style="margin: 0;">+<span id="LC481" class="line" lang="cpp"></span>
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482
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<pre style="margin: 0;">+<span id="LC482" class="line" lang="cpp"> <span class="n" style="color: #333;">assert_true</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">maxM_</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"max_M"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">></span><span class="p">(),</span> <span class="s" style="color: #d14;">"Invalid value of maxM_ "</span><span class="p">);</span></span>
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483
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<pre style="margin: 0;">+<span id="LC483" class="line" lang="cpp"> <span class="n" style="color: #333;">assert_true</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">maxM0_</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"max_M0"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">></span><span class="p">(),</span> <span class="s" style="color: #d14;">"Invalid value of maxM0_ "</span><span class="p">);</span></span>
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484
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<pre style="margin: 0;">+<span id="LC484" class="line" lang="cpp"> <span class="n" style="color: #333;">assert_true</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">M_</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"M"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">></span><span class="p">(),</span> <span class="s" style="color: #d14;">"Invalid value of M_ "</span><span class="p">);</span></span>
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485
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<pre style="margin: 0;">+<span id="LC485" class="line" lang="cpp"> <span class="n" style="color: #333;">assert_true</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">mult_</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"mult"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">double</span><span class="o" style="font-weight: 600;">></span><span class="p">(),</span> <span class="s" style="color: #d14;">"Invalid value of mult_ "</span><span class="p">);</span></span>
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486
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<pre style="margin: 0;">+<span id="LC486" class="line" lang="cpp"> <span class="n" style="color: #333;">assert_true</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">ef_construction_</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"ef_construction"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">></span><span class="p">(),</span> <span class="s" style="color: #d14;">"Invalid value of ef_construction_ "</span><span class="p">);</span></span>
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487
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<pre style="margin: 0;">+<span id="LC487" class="line" lang="cpp"></span>
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488
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<pre style="margin: 0;">+<span id="LC488" class="line" lang="cpp"> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">ef_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"ef"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">></span><span class="p">();</span></span>
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489
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<pre style="margin: 0;">+<span id="LC489" class="line" lang="cpp"> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">has_deletions_</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"has_deletions"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">bool</span><span class="o" style="font-weight: 600;">></span><span class="p">();</span></span>
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490
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<pre style="margin: 0;">+<span id="LC490" class="line" lang="cpp"></span>
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491
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<pre style="margin: 0;">+<span id="LC491" class="line" lang="cpp"> <span class="n" style="color: #333;">assert_true</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">size_links_per_element_</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"size_links_per_element"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span><span class="o" style="font-weight: 600;">></span><span class="p">(),</span> <span class="s" style="color: #d14;">"Invalid value of size_links_per_element_ "</span><span class="p">);</span></span>
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492
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<pre style="margin: 0;">+<span id="LC492" class="line" lang="cpp"></span>
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493
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<pre style="margin: 0;">+<span id="LC493" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">label_lookup_key_npy</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"label_lookup_external"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array_t</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">labeltype</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">c_style</span> <span class="o" style="font-weight: 600;">|</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">forcecast</span> <span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">></span><span class="p">();</span></span>
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494
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<pre style="margin: 0;">+<span id="LC494" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">label_lookup_val_npy</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"label_lookup_internal"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array_t</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">tableint</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">c_style</span> <span class="o" style="font-weight: 600;">|</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">forcecast</span> <span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">></span><span class="p">();</span></span>
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<pre style="margin: 0;">+<span id="LC495" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">element_levels_npy</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"element_levels"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array_t</span> <span class="o" style="font-weight: 600;"><</span> <span class="kt" style="color: #458; font-weight: 600;">int</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">c_style</span> <span class="o" style="font-weight: 600;">|</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">forcecast</span> <span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">></span><span class="p">();</span></span>
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<pre style="margin: 0;">+<span id="LC496" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">data_level0_npy</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"data_level0"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array_t</span> <span class="o" style="font-weight: 600;"><</span> <span class="kt" style="color: #458; font-weight: 600;">char</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">c_style</span> <span class="o" style="font-weight: 600;">|</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">forcecast</span> <span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">></span><span class="p">();</span></span>
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<pre style="margin: 0;">+<span id="LC497" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">link_list_npy</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">d</span><span class="p">[</span><span class="s" style="color: #d14;">"link_lists"</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array_t</span> <span class="o" style="font-weight: 600;"><</span> <span class="kt" style="color: #458; font-weight: 600;">char</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">c_style</span> <span class="o" style="font-weight: 600;">|</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">forcecast</span> <span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">></span><span class="p">();</span></span>
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498
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<pre style="margin: 0;">+<span id="LC498" class="line" lang="cpp"></span>
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499
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<pre style="margin: 0;">+<span id="LC499" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">cur_element_count</span><span class="p">;</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">++</span><span class="p">){</span></span>
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500
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<pre style="margin: 0;">+<span id="LC500" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">label_lookup_val_npy</span><span class="p">.</span><span class="n" style="color: #333;">data</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;">0</span><span class="p">){</span></span>
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501
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<pre style="margin: 0;">+<span id="LC501" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">throw</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">runtime_error</span><span class="p">(</span><span class="s" style="color: #d14;">"internal id cannot be negative!"</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC502" class="line" lang="cpp"> <span class="p">}</span></span>
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503
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<pre style="margin: 0;">+<span id="LC503" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">else</span><span class="p">{</span></span>
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504
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<pre style="margin: 0;">+<span id="LC504" class="line" lang="cpp"> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">label_lookup_</span><span class="p">.</span><span class="n" style="color: #333;">insert</span><span class="p">(</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">make_pair</span><span class="p">(</span><span class="n" style="color: #333;">label_lookup_key_npy</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">()[</span><span class="n" style="color: #333;">i</span><span class="p">],</span> <span class="n" style="color: #333;">label_lookup_val_npy</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">()[</span><span class="n" style="color: #333;">i</span><span class="p">]));</span></span>
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<pre style="margin: 0;">+<span id="LC505" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC506" class="line" lang="cpp"> <span class="p">}</span></span>
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507
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<pre style="margin: 0;">+<span id="LC507" class="line" lang="cpp"></span>
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508
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<pre style="margin: 0;">+<span id="LC508" class="line" lang="cpp"> <span class="n" style="color: #333;">memcpy</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">element_levels_</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">(),</span> <span class="n" style="color: #333;">element_levels_npy</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">(),</span> <span class="n" style="color: #333;">element_levels_npy</span><span class="p">.</span><span class="n" style="color: #333;">nbytes</span><span class="p">());</span></span>
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509
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<pre style="margin: 0;">+<span id="LC509" class="line" lang="cpp"></span>
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510
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<pre style="margin: 0;">+<span id="LC510" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">unsigned</span> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">link_npy_size</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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511
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<pre style="margin: 0;">+<span id="LC511" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">unsigned</span> <span class="kt" style="color: #458; font-weight: 600;">int</span><span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">link_npy_offsets</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">cur_element_count</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC512" class="line" lang="cpp"></span>
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513
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<pre style="margin: 0;">+<span id="LC513" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">cur_element_count</span><span class="p">;</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">++</span><span class="p">){</span></span>
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514
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<pre style="margin: 0;">+<span id="LC514" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">unsigned</span> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">linkListSize</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">element_levels_</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;">0</span> <span class="o" style="font-weight: 600;">?</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">size_links_per_element_</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">element_levels_</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;">0</span><span class="p">;</span></span>
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515
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<pre style="margin: 0;">+<span id="LC515" class="line" lang="cpp"> <span class="n" style="color: #333;">link_npy_offsets</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;">link_npy_size</span><span class="p">;</span></span>
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516
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<pre style="margin: 0;">+<span id="LC516" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">linkListSize</span><span class="p">)</span></span>
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517
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<pre style="margin: 0;">+<span id="LC517" class="line" lang="cpp"> <span class="n" style="color: #333;">link_npy_size</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">linkListSize</span><span class="p">;</span></span>
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518
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<pre style="margin: 0;">+<span id="LC518" class="line" lang="cpp"> <span class="p">}</span></span>
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519
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<pre style="margin: 0;">+<span id="LC519" class="line" lang="cpp"></span>
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520
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<pre style="margin: 0;">+<span id="LC520" class="line" lang="cpp"> <span class="n" style="color: #333;">memcpy</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">data_level0_memory_</span><span class="p">,</span> <span class="n" style="color: #333;">data_level0_npy</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">(),</span> <span class="n" style="color: #333;">data_level0_npy</span><span class="p">.</span><span class="n" style="color: #333;">nbytes</span><span class="p">());</span></span>
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521
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<pre style="margin: 0;">+<span id="LC521" class="line" lang="cpp"></span>
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522
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<pre style="margin: 0;">+<span id="LC522" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">max_elements_</span><span class="p">;</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">++</span><span class="p">)</span> <span class="p">{</span></span>
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523
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<pre style="margin: 0;">+<span id="LC523" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">unsigned</span> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">linkListSize</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">element_levels_</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;">0</span> <span class="o" style="font-weight: 600;">?</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">size_links_per_element_</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">element_levels_</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;">0</span><span class="p">;</span></span>
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524
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<pre style="margin: 0;">+<span id="LC524" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">linkListSize</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">)</span> <span class="p">{</span></span>
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525
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<pre style="margin: 0;">+<span id="LC525" class="line" lang="cpp"> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">linkLists_</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="nb" style="color: #0086b3;">nullptr</span><span class="p">;</span></span>
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526
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<pre style="margin: 0;">+<span id="LC526" class="line" lang="cpp"> <span class="p">}</span> <span class="k" style="font-weight: 600;">else</span> <span class="p">{</span></span>
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527
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<pre style="margin: 0;">+<span id="LC527" class="line" lang="cpp"> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">linkLists_</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="p">(</span><span class="kt" style="color: #458; font-weight: 600;">char</span> <span class="o" style="font-weight: 600;">*</span><span class="p">)</span> <span class="n" style="color: #333;">malloc</span><span class="p">(</span><span class="n" style="color: #333;">linkListSize</span><span class="p">);</span></span>
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528
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<pre style="margin: 0;">+<span id="LC528" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">linkLists_</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="nb" style="color: #0086b3;">nullptr</span><span class="p">)</span></span>
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<td class="new_line diff-line-num new" data-linenumber="529" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">
529
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<pre style="margin: 0;">+<span id="LC529" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">throw</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">runtime_error</span><span class="p">(</span><span class="s" style="color: #d14;">"Not enough memory: loadIndex failed to allocate linklist"</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC530" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC531" class="line" lang="cpp"> <span class="n" style="color: #333;">memcpy</span><span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">linkLists_</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">],</span> <span class="n" style="color: #333;">link_list_npy</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">()</span><span class="o" style="font-weight: 600;">+</span><span class="n" style="color: #333;">link_npy_offsets</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">],</span> <span class="n" style="color: #333;">linkListSize</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC533" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC534" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC535" class="line" lang="cpp"><span class="p">}</span></span>
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<pre style="margin: 0;"> <span id="LC537" class="line" lang="cpp"> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">object</span> <span class="n" style="color: #333;">knnQuery_return_numpy</span><span class="p">(</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">object</span> <span class="n" style="color: #333;">input</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">k</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">num_threads</span> <span class="o" style="font-weight: 600;">=</span> <span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;"> <span id="LC538" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC539" class="line" lang="cpp"> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array_t</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">dist_t</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">c_style</span> <span class="o" style="font-weight: 600;">|</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">array</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">forcecast</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">items</span><span class="p">(</span><span class="n" style="color: #333;">input</span><span class="p">);</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">@@ -310,7 +590,7 @@ public:</td>
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<pre style="margin: 0;"> <span id="LC590" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">float</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">data</span><span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">float</span> <span class="o" style="font-weight: 600;">*</span><span class="p">)</span> <span class="n" style="color: #333;">items</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">(</span><span class="n" style="color: #333;">row</span><span class="p">);</span></span>
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591
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<pre style="margin: 0;"> <span id="LC591" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC592" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">start_idx</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">threadId</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">dim</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC313" class="line" lang="cpp"><span class="idiff left right"> </span><span class="n" style="color: #333;">normalize_vector</span><span class="p">((</span><span class="kt" style="color: #458; font-weight: 600;">float</span> <span class="o" style="font-weight: 600;">*</span><span class="p">)</span> <span class="n" style="color: #333;">items</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">(</span><span class="n" style="color: #333;">row</span><span class="p">),</span> <span class="p">(</span><span class="n" style="color: #333;">norm_array</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">()</span><span class="o" style="font-weight: 600;">+</span><span class="n" style="color: #333;">start_idx</span><span class="p">));</span></span>
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<pre style="margin: 0;">+<span id="LC593" class="line" lang="cpp"><span class="idiff left right"> </span><span class="n" style="color: #333;">normalize_vector</span><span class="p">((</span><span class="kt" style="color: #458; font-weight: 600;">float</span> <span class="o" style="font-weight: 600;">*</span><span class="p">)</span> <span class="n" style="color: #333;">items</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">(</span><span class="n" style="color: #333;">row</span><span class="p">),</span> <span class="p">(</span><span class="n" style="color: #333;">norm_array</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">()</span><span class="o" style="font-weight: 600;">+</span><span class="n" style="color: #333;">start_idx</span><span class="p">));</span></span>
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<pre style="margin: 0;"> <span id="LC594" class="line" lang="cpp"></span>
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595
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<pre style="margin: 0;"> <span id="LC595" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">priority_queue</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">pair</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="p">,</span> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">labeltype</span> <span class="o" style="font-weight: 600;">>></span> <span class="n" style="color: #333;">result</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">searchKnn</span><span class="p">(</span></span>
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596
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<pre style="margin: 0;"> <span id="LC596" class="line" lang="cpp"> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">void</span> <span class="o" style="font-weight: 600;">*</span><span class="p">)</span> <span class="p">(</span><span class="n" style="color: #333;">norm_array</span><span class="p">.</span><span class="n" style="color: #333;">data</span><span class="p">()</span><span class="o" style="font-weight: 600;">+</span><span class="n" style="color: #333;">start_idx</span><span class="p">),</span> <span class="n" style="color: #333;">k</span><span class="p">);</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">@@ -367,50 +647,69 @@ public:</td>
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<pre style="margin: 0;"> <span id="LC647" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">cur_element_count</span><span class="p">;</span></span>
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<pre style="margin: 0;"> <span id="LC648" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;"> <span id="LC649" class="line" lang="cpp"></span>
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<pre style="margin: 0;">-<span id="LC370" class="line" lang="cpp"> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">string</span> <span class="n" style="color: #333;">space_name</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC371" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">dim</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC372" class="line" lang="cpp"></span>
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<pre style="margin: 0;">+<span id="LC650" class="line" lang="cpp"><span class="p">};</span></span>
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<pre style="margin: 0;"> <span id="LC651" class="line" lang="cpp"></span>
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<pre style="margin: 0;">-<span id="LC374" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">bool</span> <span class="n" style="color: #333;">index_inited</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC375" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">bool</span> <span class="n" style="color: #333;">ep_added</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC376" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">bool</span> <span class="n" style="color: #333;">normalize</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC377" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">num_threads_default</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC378" class="line" lang="cpp"> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">labeltype</span> <span class="n" style="color: #333;">cur_l</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC379" class="line" lang="cpp"> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">HierarchicalNSW</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">dist_t</span><span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">appr_alg</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC380" class="line" lang="cpp"> <span class="n" style="color: #333;">hnswlib</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">SpaceInterface</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">l2space</span><span class="p">;</span></span>
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<pre style="margin: 0;"> <span id="LC652" class="line" lang="cpp"></span>
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<pre style="margin: 0;">-<span id="LC382" class="line" lang="cpp"> <span class="o" style="font-weight: 600;">~</span><span class="n" style="color: #333;">Index</span><span class="p">()</span> <span class="p">{</span></span>
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<pre style="margin: 0;">-<span id="LC383" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">delete</span> <span class="n" style="color: #333;">l2space</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC384" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">appr_alg</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC385" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">delete</span> <span class="n" style="color: #333;">appr_alg</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC386" class="line" lang="cpp"> <span class="p">}</span></span>
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<pre style="margin: 0;">-<span id="LC387" class="line" lang="cpp"><span class="p">};</span></span>
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<pre style="margin: 0;"> <span id="LC653" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC654" class="line" lang="cpp"><span class="n" style="color: #333;">PYBIND11_PLUGIN</span><span class="p">(</span><span class="n" style="color: #333;">hnswlib</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;"> <span id="LC655" class="line" lang="cpp"> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">module</span> <span class="n" style="color: #333;">m</span><span class="p">(</span><span class="s" style="color: #d14;">"hnswlib"</span><span class="p">);</span></span>
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<pre style="margin: 0;"> <span id="LC656" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC657" class="line" lang="cpp"> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">class_</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>></span><span class="p">(</span><span class="n" style="color: #333;">m</span><span class="p">,</span> <span class="s" style="color: #d14;">"Index"</span><span class="p">)</span></span>
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658
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<pre style="margin: 0;">+<span id="LC658" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">init</span><span class="p">(</span><span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">createFromParams</span><span class="p">),</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"params"</span><span class="p">))</span></span>
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659
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<pre style="margin: 0;">+<span id="LC659" class="line" lang="cpp"> <span class="cm" style="color: #998; font-style: italic;">/* WARNING: Index::createFromIndex is not thread-safe with Index::addItems */</span></span>
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660
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<pre style="margin: 0;">+<span id="LC660" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">init</span><span class="p">(</span><span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">createFromIndex</span><span class="p">),</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"index"</span><span class="p">))</span></span>
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393
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661
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<pre style="margin: 0;"> <span id="LC661" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">init</span><span class="o" style="font-weight: 600;"><</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">string</span> <span class="o" style="font-weight: 600;">&</span><span class="p">,</span> <span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">int</span><span class="o" style="font-weight: 600;">></span><span class="p">(),</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"space"</span><span class="p">),</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"dim"</span><span class="p">))</span></span>
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394
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<pre style="margin: 0;">-<span id="LC394" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="s" style="color: #d14;">"init_index"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">init_new_index</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"max_elements"</span><span class="p">),</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"M"</span><span class="p">)</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">16</span><span class="p">,</span></span>
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<pre style="margin: 0;">-<span id="LC395" class="line" lang="cpp"> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"ef_construction"</span><span class="p">)</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">200</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"random_seed"</span><span class="p">)</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">100</span><span class="p">)</span></span>
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662
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<pre style="margin: 0;">+<span id="LC662" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="s" style="color: #d14;">"init_index"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">init_new_index</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"max_elements"</span><span class="p">),</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"M"</span><span class="p">)</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">16</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"ef_construction"</span><span class="p">)</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">200</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"random_seed"</span><span class="p">)</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">100</span><span class="p">)</span></span>
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396
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663
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<pre style="margin: 0;"> <span id="LC663" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="s" style="color: #d14;">"knn_query"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">knnQuery_return_numpy</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"data"</span><span class="p">),</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"k"</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;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"num_threads"</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>
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397
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664
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<pre style="margin: 0;"> <span id="LC664" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="s" style="color: #d14;">"add_items"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">addItems</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"data"</span><span class="p">),</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"ids"</span><span class="p">)</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">none</span><span class="p">(),</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"num_threads"</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>
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398
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665
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<pre style="margin: 0;"> <span id="LC665" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="s" style="color: #d14;">"get_items"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="p">,</span> <span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">getDataReturnList</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"ids"</span><span class="p">)</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">none</span><span class="p">())</span></span>
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399
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666
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<pre style="margin: 0;"> <span id="LC666" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="s" style="color: #d14;">"get_ids_list"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">getIdsList</span><span class="p">)</span></span>
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667
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<pre style="margin: 0;"> <span id="LC667" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="s" style="color: #d14;">"set_ef"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">set_ef</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"ef"</span><span class="p">))</span></span>
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401
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<pre style="margin: 0;">-<span id="LC401" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="s" style="color: #d14;">"get_ef_construction"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">get_ef_construction</span><span class="p">)</span></span>
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402
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<pre style="margin: 0;">-<span id="LC402" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="s" style="color: #d14;">"get_M"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">get_M</span><span class="p">)</span></span>
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403
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668
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<pre style="margin: 0;"> <span id="LC668" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="s" style="color: #d14;">"set_num_threads"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">set_num_threads</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"num_threads"</span><span class="p">))</span></span>
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404
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669
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<pre style="margin: 0;"> <span id="LC669" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="s" style="color: #d14;">"save_index"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">saveIndex</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"path_to_index"</span><span class="p">))</span></span>
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405
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670
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<pre style="margin: 0;"> <span id="LC670" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="s" style="color: #d14;">"load_index"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">loadIndex</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"path_to_index"</span><span class="p">),</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"max_elements"</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>
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406
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671
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<pre style="margin: 0;"> <span id="LC671" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="s" style="color: #d14;">"mark_deleted"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">markDeleted</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"label"</span><span class="p">))</span></span>
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407
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672
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<pre style="margin: 0;"> <span id="LC672" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="s" style="color: #d14;">"resize_index"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">resizeIndex</span><span class="p">,</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">arg</span><span class="p">(</span><span class="s" style="color: #d14;">"new_size"</span><span class="p">))</span></span>
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408
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<td class="new_line diff-line-num old" data-linenumber="673" 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="LC408" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="s" style="color: #d14;">"get_max_elements"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">getMaxElements</span><span class="p">)</span></span>
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409
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<pre style="margin: 0;">-<span id="LC409" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="s" style="color: #d14;">"get_current_count"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">getCurrentCount</span><span class="p">)</span></span>
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410
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<pre style="margin: 0;">-<span id="LC410" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="s" style="color: #d14;">"__repr__"</span><span class="p">,</span></span>
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411
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<pre style="margin: 0;">-<span id="LC411" class="line" lang="cpp"> <span class="p">[](</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">a</span><span class="p">)</span> <span class="p">{</span></span>
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<td class="old_line diff-line-num old" data-linenumber="412" 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">
412
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<pre style="margin: 0;">-<span id="LC412" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="s" style="color: #d14;">"<HNSW-lib index>"</span><span class="p">;</span></span>
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<td class="old_line diff-line-num old" data-linenumber="413" 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">
413
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<pre style="margin: 0;">-<span id="LC413" class="line" lang="cpp"> <span class="p">}</span></span>
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<td class="old_line diff-line-num old" data-linenumber="414" 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">
414
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<pre style="margin: 0;">-<span id="LC414" class="line" lang="cpp"> <span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC673" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def_readonly</span><span class="p">(</span><span class="s" style="color: #d14;">"space"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">space_name</span><span class="p">)</span></span>
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674
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<pre style="margin: 0;">+<span id="LC674" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def_readonly</span><span class="p">(</span><span class="s" style="color: #d14;">"dim"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">dim</span><span class="p">)</span></span>
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675
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<pre style="margin: 0;">+<span id="LC675" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def_readwrite</span><span class="p">(</span><span class="s" style="color: #d14;">"num_threads"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">num_threads_default</span><span class="p">)</span></span>
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676
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<pre style="margin: 0;">+<span id="LC676" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def_property</span><span class="p">(</span><span class="s" style="color: #d14;">"ef"</span><span class="p">,</span></span>
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677
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<pre style="margin: 0;">+<span id="LC677" class="line" lang="cpp"> <span class="p">[](</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">&</span> <span class="n" style="color: #333;">index</span><span class="p">)</span> <span class="p">{</span></span>
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678
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<pre style="margin: 0;">+<span id="LC678" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">index</span><span class="p">.</span><span class="n" style="color: #333;">index_inited</span> <span class="o" style="font-weight: 600;">?</span> <span class="n" style="color: #333;">index</span><span class="p">.</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">ef_</span> <span class="o" style="font-weight: 600;">:</span> <span class="n" style="color: #333;">index</span><span class="p">.</span><span class="n" style="color: #333;">default_ef</span><span class="p">;</span></span>
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679
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<pre style="margin: 0;">+<span id="LC679" class="line" lang="cpp"> <span class="p">},</span></span>
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680
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<pre style="margin: 0;">+<span id="LC680" class="line" lang="cpp"> <span class="p">[](</span><span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">&</span> <span class="n" style="color: #333;">index</span><span class="p">,</span> <span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">ef_</span><span class="p">)</span> <span class="p">{</span></span>
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681
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<pre style="margin: 0;">+<span id="LC681" class="line" lang="cpp"> <span class="n" style="color: #333;">index</span><span class="p">.</span><span class="n" style="color: #333;">default_ef</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">ef_</span><span class="p">;</span></span>
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682
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<pre style="margin: 0;">+<span id="LC682" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">index</span><span class="p">.</span><span class="n" style="color: #333;">appr_alg</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC683" class="line" lang="cpp"> <span class="n" style="color: #333;">index</span><span class="p">.</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">ef_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ef_</span><span class="p">;</span></span>
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684
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<pre style="margin: 0;">+<span id="LC684" class="line" lang="cpp"> <span class="p">})</span></span>
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<pre style="margin: 0;">+<span id="LC685" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def_property_readonly</span><span class="p">(</span><span class="s" style="color: #d14;">"max_elements"</span><span class="p">,</span> <span class="p">[](</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">&</span> <span class="n" style="color: #333;">index</span><span class="p">)</span> <span class="p">{</span></span>
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686
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<pre style="margin: 0;">+<span id="LC686" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">index</span><span class="p">.</span><span class="n" style="color: #333;">index_inited</span> <span class="o" style="font-weight: 600;">?</span> <span class="n" style="color: #333;">index</span><span class="p">.</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">max_elements_</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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687
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<pre style="margin: 0;">+<span id="LC687" class="line" lang="cpp"> <span class="p">})</span></span>
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688
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<pre style="margin: 0;">+<span id="LC688" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def_property_readonly</span><span class="p">(</span><span class="s" style="color: #d14;">"element_count"</span><span class="p">,</span> <span class="p">[](</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">&</span> <span class="n" style="color: #333;">index</span><span class="p">)</span> <span class="p">{</span></span>
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689
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<pre style="margin: 0;">+<span id="LC689" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">index</span><span class="p">.</span><span class="n" style="color: #333;">index_inited</span> <span class="o" style="font-weight: 600;">?</span> <span class="n" style="color: #333;">index</span><span class="p">.</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">cur_element_count</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="LC690" class="line" lang="cpp"> <span class="p">})</span></span>
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<pre style="margin: 0;">+<span id="LC691" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def_property_readonly</span><span class="p">(</span><span class="s" style="color: #d14;">"ef_construction"</span><span class="p">,</span> <span class="p">[](</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">&</span> <span class="n" style="color: #333;">index</span><span class="p">)</span> <span class="p">{</span></span>
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692
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<pre style="margin: 0;">+<span id="LC692" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">index</span><span class="p">.</span><span class="n" style="color: #333;">index_inited</span> <span class="o" style="font-weight: 600;">?</span> <span class="n" style="color: #333;">index</span><span class="p">.</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">ef_construction_</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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693
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<pre style="margin: 0;">+<span id="LC693" class="line" lang="cpp"> <span class="p">})</span></span>
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694
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<pre style="margin: 0;">+<span id="LC694" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def_property_readonly</span><span class="p">(</span><span class="s" style="color: #d14;">"M"</span><span class="p">,</span> <span class="p">[](</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">&</span> <span class="n" style="color: #333;">index</span><span class="p">)</span> <span class="p">{</span></span>
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695
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<pre style="margin: 0;">+<span id="LC695" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">index</span><span class="p">.</span><span class="n" style="color: #333;">index_inited</span> <span class="o" style="font-weight: 600;">?</span> <span class="n" style="color: #333;">index</span><span class="p">.</span><span class="n" style="color: #333;">appr_alg</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">M_</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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696
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<pre style="margin: 0;">+<span id="LC696" class="line" lang="cpp"> <span class="p">})</span></span>
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697
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<pre style="margin: 0;">+<span id="LC697" class="line" lang="cpp"></span>
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698
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<pre style="margin: 0;">+<span id="LC698" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">pickle</span><span class="p">(</span></span>
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699
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<pre style="margin: 0;">+<span id="LC699" class="line" lang="cpp"> <span class="p">[](</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">ind</span><span class="p">)</span> <span class="p">{</span> <span class="c1" style="color: #998; font-style: italic;">// __getstate__</span></span>
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700
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<pre style="margin: 0;">+<span id="LC700" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">make_tuple</span><span class="p">(</span><span class="n" style="color: #333;">ind</span><span class="p">.</span><span class="n" style="color: #333;">getIndexParams</span><span class="p">());</span> <span class="cm" style="color: #998; font-style: italic;">/* Return dict (wrapped in a tuple) that fully encodes state of the Index object */</span></span>
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701
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<pre style="margin: 0;">+<span id="LC701" class="line" lang="cpp"> <span class="p">},</span></span>
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702
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<pre style="margin: 0;">+<span id="LC702" class="line" lang="cpp"> <span class="p">[](</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">tuple</span> <span class="n" style="color: #333;">t</span><span class="p">)</span> <span class="p">{</span> <span class="c1" style="color: #998; font-style: italic;">// __setstate__</span></span>
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703
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<pre style="margin: 0;">+<span id="LC703" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">t</span><span class="p">.</span><span class="n" style="color: #333;">size</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>
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704
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<pre style="margin: 0;">+<span id="LC704" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">throw</span> <span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">runtime_error</span><span class="p">(</span><span class="s" style="color: #d14;">"Invalid state!"</span><span class="p">);</span></span>
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705
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<pre style="margin: 0;">+<span id="LC705" class="line" lang="cpp"></span>
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706
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<pre style="margin: 0;">+<span id="LC706" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">>::</span><span class="n" style="color: #333;">createFromParams</span><span class="p">(</span><span class="n" style="color: #333;">t</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">].</span><span class="n" style="color: #333;">cast</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">py</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">dict</span><span class="o" style="font-weight: 600;">></span><span class="p">());</span></span>
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707
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<pre style="margin: 0;">+<span id="LC707" class="line" lang="cpp"> <span class="p">}</span></span>
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708
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<pre style="margin: 0;">+<span id="LC708" class="line" lang="cpp"> <span class="p">))</span></span>
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709
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<pre style="margin: 0;">+<span id="LC709" class="line" lang="cpp"></span>
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710
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<pre style="margin: 0;">+<span id="LC710" class="line" lang="cpp"> <span class="p">.</span><span class="n" style="color: #333;">def</span><span class="p">(</span><span class="s" style="color: #d14;">"__repr__"</span><span class="p">,</span> <span class="p">[](</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">Index</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">float</span><span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">a</span><span class="p">)</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC711" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="s" style="color: #d14;">"<hnswlib.Index(space='"</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">a</span><span class="p">.</span><span class="n" style="color: #333;">space_name</span> <span class="o" style="font-weight: 600;">+</span> <span class="s" style="color: #d14;">"', dim="</span><span class="o" style="font-weight: 600;">+</span><span class="n" style="color: #333;">std</span><span class="o" style="font-weight: 600;">::</span><span class="n" style="color: #333;">to_string</span><span class="p">(</span><span class="n" style="color: #333;">a</span><span class="p">.</span><span class="n" style="color: #333;">dim</span><span class="p">)</span><span class="o" style="font-weight: 600;">+</span><span class="s" style="color: #d14;">")>"</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC712" class="line" lang="cpp"> <span class="p">});</span></span>
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<pre style="margin: 0;">+<span id="LC713" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC714" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">m</span><span class="p">.</span><span class="n" style="color: #333;">ptr</span><span class="p">();</span></span>
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<pre style="margin: 0;"> <span id="LC715" class="line" lang="cpp"><span class="p">}</span></span></pre>
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<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#c953b5cb19623c65c0951d5696271752821a45ce"><strong>python_bindings/hnswlib</strong>
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<pre style="margin: 0;">-<span id="LC1" class="line" lang="plaintext">../hnswlib</span></pre>
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<pre style="margin: 0;">-<span id="LC1" class="line" lang="plaintext">numpy>=1.10.0</span>
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<pre style="margin: 0;">-<span id="LC2" class="line" lang="plaintext">pybind11>=2.0</span></pre>
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<pre style="margin: 0;">-<span id="LC1" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">os</span></span>
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<pre style="margin: 0;">-<span id="LC2" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">setuptools</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">setup</span><span class="p">,</span> <span class="n" style="color: #333;">Extension</span></span>
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<pre style="margin: 0;">-<span id="LC3" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">setuptools.command.build_ext</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">build_ext</span></span>
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<pre style="margin: 0;">-<span id="LC4" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">sys</span></span>
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<pre style="margin: 0;">-<span id="LC5" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">setuptools</span></span>
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<pre style="margin: 0;">-<span id="LC6" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC7" class="line" lang="python"><span class="n" style="color: #333;">__version__</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">'0.4.0'</span></span>
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<pre style="margin: 0;">-<span id="LC8" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC9" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC10" class="line" lang="python"><span class="n" style="color: #333;">source_files</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="s" style="color: #d14;">'bindings.cpp'</span><span class="p">]</span></span>
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<pre style="margin: 0;">-<span id="LC11" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC12" class="line" lang="python"><span class="n" style="color: #333;">libraries</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>
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<pre style="margin: 0;">-<span id="LC13" class="line" lang="python"><span class="n" style="color: #333;">extra_objects</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>
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<pre style="margin: 0;">-<span id="LC14" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC15" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC16" class="line" lang="python"><span class="n" style="color: #333;">ext_modules</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span></span>
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<pre style="margin: 0;">-<span id="LC17" class="line" lang="python"> <span class="n" style="color: #333;">Extension</span><span class="p">(</span></span>
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<pre style="margin: 0;">-<span id="LC18" class="line" lang="python"> <span class="s" style="color: #d14;">'hnswlib'</span><span class="p">,</span></span>
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<pre style="margin: 0;">-<span id="LC19" class="line" lang="python"> <span class="n" style="color: #333;">source_files</span><span class="p">,</span></span>
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<pre style="margin: 0;">-<span id="LC20" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># include_dirs=[os.path.join(libdir, "include")],</span></span>
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<pre style="margin: 0;">-<span id="LC21" class="line" lang="python"> <span class="n" style="color: #333;">libraries</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">libraries</span><span class="p">,</span></span>
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<pre style="margin: 0;">-<span id="LC22" class="line" lang="python"> <span class="n" style="color: #333;">language</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="LC23" class="line" lang="python"> <span class="n" style="color: #333;">extra_objects</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">extra_objects</span><span class="p">,</span></span>
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<pre style="margin: 0;">-<span id="LC24" class="line" lang="python"> <span class="p">),</span></span>
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<pre style="margin: 0;">-<span id="LC25" class="line" lang="python"><span class="p">]</span></span>
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<pre style="margin: 0;">-<span id="LC26" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC27" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC28" class="line" lang="python"><span class="c1" style="color: #998; font-style: italic;"># As of Python 3.6, CCompiler has a `has_flag` method.</span></span>
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<pre style="margin: 0;">-<span id="LC29" class="line" lang="python"><span class="c1" style="color: #998; font-style: italic;"># cf http://bugs.python.org/issue26689</span></span>
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<pre style="margin: 0;">-<span id="LC30" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">has_flag</span><span class="p">(</span><span class="n" style="color: #333;">compiler</span><span class="p">,</span> <span class="n" style="color: #333;">flagname</span><span class="p">):</span></span>
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<pre style="margin: 0;">-<span id="LC31" class="line" lang="python"> <span class="s" style="color: #d14;">"""Return a boolean indicating whether a flag name is supported on</span></span>
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<pre style="margin: 0;">-<span id="LC32" class="line" lang="python"><span class="s" style="color: #d14;"> the specified compiler.</span></span>
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<pre style="margin: 0;">-<span id="LC33" class="line" lang="python"><span class="s" style="color: #d14;"> """</span></span>
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<pre style="margin: 0;">-<span id="LC34" class="line" lang="python"> <span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">tempfile</span></span>
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<pre style="margin: 0;">-<span id="LC35" class="line" lang="python"> <span class="k" style="font-weight: 600;">with</span> <span class="n" style="color: #333;">tempfile</span><span class="p">.</span><span class="n" style="color: #333;">NamedTemporaryFile</span><span class="p">(</span><span class="s" style="color: #d14;">'w'</span><span class="p">,</span> <span class="n" style="color: #333;">suffix</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'.cpp'</span><span class="p">)</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">f</span><span class="p">:</span></span>
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<pre style="margin: 0;">-<span id="LC36" class="line" lang="python"> <span class="n" style="color: #333;">f</span><span class="p">.</span><span class="n" style="color: #333;">write</span><span class="p">(</span><span class="s" style="color: #d14;">'int main (int argc, char **argv) { return 0; }'</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC37" class="line" lang="python"> <span class="k" style="font-weight: 600;">try</span><span class="p">:</span></span>
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<pre style="margin: 0;">-<span id="LC38" class="line" lang="python"> <span class="n" style="color: #333;">compiler</span><span class="p">.</span><span class="nb" style="color: #0086b3;">compile</span><span class="p">([</span><span class="n" style="color: #333;">f</span><span class="p">.</span><span class="n" style="color: #333;">name</span><span class="p">],</span> <span class="n" style="color: #333;">extra_postargs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="n" style="color: #333;">flagname</span><span class="p">])</span></span>
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<pre style="margin: 0;">-<span id="LC39" class="line" lang="python"> <span class="k" style="font-weight: 600;">except</span> <span class="n" style="color: #333;">setuptools</span><span class="p">.</span><span class="n" style="color: #333;">distutils</span><span class="p">.</span><span class="n" style="color: #333;">errors</span><span class="p">.</span><span class="n" style="color: #333;">CompileError</span><span class="p">:</span></span>
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<pre style="margin: 0;">-<span id="LC40" class="line" lang="python"> <span class="k" style="font-weight: 600;">return</span> <span class="bp" style="color: #999;">False</span></span>
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<pre style="margin: 0;">-<span id="LC41" class="line" lang="python"> <span class="k" style="font-weight: 600;">return</span> <span class="bp" style="color: #999;">True</span></span>
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<pre style="margin: 0;">-<span id="LC42" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC43" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC44" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">cpp_flag</span><span class="p">(</span><span class="n" style="color: #333;">compiler</span><span class="p">):</span></span>
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<pre style="margin: 0;">-<span id="LC45" class="line" lang="python"> <span class="s" style="color: #d14;">"""Return the -std=c++[11/14] compiler flag.</span></span>
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<pre style="margin: 0;">-<span id="LC46" class="line" lang="python"><span class="s" style="color: #d14;"> The c++14 is prefered over c++11 (when it is available).</span></span>
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<pre style="margin: 0;">-<span id="LC47" class="line" lang="python"><span class="s" style="color: #d14;"> """</span></span>
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<pre style="margin: 0;">-<span id="LC48" class="line" lang="python"> <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">has_flag</span><span class="p">(</span><span class="n" style="color: #333;">compiler</span><span class="p">,</span> <span class="s" style="color: #d14;">'-std=c++14'</span><span class="p">):</span></span>
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<pre style="margin: 0;">-<span id="LC49" class="line" lang="python"> <span class="k" style="font-weight: 600;">return</span> <span class="s" style="color: #d14;">'-std=c++14'</span></span>
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<pre style="margin: 0;">-<span id="LC50" class="line" lang="python"> <span class="k" style="font-weight: 600;">elif</span> <span class="n" style="color: #333;">has_flag</span><span class="p">(</span><span class="n" style="color: #333;">compiler</span><span class="p">,</span> <span class="s" style="color: #d14;">'-std=c++11'</span><span class="p">):</span></span>
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<pre style="margin: 0;">-<span id="LC51" class="line" lang="python"> <span class="k" style="font-weight: 600;">return</span> <span class="s" style="color: #d14;">'-std=c++11'</span></span>
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<pre style="margin: 0;">-<span id="LC52" 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="LC53" class="line" lang="python"> <span class="k" style="font-weight: 600;">raise</span> <span class="nb" style="color: #0086b3;">RuntimeError</span><span class="p">(</span><span class="s" style="color: #d14;">'Unsupported compiler -- at least C++11 support '</span></span>
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<pre style="margin: 0;">-<span id="LC54" class="line" lang="python"> <span class="s" style="color: #d14;">'is needed!'</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC55" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC56" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC57" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">BuildExt</span><span class="p">(</span><span class="n" style="color: #333;">build_ext</span><span class="p">):</span></span>
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<pre style="margin: 0;">-<span id="LC58" class="line" lang="python"> <span class="s" style="color: #d14;">"""A custom build extension for adding compiler-specific options."""</span></span>
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<pre style="margin: 0;">-<span id="LC59" class="line" lang="python"> <span class="n" style="color: #333;">c_opts</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">{</span></span>
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<pre style="margin: 0;">-<span id="LC60" class="line" lang="python"> <span class="s" style="color: #d14;">'msvc'</span><span class="p">:</span> <span class="p">[</span><span class="s" style="color: #d14;">'/EHsc'</span><span class="p">,</span> <span class="s" style="color: #d14;">'/openmp'</span><span class="p">,</span> <span class="s" style="color: #d14;">'/O2'</span><span class="p">],</span></span>
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<pre style="margin: 0;">-<span id="LC61" class="line" lang="python"> <span class="s" style="color: #d14;">'unix'</span><span class="p">:</span> <span class="p">[</span><span class="s" style="color: #d14;">'-O3'</span><span class="p">,</span> <span class="s" style="color: #d14;">'-march=native'</span><span class="p">],</span> <span class="c1" style="color: #998; font-style: italic;"># , '-w'</span></span>
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<pre style="margin: 0;">-<span id="LC62" class="line" lang="python"> <span class="p">}</span></span>
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<pre style="margin: 0;">-<span id="LC63" class="line" lang="python"> <span class="n" style="color: #333;">link_opts</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">{</span></span>
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<pre style="margin: 0;">-<span id="LC64" class="line" lang="python"> <span class="s" style="color: #d14;">'unix'</span><span class="p">:</span> <span class="p">[],</span></span>
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<pre style="margin: 0;">-<span id="LC65" class="line" lang="python"> <span class="s" style="color: #d14;">'msvc'</span><span class="p">:</span> <span class="p">[],</span></span>
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<pre style="margin: 0;">-<span id="LC66" class="line" lang="python"> <span class="p">}</span></span>
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<pre style="margin: 0;">-<span id="LC67" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC68" class="line" lang="python"> <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">sys</span><span class="p">.</span><span class="n" style="color: #333;">platform</span> <span class="o" style="font-weight: 600;">==</span> <span class="s" style="color: #d14;">'darwin'</span><span class="p">:</span></span>
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<pre style="margin: 0;">-<span id="LC69" class="line" lang="python"> <span class="n" style="color: #333;">c_opts</span><span class="p">[</span><span class="s" style="color: #d14;">'unix'</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+=</span> <span class="p">[</span><span class="s" style="color: #d14;">'-stdlib=libc++'</span><span class="p">,</span> <span class="s" style="color: #d14;">'-mmacosx-version-min=10.7'</span><span class="p">]</span></span>
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70
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<pre style="margin: 0;">-<span id="LC70" class="line" lang="python"> <span class="n" style="color: #333;">link_opts</span><span class="p">[</span><span class="s" style="color: #d14;">'unix'</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+=</span> <span class="p">[</span><span class="s" style="color: #d14;">'-stdlib=libc++'</span><span class="p">,</span> <span class="s" style="color: #d14;">'-mmacosx-version-min=10.7'</span><span class="p">]</span></span>
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71
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<pre style="margin: 0;">-<span id="LC71" class="line" lang="python"> <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>
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72
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<pre style="margin: 0;">-<span id="LC72" class="line" lang="python"> <span class="n" style="color: #333;">c_opts</span><span class="p">[</span><span class="s" style="color: #d14;">'unix'</span><span class="p">].</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="s" style="color: #d14;">"-fopenmp"</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC73" class="line" lang="python"> <span class="n" style="color: #333;">link_opts</span><span class="p">[</span><span class="s" style="color: #d14;">'unix'</span><span class="p">].</span><span class="n" style="color: #333;">extend</span><span class="p">([</span><span class="s" style="color: #d14;">'-fopenmp'</span><span class="p">,</span> <span class="s" style="color: #d14;">'-pthread'</span><span class="p">])</span></span>
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<pre style="margin: 0;">-<span id="LC74" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC75" class="line" lang="python"> <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">build_extensions</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">):</span></span>
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<pre style="margin: 0;">-<span id="LC76" class="line" lang="python"> <span class="n" style="color: #333;">ct</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;">compiler</span><span class="p">.</span><span class="n" style="color: #333;">compiler_type</span></span>
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<pre style="margin: 0;">-<span id="LC77" class="line" lang="python"> <span class="n" style="color: #333;">opts</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;">c_opts</span><span class="p">.</span><span class="n" style="color: #333;">get</span><span class="p">(</span><span class="n" style="color: #333;">ct</span><span class="p">,</span> <span class="p">[])</span></span>
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78
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<pre style="margin: 0;">-<span id="LC78" class="line" lang="python"> <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">ct</span> <span class="o" style="font-weight: 600;">==</span> <span class="s" style="color: #d14;">'unix'</span><span class="p">:</span></span>
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79
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<pre style="margin: 0;">-<span id="LC79" class="line" lang="python"> <span class="n" style="color: #333;">opts</span><span class="p">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="s" style="color: #d14;">'-DVERSION_INFO="%s"'</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;">distribution</span><span class="p">.</span><span class="n" style="color: #333;">get_version</span><span class="p">())</span></span>
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80
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<pre style="margin: 0;">-<span id="LC80" class="line" lang="python"> <span class="n" style="color: #333;">opts</span><span class="p">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">cpp_flag</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">compiler</span><span class="p">))</span></span>
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<pre style="margin: 0;">-<span id="LC81" class="line" lang="python"> <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">has_flag</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">compiler</span><span class="p">,</span> <span class="s" style="color: #d14;">'-fvisibility=hidden'</span><span class="p">):</span></span>
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<pre style="margin: 0;">-<span id="LC82" class="line" lang="python"> <span class="n" style="color: #333;">opts</span><span class="p">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="s" style="color: #d14;">'-fvisibility=hidden'</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC83" class="line" lang="python"> <span class="k" style="font-weight: 600;">elif</span> <span class="n" style="color: #333;">ct</span> <span class="o" style="font-weight: 600;">==</span> <span class="s" style="color: #d14;">'msvc'</span><span class="p">:</span></span>
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<pre style="margin: 0;">-<span id="LC84" class="line" lang="python"> <span class="n" style="color: #333;">opts</span><span class="p">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="s" style="color: #d14;">'/DVERSION_INFO=</span><span class="se" style="color: #d14;">\\</span><span class="s" style="color: #d14;">"%s</span><span class="se" style="color: #d14;">\\</span><span class="s" style="color: #d14;">"'</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;">distribution</span><span class="p">.</span><span class="n" style="color: #333;">get_version</span><span class="p">())</span></span>
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<pre style="margin: 0;">-<span id="LC85" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC86" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># extend include dirs here (don't assume numpy/pybind11 are installed when first run, since</span></span>
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<pre style="margin: 0;">-<span id="LC87" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># pip could have installed them as part of executing this script</span></span>
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<pre style="margin: 0;">-<span id="LC88" class="line" lang="python"> <span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">pybind11</span></span>
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<pre style="margin: 0;">-<span id="LC89" class="line" lang="python"> <span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>
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<pre style="margin: 0;">-<span id="LC90" class="line" lang="python"> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">ext</span> <span class="ow" style="font-weight: 600;">in</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">extensions</span><span class="p">:</span></span>
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<pre style="margin: 0;">-<span id="LC91" class="line" lang="python"> <span class="n" style="color: #333;">ext</span><span class="p">.</span><span class="n" style="color: #333;">extra_compile_args</span><span class="p">.</span><span class="n" style="color: #333;">extend</span><span class="p">(</span><span class="n" style="color: #333;">opts</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC92" class="line" lang="python"> <span class="n" style="color: #333;">ext</span><span class="p">.</span><span class="n" style="color: #333;">extra_link_args</span><span class="p">.</span><span class="n" style="color: #333;">extend</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">link_opts</span><span class="p">.</span><span class="n" style="color: #333;">get</span><span class="p">(</span><span class="n" style="color: #333;">ct</span><span class="p">,</span> <span class="p">[]))</span></span>
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<pre style="margin: 0;">-<span id="LC93" class="line" lang="python"> <span class="n" style="color: #333;">ext</span><span class="p">.</span><span class="n" style="color: #333;">include_dirs</span><span class="p">.</span><span class="n" style="color: #333;">extend</span><span class="p">([</span></span>
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<pre style="margin: 0;">-<span id="LC94" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Path to pybind11 headers</span></span>
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<pre style="margin: 0;">-<span id="LC95" class="line" lang="python"> <span class="n" style="color: #333;">pybind11</span><span class="p">.</span><span class="n" style="color: #333;">get_include</span><span class="p">(),</span></span>
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<pre style="margin: 0;">-<span id="LC96" class="line" lang="python"> <span class="n" style="color: #333;">pybind11</span><span class="p">.</span><span class="n" style="color: #333;">get_include</span><span class="p">(</span><span class="bp" style="color: #999;">True</span><span class="p">),</span></span>
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<pre style="margin: 0;">-<span id="LC97" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC98" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Path to numpy headers</span></span>
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<pre style="margin: 0;">-<span id="LC99" class="line" lang="python"> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">get_include</span><span class="p">()</span></span>
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<pre style="margin: 0;">-<span id="LC100" class="line" lang="python"> <span class="p">])</span></span>
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<pre style="margin: 0;">-<span id="LC101" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC102" class="line" lang="python"> <span class="n" style="color: #333;">build_ext</span><span class="p">.</span><span class="n" style="color: #333;">build_extensions</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC103" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC104" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC105" class="line" lang="python"><span class="n" style="color: #333;">setup</span><span class="p">(</span></span>
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<pre style="margin: 0;">-<span id="LC106" class="line" lang="python"> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'hnswlib'</span><span class="p">,</span></span>
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<pre style="margin: 0;">-<span id="LC107" class="line" lang="python"> <span class="n" style="color: #333;">version</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">__version__</span><span class="p">,</span></span>
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<pre style="margin: 0;">-<span id="LC108" class="line" lang="python"> <span class="n" style="color: #333;">description</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'hnswlib'</span><span class="p">,</span></span>
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<pre style="margin: 0;">-<span id="LC109" class="line" lang="python"> <span class="n" style="color: #333;">author</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'Yury Malkov and others'</span><span class="p">,</span></span>
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<pre style="margin: 0;">-<span id="LC110" class="line" lang="python"> <span class="n" style="color: #333;">url</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'https://github.com/yurymalkov/hnsw'</span><span class="p">,</span></span>
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<pre style="margin: 0;">-<span id="LC111" class="line" lang="python"> <span class="n" style="color: #333;">long_description</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"""hnsw"""</span><span class="p">,</span></span>
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<pre style="margin: 0;">-<span id="LC112" class="line" lang="python"> <span class="n" style="color: #333;">ext_modules</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">ext_modules</span><span class="p">,</span></span>
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<pre style="margin: 0;">-<span id="LC113" class="line" lang="python"> <span class="n" style="color: #333;">install_requires</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="s" style="color: #d14;">'pybind11>=2.0'</span><span class="p">,</span> <span class="s" style="color: #d14;">'numpy'</span><span class="p">],</span></span>
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<pre style="margin: 0;">-<span id="LC114" class="line" lang="python"> <span class="n" style="color: #333;">cmdclass</span><span class="o" style="font-weight: 600;">=</span><span class="p">{</span><span class="s" style="color: #d14;">'build_ext'</span><span class="p">:</span> <span class="n" style="color: #333;">BuildExt</span><span class="p">},</span></span>
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<pre style="margin: 0;">-<span id="LC115" class="line" lang="python"> <span class="n" style="color: #333;">test_suite</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"tests"</span><span class="p">,</span></span>
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<pre style="margin: 0;">-<span id="LC116" class="line" lang="python"> <span class="n" style="color: #333;">zip_safe</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">False</span><span class="p">,</span></span>
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<pre style="margin: 0;">-<span id="LC117" class="line" lang="python"><span class="p">)</span></span></pre>
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<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#b249c70be4dcb6ebb071324b985dcb6854016dc3"><strong>python_bindings/setup.py</strong></a>
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<pre style="margin: 0;">+<span id="LC1" class="line" lang="python"><span class="p">..</span><span class="o" style="font-weight: 600;">/</span><span class="n" style="color: #333;">setup</span><span class="p">.</span><span class="n" style="color: #333;">py</span></span></pre>
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<pre style="margin: 0;">+<span id="LC1" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">os</span></span>
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<pre style="margin: 0;"> <span id="LC2" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">unittest</span></span>
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<pre style="margin: 0;"> <span id="LC3" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC4" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>
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<pre style="margin: 0;">+<span id="LC5" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC6" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">hnswlib</span></span>
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<pre style="margin: 0;">+<span id="LC7" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC8" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC9" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">RandomSelfTestCase</span><span class="p">(</span><span class="n" style="color: #333;">unittest</span><span class="p">.</span><span class="n" style="color: #333;">TestCase</span><span class="p">):</span></span>
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<pre style="margin: 0;"> <span id="LC10" class="line" lang="python"> <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">testRandomSelf</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">):</span></span>
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<pre style="margin: 0;">-<span id="LC6" class="line" lang="python"> <span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">hnswlib</span></span>
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<pre style="margin: 0;">-<span id="LC7" class="line" lang="python"> <span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>
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<pre style="margin: 0;"> <span id="LC11" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC12" class="line" lang="python"> <span class="n" style="color: #333;">dim</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">16</span></span>
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<pre style="margin: 0;"> <span id="LC13" class="line" lang="python"> <span class="n" style="color: #333;">num_elements</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">10000</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">@@ -40,19 +43,19 @@ class RandomSelfTestCase(unittest.TestCase):</td>
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<pre style="margin: 0;"> <span id="LC43" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC44" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Query the elements for themselves and measure recall:</span></span>
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<pre style="margin: 0;"> <span id="LC45" class="line" lang="python"> <span class="n" style="color: #333;">labels</span><span class="p">,</span> <span class="n" style="color: #333;">distances</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC43" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">mean</span><span class="p">(</span><span class="n" style="color: #333;">labels</span><span class="p">.</span><span class="n" style="color: #333;">reshape</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="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">arange</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">))),</span><span class="mf" style="color: #099;">1.0</span><span class="p">,</span><span class="mi" style="color: #099;">3</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC46" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">mean</span><span class="p">(</span><span class="n" style="color: #333;">labels</span><span class="p">.</span><span class="n" style="color: #333;">reshape</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="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">arange</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">))),</span><span class="idiff left"> </span><span class="mf" style="color: #099;">1.0</span><span class="p">,</span><span class="idiff right"> </span><span class="mi" style="color: #099;">3</span><span class="p">)</span></span>
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<pre style="margin: 0;"> <span id="LC47" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC48" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Serializing and deleting the index:</span></span>
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<pre style="margin: 0;">-<span id="LC46" class="line" lang="python"> <span class="n" style="color: #333;">index_path</span><span class="o" style="font-weight: 600;"><span class="idiff left right">=</span></span><span class="s" style="color: #d14;">'first_half.bin'</span></span>
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<pre style="margin: 0;">+<span id="LC49" class="line" lang="python"> <span class="n" style="color: #333;">index_path</span><span class="idiff left"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff right"> </span><span class="s" style="color: #d14;">'first_half.bin'</span></span>
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<pre style="margin: 0;"> <span id="LC50" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"Saving index to '%s'"</span> <span class="o" style="font-weight: 600;">%</span> <span class="n" style="color: #333;">index_path</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC48" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">save_index</span><span class="p">(</span><span class="s" style="color: #d14;"><span class="idiff left right">"first_half.bin"</span></span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC51" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">save_index</span><span class="p">(</span><span class="n" style="color: #333;"><span class="idiff left right">index_path</span></span><span class="p">)</span></span>
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<pre style="margin: 0;"> <span id="LC52" class="line" lang="python"> <span class="k" style="font-weight: 600;">del</span> <span class="n" style="color: #333;">p</span></span>
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<pre style="margin: 0;"> <span id="LC53" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC54" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Reiniting, loading the index</span></span>
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<pre style="margin: 0;"> <span id="LC55" class="line" lang="python"> <span class="n" style="color: #333;">p</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">hnswlib</span><span class="p">.</span><span class="n" style="color: #333;">Index</span><span class="p">(</span><span class="n" style="color: #333;">space</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;">dim</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">dim</span><span class="p">)</span> <span class="c1" style="color: #998; font-style: italic;"># you can change the sa</span></span>
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<pre style="margin: 0;"> <span id="LC56" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC54" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">Loading index from '<span class="idiff left">first_half.bin'</span></span><span class="se" style="color: #d14;"><span class="idiff">\n</span></span><span class="s" style="color: #d14;"><span class="idiff right">"</span></span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC55" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">load_index</span><span class="p">(</span><span class="s" style="color: #d14;"><span class="idiff left right">"first_half.bin"</span></span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC57" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">Loading index from '<span class="idiff left">%s'</span></span><span class="se" style="color: #d14;"><span class="idiff">\n</span></span><span class="s" style="color: #d14;"><span class="idiff">"</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">index_path</span></span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC58" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">load_index</span><span class="p">(</span><span class="n" style="color: #333;"><span class="idiff left right">index_path</span></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 class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"Adding the second batch of %d elements"</span> <span class="o" style="font-weight: 600;">%</span> <span class="p">(</span><span class="nb" style="color: #0086b3;">len</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="LC61" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">add_items</span><span class="p">(</span><span class="n" style="color: #333;">data2</span><span class="p">)</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">@@ -60,8 +63,6 @@ class RandomSelfTestCase(unittest.TestCase):</td>
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<pre style="margin: 0;"> <span id="LC63" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Query the elements for themselves and measure recall:</span></span>
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<pre style="margin: 0;"> <span id="LC64" class="line" lang="python"> <span class="n" style="color: #333;">labels</span><span class="p">,</span> <span class="n" style="color: #333;">distances</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></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="LC63" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">mean</span><span class="p">(</span><span class="n" style="color: #333;">labels</span><span class="p">.</span><span class="n" style="color: #333;">reshape</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="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">arange</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">))),</span><span class="mf" style="color: #099;">1.0</span><span class="p">,</span><span class="mi" style="color: #099;">3</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="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">__name__</span> <span class="o" style="font-weight: 600;">==</span> <span class="s" style="color: #d14;">"__main__"</span><span class="p">:</span></span>
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<pre style="margin: 0;">-<span id="LC67" class="line" lang="python"> <span class="n" style="color: #333;">unittest</span><span class="p">.</span><span class="n" style="color: #333;">main</span><span class="p">()</span></span></pre>
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<pre style="margin: 0;">+<span id="LC66" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">mean</span><span class="p">(</span><span class="n" style="color: #333;">labels</span><span class="p">.</span><span class="n" style="color: #333;">reshape</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="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">arange</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">))),</span> <span class="mf" style="color: #099;">1.0</span><span class="p">,</span> <span class="mi" style="color: #099;">3</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC67" class="line" lang="python"> </span>
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<pre style="margin: 0;">+<span id="LC68" class="line" lang="python"> <span class="n" style="color: #333;">os</span><span class="p">.</span><span class="n" style="color: #333;">remove</span><span class="p">(</span><span class="n" style="color: #333;">index_path</span><span class="p">)</span></span></pre>
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<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#49e19de0a1effecc3e5da56418c0806860f4ceb0"><strong>python_bindings/tests/bindings_test_getdata.py</strong></a>
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<pre style="margin: 0;"> <span id="LC1" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">unittest</span></span>
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<pre style="margin: 0;"> <span id="LC2" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC3" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>
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<pre style="margin: 0;">+<span id="LC4" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC5" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">hnswlib</span></span>
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<pre style="margin: 0;">+<span id="LC6" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC7" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC8" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">RandomSelfTestCase</span><span class="p">(</span><span class="n" style="color: #333;">unittest</span><span class="p">.</span><span class="n" style="color: #333;">TestCase</span><span class="p">):</span></span>
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<pre style="margin: 0;"> <span id="LC9" class="line" lang="python"> <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">testGettingItems</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">):</span></span>
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<pre style="margin: 0;"> <span id="LC10" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">**** Getting the data by label test ****</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">"</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC7" class="line" lang="python"> <span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">hnswlib</span></span>
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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;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>
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<pre style="margin: 0;"> <span id="LC11" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC12" class="line" lang="python"> <span class="n" style="color: #333;">dim</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">16</span></span>
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<pre style="margin: 0;"> <span id="LC13" class="line" lang="python"> <span class="n" style="color: #333;">num_elements</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">10000</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">@@ -42,6 +44,3 @@ class RandomSelfTestCase(unittest.TestCase):</td>
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<pre style="margin: 0;"> <span id="LC44" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># After adding them, all labels should be retrievable</span></span>
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<pre style="margin: 0;"> <span id="LC45" class="line" lang="python"> <span class="n" style="color: #333;">returned_items</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">get_items</span><span class="p">(</span><span class="n" style="color: #333;">labels</span><span class="p">)</span></span>
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<pre style="margin: 0;"> <span id="LC46" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertSequenceEqual</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">.</span><span class="n" style="color: #333;">tolist</span><span class="p">(),</span> <span class="n" style="color: #333;">returned_items</span><span class="p">)</span></span></pre>
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<pre style="margin: 0;">-<span id="LC45" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC46" class="line" lang="python"><span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">__name__</span> <span class="o" style="font-weight: 600;">==</span> <span class="s" style="color: #d14;">"__main__"</span><span class="p">:</span></span>
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<pre style="margin: 0;">-<span id="LC47" class="line" lang="python"> <span class="n" style="color: #333;">unittest</span><span class="p">.</span><span class="n" style="color: #333;">main</span><span class="p">()</span></span></pre>
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<pre style="margin: 0;">+<span id="LC1" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">os</span></span>
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<pre style="margin: 0;"> <span id="LC2" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">unittest</span></span>
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<pre style="margin: 0;"> <span id="LC3" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC4" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>
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<pre style="margin: 0;"> <span id="LC5" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC4" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">RandomSelfTestCase</span><span class="p">(</span><span class="n" style="color: #333;">unittest</span><span class="p">.</span><span class="n" style="color: #333;">TestCase</span><span class="p">):</span></span>
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<pre style="margin: 0;">-<span id="LC5" class="line" lang="python"> <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">testRandomSelf</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">):</span></span>
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<pre style="margin: 0;">-<span id="LC6" class="line" lang="python"> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">idx</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;">16</span><span class="p">):</span></span>
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<pre style="margin: 0;">-<span id="LC7" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">**** Index save-load test ****</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">"</span><span class="p">)</span></span>
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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;">hnswlib</span></span>
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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;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>
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<pre style="margin: 0;">-<span id="LC10" class="line" lang="python"> </span>
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<pre style="margin: 0;">-<span id="LC11" class="line" lang="python"> <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;">seed</span><span class="p">(</span><span class="n" style="color: #333;">idx</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC12" class="line" lang="python"> <span class="n" style="color: #333;">dim</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">16</span></span>
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<pre style="margin: 0;">-<span id="LC13" class="line" lang="python"> <span class="n" style="color: #333;">num_elements</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">10000</span></span>
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<pre style="margin: 0;">-<span id="LC14" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC15" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Generating sample data</span></span>
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<pre style="margin: 0;">-<span id="LC16" 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;">np</span><span class="p">.</span><span class="n" style="color: #333;">float32</span><span class="p">(</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;">num_elements</span><span class="p">,</span> <span class="n" style="color: #333;">dim</span><span class="p">)))</span></span>
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<pre style="margin: 0;">-<span id="LC17" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC18" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Declaring index</span></span>
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<pre style="margin: 0;">-<span id="LC19" class="line" lang="python"> <span class="n" style="color: #333;">p</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">hnswlib</span><span class="p">.</span><span class="n" style="color: #333;">Index</span><span class="p">(</span><span class="n" style="color: #333;">space</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;">dim</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">dim</span><span class="p">)</span> <span class="c1" style="color: #998; font-style: italic;"># possible options are l2, cosine or ip</span></span>
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<pre style="margin: 0;">-<span id="LC20" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC21" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Initing index</span></span>
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<pre style="margin: 0;">-<span id="LC22" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># max_elements - the maximum number of elements, should be known beforehand</span></span>
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<pre style="margin: 0;">-<span id="LC23" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># (probably will be made optional in the future)</span></span>
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<pre style="margin: 0;">-<span id="LC24" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;">#</span></span>
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<pre style="margin: 0;">-<span id="LC25" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># ef_construction - controls index search speed/build speed tradeoff</span></span>
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<pre style="margin: 0;">-<span id="LC26" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># M - is tightly connected with internal dimensionality of the data</span></span>
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<pre style="margin: 0;">-<span id="LC27" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># stronlgy affects the memory consumption</span></span>
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<pre style="margin: 0;">-<span id="LC28" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC29" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">init_index</span><span class="p">(</span><span class="n" style="color: #333;">max_elements</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">num_elements</span><span class="p">,</span> <span class="n" style="color: #333;">ef_construction</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">100</span><span class="p">,</span> <span class="n" style="color: #333;">M</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">16</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC30" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC31" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Controlling the recall by setting ef:</span></span>
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<pre style="margin: 0;">-<span id="LC32" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># higher ef leads to better accuracy, but slower search</span></span>
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<pre style="margin: 0;">-<span id="LC33" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">set_ef</span><span class="p">(</span><span class="mi" style="color: #099;">100</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC34" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC35" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">set_num_threads</span><span class="p">(</span><span class="mi" style="color: #099;">4</span><span class="p">)</span> <span class="c1" style="color: #998; font-style: italic;"># by default using all available cores</span></span>
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<pre style="margin: 0;">-<span id="LC36" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC37" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># We split the data in two batches:</span></span>
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<pre style="margin: 0;">-<span id="LC38" class="line" lang="python"> <span class="n" style="color: #333;">data1</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;">num_elements</span> <span class="o" style="font-weight: 600;">//</span> <span class="mi" style="color: #099;">2</span><span class="p">]</span></span>
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<pre style="margin: 0;">-<span id="LC39" class="line" lang="python"> <span class="n" style="color: #333;">data2</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;">num_elements</span> <span class="o" style="font-weight: 600;">//</span> <span class="mi" style="color: #099;">2</span><span class="p">:]</span></span>
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<pre style="margin: 0;">-<span id="LC40" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC41" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"Adding first batch of %d elements"</span> <span class="o" style="font-weight: 600;">%</span> <span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">)))</span></span>
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<pre style="margin: 0;">-<span id="LC42" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">add_items</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC43" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC44" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Query the elements for themselves and measure recall:</span></span>
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<pre style="margin: 0;">-<span id="LC45" class="line" lang="python"> <span class="n" style="color: #333;">labels</span><span class="p">,</span> <span class="n" style="color: #333;">distances</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC46" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC47" class="line" lang="python"> <span class="n" style="color: #333;">items</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">get_items</span><span class="p">(</span><span class="n" style="color: #333;">labels</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC48" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC49" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Check the recall:</span></span>
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<pre style="margin: 0;">-<span id="LC50" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">mean</span><span class="p">(</span><span class="n" style="color: #333;">labels</span><span class="p">.</span><span class="n" style="color: #333;">reshape</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="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">arange</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">))),</span><span class="mf" style="color: #099;">1.0</span><span class="p">,</span><span class="mi" style="color: #099;">3</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC51" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC52" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Check that the returned element data is correct:</span></span>
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<pre style="margin: 0;">-<span id="LC53" class="line" lang="python"> <span class="n" style="color: #333;">diff_with_gt_labels</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;">mean</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;">data1</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">items</span><span class="p">))</span></span>
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<pre style="margin: 0;">-<span id="LC54" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">diff_with_gt_labels</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="n" style="color: #333;">delta</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">1e-4</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC55" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC56" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Serializing and deleting the index.</span></span>
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<pre style="margin: 0;">-<span id="LC57" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># We need the part to check that serialization is working properly.</span></span>
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<pre style="margin: 0;">-<span id="LC58" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC59" class="line" lang="python"> <span class="n" style="color: #333;">index_path</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'first_half.bin'</span></span>
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<pre style="margin: 0;">-<span id="LC60" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"Saving index to '%s'"</span> <span class="o" style="font-weight: 600;">%</span> <span class="n" style="color: #333;">index_path</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC61" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">save_index</span><span class="p">(</span><span class="s" style="color: #d14;">"first_half.bin"</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC62" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"Saved. Deleting..."</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;">del</span> <span class="n" style="color: #333;">p</span></span>
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<pre style="margin: 0;">-<span id="LC64" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"Deleted"</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC6" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">hnswlib</span></span>
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<pre style="margin: 0;"> <span id="LC7" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC66" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">**** Mark delete test ****</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">"</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC67" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Reiniting, loading the index</span></span>
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68
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<pre style="margin: 0;">-<span id="LC68" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"Reiniting"</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC69" class="line" lang="python"> <span class="n" style="color: #333;">p</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">hnswlib</span><span class="p">.</span><span class="n" style="color: #333;">Index</span><span class="p">(</span><span class="n" style="color: #333;">space</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;">dim</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">dim</span><span class="p">)</span></span>
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70
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<pre style="margin: 0;"> <span id="LC8" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC71" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">Loading index from 'first_half.bin'</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">"</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC72" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">load_index</span><span class="p">(</span><span class="s" style="color: #d14;">"first_half.bin"</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC73" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">set_ef</span><span class="p">(</span><span class="mi" style="color: #099;">100</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC74" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC75" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"Adding the second batch of %d elements"</span> <span class="o" style="font-weight: 600;">%</span> <span class="p">(</span><span class="nb" style="color: #0086b3;">len</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="LC76" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">add_items</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="LC77" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC78" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Query the elements for themselves and measure recall:</span></span>
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79
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<pre style="margin: 0;">-<span id="LC79" class="line" lang="python"> <span class="n" style="color: #333;">labels</span><span class="p">,</span> <span class="n" style="color: #333;">distances</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></span>
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80
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<pre style="margin: 0;">-<span id="LC80" class="line" lang="python"> <span class="n" style="color: #333;">items</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">get_items</span><span class="p">(</span><span class="n" style="color: #333;">labels</span><span class="p">)</span></span>
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81
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<pre style="margin: 0;">-<span id="LC81" class="line" lang="python"></span>
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82
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<pre style="margin: 0;">-<span id="LC82" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Check the recall:</span></span>
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<pre style="margin: 0;">-<span id="LC83" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">mean</span><span class="p">(</span><span class="n" style="color: #333;">labels</span><span class="p">.</span><span class="n" style="color: #333;">reshape</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="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">arange</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">))),</span><span class="mf" style="color: #099;">1.0</span><span class="p">,</span><span class="mi" style="color: #099;">3</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC84" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC85" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Check that the returned element data is correct:</span></span>
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<pre style="margin: 0;">-<span id="LC86" class="line" lang="python"> <span class="n" style="color: #333;">diff_with_gt_labels</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;">mean</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;">data</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">items</span><span class="p">))</span></span>
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87
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<pre style="margin: 0;">-<span id="LC87" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">diff_with_gt_labels</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="n" style="color: #333;">delta</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">1e-4</span><span class="p">)</span> <span class="c1" style="color: #998; font-style: italic;"># deleting index.</span></span>
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<pre style="margin: 0;">-<span id="LC88" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC89" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Checking that all labels are returned correctly:</span></span>
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90
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<pre style="margin: 0;">-<span id="LC90" class="line" lang="python"> <span class="n" style="color: #333;">sorted_labels</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">sorted</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">get_ids_list</span><span class="p">())</span></span>
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91
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<pre style="margin: 0;">-<span id="LC91" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertEqual</span><span class="p">(</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="o" style="font-weight: 600;">~</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">asarray</span><span class="p">(</span><span class="n" style="color: #333;">sorted_labels</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;">asarray</span><span class="p">(</span><span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">num_elements</span><span class="p">))),</span><span class="mi" style="color: #099;">0</span><span class="p">)</span></span>
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92
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<pre style="margin: 0;">-<span id="LC92" class="line" lang="python"></span>
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93
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<pre style="margin: 0;">-<span id="LC93" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Delete data1</span></span>
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94
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<pre style="margin: 0;">-<span id="LC94" class="line" lang="python"> <span class="n" style="color: #333;">labels1</span><span class="p">,</span> <span class="n" style="color: #333;">_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></span>
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95
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<pre style="margin: 0;">-<span id="LC95" class="line" lang="python"></span>
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96
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<pre style="margin: 0;">-<span id="LC96" class="line" lang="python"> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">l</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">labels1</span><span class="p">:</span></span>
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97
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<pre style="margin: 0;">-<span id="LC97" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">mark_deleted</span><span class="p">(</span><span class="n" style="color: #333;">l</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">])</span></span>
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98
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<pre style="margin: 0;">-<span id="LC98" class="line" lang="python"> <span class="n" style="color: #333;">labels2</span><span class="p">,</span> <span class="n" style="color: #333;">_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">data2</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></span>
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99
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<pre style="margin: 0;">-<span id="LC99" class="line" lang="python"> <span class="n" style="color: #333;">items</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">get_items</span><span class="p">(</span><span class="n" style="color: #333;">labels2</span><span class="p">)</span></span>
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100
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<pre style="margin: 0;">-<span id="LC100" class="line" lang="python"> <span class="n" style="color: #333;">diff_with_gt_labels</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;">mean</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;">data2</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">items</span><span class="p">))</span></span>
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101
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<pre style="margin: 0;">-<span id="LC101" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">diff_with_gt_labels</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="n" style="color: #333;">delta</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">1e-3</span><span class="p">)</span> <span class="c1" style="color: #998; font-style: italic;"># console</span></span>
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<pre style="margin: 0;">-<span id="LC102" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC103" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC104" class="line" lang="python"> <span class="n" style="color: #333;">labels1_after</span><span class="p">,</span> <span class="n" style="color: #333;">_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC105" class="line" lang="python"> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">la</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">labels1_after</span><span class="p">:</span></span>
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<pre style="margin: 0;">-<span id="LC106" class="line" lang="python"> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">lb</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">labels1</span><span class="p">:</span></span>
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<pre style="margin: 0;">-<span id="LC107" class="line" lang="python"> <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">la</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;">lb</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]:</span></span>
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108
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<pre style="margin: 0;">-<span id="LC108" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertTrue</span><span class="p">(</span><span class="bp" style="color: #999;">False</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC109" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"All the data in data1 are removed"</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC110" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC111" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># checking saving/loading index with elements marked as deleted</span></span>
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<pre style="margin: 0;">-<span id="LC112" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">save_index</span><span class="p">(</span><span class="s" style="color: #d14;">"with_deleted.bin"</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC113" class="line" lang="python"> <span class="n" style="color: #333;">p</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">hnswlib</span><span class="p">.</span><span class="n" style="color: #333;">Index</span><span class="p">(</span><span class="n" style="color: #333;">space</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;">dim</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">dim</span><span class="p">)</span></span>
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<pre style="margin: 0;">-<span id="LC114" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">load_index</span><span class="p">(</span><span class="s" style="color: #d14;">"with_deleted.bin"</span><span class="p">)</span></span>
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115
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<pre style="margin: 0;">-<span id="LC115" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">set_ef</span><span class="p">(</span><span class="mi" style="color: #099;">100</span><span class="p">)</span></span>
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116
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<pre style="margin: 0;">-<span id="LC116" class="line" lang="python"></span>
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117
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<pre style="margin: 0;">-<span id="LC117" class="line" lang="python"> <span class="n" style="color: #333;">labels1_after</span><span class="p">,</span> <span class="n" style="color: #333;">_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></span>
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118
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<pre style="margin: 0;">-<span id="LC118" class="line" lang="python"> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">la</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">labels1_after</span><span class="p">:</span></span>
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119
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<pre style="margin: 0;">-<span id="LC119" class="line" lang="python"> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">lb</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">labels1</span><span class="p">:</span></span>
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120
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<pre style="margin: 0;">-<span id="LC120" class="line" lang="python"> <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">la</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;">lb</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]:</span></span>
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121
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<pre style="margin: 0;">-<span id="LC121" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertTrue</span><span class="p">(</span><span class="bp" style="color: #999;">False</span><span class="p">)</span></span>
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9
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<pre style="margin: 0;">+<span id="LC9" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">RandomSelfTestCase</span><span class="p">(</span><span class="n" style="color: #333;">unittest</span><span class="p">.</span><span class="n" style="color: #333;">TestCase</span><span class="p">):</span></span>
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<pre style="margin: 0;">+<span id="LC10" class="line" lang="python"> <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">testRandomSelf</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">):</span></span>
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<pre style="margin: 0;">+<span id="LC11" class="line" lang="python"> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">idx</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;">16</span><span class="p">):</span></span>
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<pre style="margin: 0;">+<span id="LC12" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">**** Index save-load test ****</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">"</span><span class="p">)</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="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;">seed</span><span class="p">(</span><span class="n" style="color: #333;">idx</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC15" class="line" lang="python"> <span class="n" style="color: #333;">dim</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">16</span></span>
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<pre style="margin: 0;">+<span id="LC16" class="line" lang="python"> <span class="n" style="color: #333;">num_elements</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">10000</span></span>
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<pre style="margin: 0;"> <span id="LC17" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC18" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Generating sample data</span></span>
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<pre style="margin: 0;">+<span id="LC19" 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;">np</span><span class="p">.</span><span class="n" style="color: #333;">float32</span><span class="p">(</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;">num_elements</span><span class="p">,</span> <span class="n" style="color: #333;">dim</span><span class="p">)))</span></span>
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<pre style="margin: 0;"> <span id="LC20" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC125" class="line" lang="python"><span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">__name__</span> <span class="o" style="font-weight: 600;">==</span> <span class="s" style="color: #d14;">"__main__"</span><span class="p">:</span></span>
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<pre style="margin: 0;">-<span id="LC126" class="line" lang="python"> <span class="n" style="color: #333;">unittest</span><span class="p">.</span><span class="n" style="color: #333;">main</span><span class="p">()</span></span></pre>
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<pre style="margin: 0;">+<span id="LC21" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Declaring index</span></span>
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<pre style="margin: 0;">+<span id="LC22" class="line" lang="python"> <span class="n" style="color: #333;">p</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">hnswlib</span><span class="p">.</span><span class="n" style="color: #333;">Index</span><span class="p">(</span><span class="n" style="color: #333;">space</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;">dim</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">dim</span><span class="p">)</span> <span class="c1" style="color: #998; font-style: italic;"># possible options are l2, cosine or ip</span></span>
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<pre style="margin: 0;">+<span id="LC23" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC24" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Initing index</span></span>
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<pre style="margin: 0;">+<span id="LC25" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># max_elements - the maximum number of elements, should be known beforehand</span></span>
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<pre style="margin: 0;">+<span id="LC26" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># (probably will be made optional in the future)</span></span>
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<pre style="margin: 0;">+<span id="LC27" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;">#</span></span>
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<pre style="margin: 0;">+<span id="LC28" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># ef_construction - controls index search speed/build speed tradeoff</span></span>
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<pre style="margin: 0;">+<span id="LC29" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># M - is tightly connected with internal dimensionality of the data</span></span>
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<pre style="margin: 0;">+<span id="LC30" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># stronlgy affects the memory consumption</span></span>
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<pre style="margin: 0;">+<span id="LC31" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC32" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">init_index</span><span class="p">(</span><span class="n" style="color: #333;">max_elements</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">num_elements</span><span class="p">,</span> <span class="n" style="color: #333;">ef_construction</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">100</span><span class="p">,</span> <span class="n" style="color: #333;">M</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">16</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC33" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC34" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Controlling the recall by setting ef:</span></span>
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<pre style="margin: 0;">+<span id="LC35" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># higher ef leads to better accuracy, but slower search</span></span>
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<pre style="margin: 0;">+<span id="LC36" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">set_ef</span><span class="p">(</span><span class="mi" style="color: #099;">100</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC37" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC38" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">set_num_threads</span><span class="p">(</span><span class="mi" style="color: #099;">4</span><span class="p">)</span> <span class="c1" style="color: #998; font-style: italic;"># by default using all available cores</span></span>
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<pre style="margin: 0;">+<span id="LC39" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC40" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># We split the data in two batches:</span></span>
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<pre style="margin: 0;">+<span id="LC41" class="line" lang="python"> <span class="n" style="color: #333;">data1</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;">num_elements</span> <span class="o" style="font-weight: 600;">//</span> <span class="mi" style="color: #099;">2</span><span class="p">]</span></span>
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<pre style="margin: 0;">+<span id="LC42" class="line" lang="python"> <span class="n" style="color: #333;">data2</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;">num_elements</span> <span class="o" style="font-weight: 600;">//</span> <span class="mi" style="color: #099;">2</span><span class="p">:]</span></span>
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<pre style="margin: 0;">+<span id="LC43" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC44" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"Adding first batch of %d elements"</span> <span class="o" style="font-weight: 600;">%</span> <span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">)))</span></span>
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<pre style="margin: 0;">+<span id="LC45" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">add_items</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC46" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC47" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Query the elements for themselves and measure recall:</span></span>
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<pre style="margin: 0;">+<span id="LC48" class="line" lang="python"> <span class="n" style="color: #333;">labels</span><span class="p">,</span> <span class="n" style="color: #333;">distances</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC49" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC50" class="line" lang="python"> <span class="n" style="color: #333;">items</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">get_items</span><span class="p">(</span><span class="n" style="color: #333;">labels</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC51" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC52" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Check the recall:</span></span>
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<pre style="margin: 0;">+<span id="LC53" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">mean</span><span class="p">(</span><span class="n" style="color: #333;">labels</span><span class="p">.</span><span class="n" style="color: #333;">reshape</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="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">arange</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">))),</span> <span class="mf" style="color: #099;">1.0</span><span class="p">,</span> <span class="mi" style="color: #099;">3</span><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="LC55" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Check that the returned element data is correct:</span></span>
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56
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<pre style="margin: 0;">+<span id="LC56" class="line" lang="python"> <span class="n" style="color: #333;">diff_with_gt_labels</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;">mean</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;">data1</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">items</span><span class="p">))</span></span>
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57
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<pre style="margin: 0;">+<span id="LC57" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">diff_with_gt_labels</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="n" style="color: #333;">delta</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">1e-4</span><span class="p">)</span></span>
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58
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<pre style="margin: 0;">+<span id="LC58" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC59" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Serializing and deleting the index.</span></span>
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60
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<pre style="margin: 0;">+<span id="LC60" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># We need the part to check that serialization is working properly.</span></span>
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<pre style="margin: 0;">+<span id="LC61" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC62" class="line" lang="python"> <span class="n" style="color: #333;">index_path</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">'first_half.bin'</span></span>
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63
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<pre style="margin: 0;">+<span id="LC63" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"Saving index to '%s'"</span> <span class="o" style="font-weight: 600;">%</span> <span class="n" style="color: #333;">index_path</span><span class="p">)</span></span>
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64
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<pre style="margin: 0;">+<span id="LC64" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">save_index</span><span class="p">(</span><span class="n" style="color: #333;">index_path</span><span class="p">)</span></span>
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65
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<pre style="margin: 0;">+<span id="LC65" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"Saved. Deleting..."</span><span class="p">)</span></span>
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66
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<pre style="margin: 0;">+<span id="LC66" class="line" lang="python"> <span class="k" style="font-weight: 600;">del</span> <span class="n" style="color: #333;">p</span></span>
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67
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<pre style="margin: 0;">+<span id="LC67" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"Deleted"</span><span class="p">)</span></span>
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68
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<pre style="margin: 0;">+<span id="LC68" class="line" lang="python"></span>
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69
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<pre style="margin: 0;">+<span id="LC69" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">**** Mark delete test ****</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">"</span><span class="p">)</span></span>
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70
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<pre style="margin: 0;">+<span id="LC70" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Reiniting, loading the index</span></span>
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71
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<pre style="margin: 0;">+<span id="LC71" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"Reiniting"</span><span class="p">)</span></span>
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72
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<pre style="margin: 0;">+<span id="LC72" class="line" lang="python"> <span class="n" style="color: #333;">p</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">hnswlib</span><span class="p">.</span><span class="n" style="color: #333;">Index</span><span class="p">(</span><span class="n" style="color: #333;">space</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;">dim</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">dim</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC73" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC74" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">Loading index from '%s'</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">"</span> <span class="o" style="font-weight: 600;">%</span> <span class="n" style="color: #333;">index_path</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC75" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">load_index</span><span class="p">(</span><span class="n" style="color: #333;">index_path</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC76" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">set_ef</span><span class="p">(</span><span class="mi" style="color: #099;">100</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC77" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC78" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"Adding the second batch of %d elements"</span> <span class="o" style="font-weight: 600;">%</span> <span class="p">(</span><span class="nb" style="color: #0086b3;">len</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="LC79" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">add_items</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="LC80" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC81" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Query the elements for themselves and measure recall:</span></span>
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<pre style="margin: 0;">+<span id="LC82" class="line" lang="python"> <span class="n" style="color: #333;">labels</span><span class="p">,</span> <span class="n" style="color: #333;">distances</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC83" class="line" lang="python"> <span class="n" style="color: #333;">items</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">get_items</span><span class="p">(</span><span class="n" style="color: #333;">labels</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC84" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC85" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Check the recall:</span></span>
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<pre style="margin: 0;">+<span id="LC86" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">mean</span><span class="p">(</span><span class="n" style="color: #333;">labels</span><span class="p">.</span><span class="n" style="color: #333;">reshape</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="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">arange</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">))),</span> <span class="mf" style="color: #099;">1.0</span><span class="p">,</span> <span class="mi" style="color: #099;">3</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC87" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC88" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Check that the returned element data is correct:</span></span>
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<pre style="margin: 0;">+<span id="LC89" class="line" lang="python"> <span class="n" style="color: #333;">diff_with_gt_labels</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;">mean</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;">data</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">items</span><span class="p">))</span></span>
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90
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<pre style="margin: 0;">+<span id="LC90" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">diff_with_gt_labels</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="n" style="color: #333;">delta</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">1e-4</span><span class="p">)</span> <span class="c1" style="color: #998; font-style: italic;"># deleting index.</span></span>
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91
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<pre style="margin: 0;">+<span id="LC91" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC92" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Checking that all labels are returned correctly:</span></span>
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93
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<pre style="margin: 0;">+<span id="LC93" class="line" lang="python"> <span class="n" style="color: #333;">sorted_labels</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">sorted</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">get_ids_list</span><span class="p">())</span></span>
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<pre style="margin: 0;">+<span id="LC94" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertEqual</span><span class="p">(</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="o" style="font-weight: 600;">~</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">asarray</span><span class="p">(</span><span class="n" style="color: #333;">sorted_labels</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;">asarray</span><span class="p">(</span><span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">num_elements</span><span class="p">))),</span> <span class="mi" style="color: #099;">0</span><span class="p">)</span></span>
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95
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<pre style="margin: 0;">+<span id="LC95" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC96" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Delete data1</span></span>
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97
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<pre style="margin: 0;">+<span id="LC97" class="line" lang="python"> <span class="n" style="color: #333;">labels1</span><span class="p">,</span> <span class="n" style="color: #333;">_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></span>
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98
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<pre style="margin: 0;">+<span id="LC98" class="line" lang="python"></span>
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99
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<pre style="margin: 0;">+<span id="LC99" class="line" lang="python"> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">l</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">labels1</span><span class="p">:</span></span>
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100
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<pre style="margin: 0;">+<span id="LC100" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">mark_deleted</span><span class="p">(</span><span class="n" style="color: #333;">l</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">])</span></span>
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101
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<pre style="margin: 0;">+<span id="LC101" class="line" lang="python"> <span class="n" style="color: #333;">labels2</span><span class="p">,</span> <span class="n" style="color: #333;">_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">data2</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></span>
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102
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<pre style="margin: 0;">+<span id="LC102" class="line" lang="python"> <span class="n" style="color: #333;">items</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">get_items</span><span class="p">(</span><span class="n" style="color: #333;">labels2</span><span class="p">)</span></span>
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103
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<pre style="margin: 0;">+<span id="LC103" class="line" lang="python"> <span class="n" style="color: #333;">diff_with_gt_labels</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;">mean</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;">data2</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">items</span><span class="p">))</span></span>
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104
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<pre style="margin: 0;">+<span id="LC104" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">diff_with_gt_labels</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="n" style="color: #333;">delta</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">1e-3</span><span class="p">)</span> <span class="c1" style="color: #998; font-style: italic;"># console</span></span>
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105
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<pre style="margin: 0;">+<span id="LC105" class="line" lang="python"></span>
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106
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<pre style="margin: 0;">+<span id="LC106" class="line" lang="python"> <span class="n" style="color: #333;">labels1_after</span><span class="p">,</span> <span class="n" style="color: #333;">_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></span>
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107
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<pre style="margin: 0;">+<span id="LC107" class="line" lang="python"> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">la</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">labels1_after</span><span class="p">:</span></span>
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108
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<pre style="margin: 0;">+<span id="LC108" class="line" lang="python"> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">lb</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">labels1</span><span class="p">:</span></span>
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109
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<pre style="margin: 0;">+<span id="LC109" class="line" lang="python"> <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">la</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;">lb</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]:</span></span>
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110
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<pre style="margin: 0;">+<span id="LC110" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertTrue</span><span class="p">(</span><span class="bp" style="color: #999;">False</span><span class="p">)</span></span>
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111
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<pre style="margin: 0;">+<span id="LC111" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"All the data in data1 are removed"</span><span class="p">)</span></span>
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112
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<pre style="margin: 0;">+<span id="LC112" class="line" lang="python"></span>
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113
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<pre style="margin: 0;">+<span id="LC113" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># checking saving/loading index with elements marked as deleted</span></span>
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<pre style="margin: 0;">+<span id="LC114" class="line" lang="python"> <span class="n" style="color: #333;">del_index_path</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">"with_deleted.bin"</span></span>
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115
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<pre style="margin: 0;">+<span id="LC115" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">save_index</span><span class="p">(</span><span class="n" style="color: #333;">del_index_path</span><span class="p">)</span></span>
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116
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<pre style="margin: 0;">+<span id="LC116" class="line" lang="python"> <span class="n" style="color: #333;">p</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">hnswlib</span><span class="p">.</span><span class="n" style="color: #333;">Index</span><span class="p">(</span><span class="n" style="color: #333;">space</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;">dim</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">dim</span><span class="p">)</span></span>
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117
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<pre style="margin: 0;">+<span id="LC117" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">load_index</span><span class="p">(</span><span class="n" style="color: #333;">del_index_path</span><span class="p">)</span></span>
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118
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<pre style="margin: 0;">+<span id="LC118" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">set_ef</span><span class="p">(</span><span class="mi" style="color: #099;">100</span><span class="p">)</span></span>
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119
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<pre style="margin: 0;">+<span id="LC119" class="line" lang="python"></span>
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120
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<pre style="margin: 0;">+<span id="LC120" class="line" lang="python"> <span class="n" style="color: #333;">labels1_after</span><span class="p">,</span> <span class="n" style="color: #333;">_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></span>
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121
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<pre style="margin: 0;">+<span id="LC121" class="line" lang="python"> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">la</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">labels1_after</span><span class="p">:</span></span>
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122
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<pre style="margin: 0;">+<span id="LC122" class="line" lang="python"> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">lb</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">labels1</span><span class="p">:</span></span>
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123
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<pre style="margin: 0;">+<span id="LC123" class="line" lang="python"> <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">la</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;">lb</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]:</span></span>
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124
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<pre style="margin: 0;">+<span id="LC124" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertTrue</span><span class="p">(</span><span class="bp" style="color: #999;">False</span><span class="p">)</span></span>
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125
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<pre style="margin: 0;">+<span id="LC125" class="line" lang="python"></span>
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126
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<pre style="margin: 0;">+<span id="LC126" class="line" lang="python"> <span class="n" style="color: #333;">os</span><span class="p">.</span><span class="n" style="color: #333;">remove</span><span class="p">(</span><span class="n" style="color: #333;">index_path</span><span class="p">)</span></span>
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127
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<pre style="margin: 0;">+<span id="LC127" class="line" lang="python"> <span class="n" style="color: #333;">os</span><span class="p">.</span><span class="n" style="color: #333;">remove</span><span class="p">(</span><span class="n" style="color: #333;">del_index_path</span><span class="p">)</span></span></pre>
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<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#86b09fa601b221f6f4d578cbfec1b9018eec5815"><strong>python_bindings/tests/bindings_test_pickle.py</strong></a>
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<pre style="margin: 0;">+<span id="LC1" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">pickle</span></span>
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2
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<pre style="margin: 0;">+<span id="LC2" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">unittest</span></span>
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3
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<pre style="margin: 0;">+<span id="LC3" class="line" lang="python"></span>
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4
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<pre style="margin: 0;">+<span id="LC4" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>
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5
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<pre style="margin: 0;">+<span id="LC5" class="line" lang="python"></span>
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6
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<pre style="margin: 0;">+<span id="LC6" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">hnswlib</span></span>
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7
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<pre style="margin: 0;">+<span id="LC7" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC8" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC9" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">get_dist</span><span class="p">(</span><span class="n" style="color: #333;">metric</span><span class="p">,</span> <span class="n" style="color: #333;">pt1</span><span class="p">,</span> <span class="n" style="color: #333;">pt2</span><span class="p">):</span></span>
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<pre style="margin: 0;">+<span id="LC10" 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;">'l2'</span><span class="p">:</span></span>
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<pre style="margin: 0;">+<span id="LC11" 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="nb" style="color: #0086b3;">sum</span><span class="p">((</span><span class="n" style="color: #333;">pt1</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">pt2</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>
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<pre style="margin: 0;">+<span id="LC12" class="line" lang="python"> <span class="k" style="font-weight: 600;">elif</span> <span class="n" style="color: #333;">metric</span> <span class="o" style="font-weight: 600;">==</span> <span class="s" style="color: #d14;">'ip'</span><span class="p">:</span></span>
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<pre style="margin: 0;">+<span id="LC13" class="line" lang="python"> <span class="k" style="font-weight: 600;">return</span> <span class="mf" style="color: #099;">1.</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;">np</span><span class="p">.</span><span class="n" style="color: #333;">multiply</span><span class="p">(</span><span class="n" style="color: #333;">pt1</span><span class="p">,</span> <span class="n" style="color: #333;">pt2</span><span class="p">))</span></span>
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<pre style="margin: 0;">+<span id="LC14" class="line" lang="python"> <span class="k" style="font-weight: 600;">elif</span> <span class="n" style="color: #333;">metric</span> <span class="o" style="font-weight: 600;">==</span> <span class="s" style="color: #d14;">'cosine'</span><span class="p">:</span></span>
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<pre style="margin: 0;">+<span id="LC15" class="line" lang="python"> <span class="k" style="font-weight: 600;">return</span> <span class="mf" style="color: #099;">1.</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;">np</span><span class="p">.</span><span class="n" style="color: #333;">multiply</span><span class="p">(</span><span class="n" style="color: #333;">pt1</span><span class="p">,</span> <span class="n" style="color: #333;">pt2</span><span class="p">))</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</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;">pt1</span><span class="o" style="font-weight: 600;">**</span><span class="mi" style="color: #099;">2</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="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">pt2</span><span class="o" style="font-weight: 600;">**</span><span class="mi" style="color: #099;">2</span><span class="p">))</span><span class="o" style="font-weight: 600;">**</span><span class="p">.</span><span class="mi" style="color: #099;">5</span></span>
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<pre style="margin: 0;">+<span id="LC16" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC17" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC18" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">brute_force_distances</span><span class="p">(</span><span class="n" style="color: #333;">metric</span><span class="p">,</span> <span class="n" style="color: #333;">items</span><span class="p">,</span> <span class="n" style="color: #333;">query_items</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="p">):</span></span>
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<pre style="margin: 0;">+<span id="LC19" class="line" lang="python"> <span class="n" style="color: #333;">dists</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</span><span class="p">((</span><span class="n" style="color: #333;">query_items</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="n" style="color: #333;">items</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>
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<pre style="margin: 0;">+<span id="LC20" class="line" lang="python"> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">ii</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;">items</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>
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<pre style="margin: 0;">+<span id="LC21" class="line" lang="python"> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">jj</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_items</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>
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<pre style="margin: 0;">+<span id="LC22" class="line" lang="python"> <span class="n" style="color: #333;">dists</span><span class="p">[</span><span class="n" style="color: #333;">jj</span><span class="p">,</span><span class="n" style="color: #333;">ii</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">get_dist</span><span class="p">(</span><span class="n" style="color: #333;">metric</span><span class="p">,</span> <span class="n" style="color: #333;">items</span><span class="p">[</span><span class="n" style="color: #333;">ii</span><span class="p">,</span> <span class="p">:],</span> <span class="n" style="color: #333;">query_items</span><span class="p">[</span><span class="n" style="color: #333;">jj</span><span class="p">,</span> <span class="p">:])</span></span>
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<pre style="margin: 0;">+<span id="LC23" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC24" class="line" lang="python"> <span class="n" style="color: #333;">labels</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;">argsort</span><span class="p">(</span><span class="n" style="color: #333;">dists</span><span class="p">,</span> <span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span> <span class="c1" style="color: #998; font-style: italic;"># equivalent, but faster: np.argpartition(dists, range(k), axis=1)</span></span>
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<pre style="margin: 0;">+<span id="LC25" class="line" lang="python"> <span class="n" style="color: #333;">dists</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;">sort</span><span class="p">(</span><span class="n" style="color: #333;">dists</span><span class="p">,</span> <span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span> <span class="c1" style="color: #998; font-style: italic;"># equivalent, but faster: np.partition(dists, range(k), axis=1)</span></span>
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<pre style="margin: 0;">+<span id="LC26" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC27" class="line" lang="python"> <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">labels</span><span class="p">[:,</span> <span class="p">:</span><span class="n" style="color: #333;">k</span><span class="p">],</span> <span class="n" style="color: #333;">dists</span><span class="p">[:,</span> <span class="p">:</span><span class="n" style="color: #333;">k</span><span class="p">]</span></span>
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<pre style="margin: 0;">+<span id="LC28" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC29" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC30" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">check_ann_results</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">metric</span><span class="p">,</span> <span class="n" style="color: #333;">items</span><span class="p">,</span> <span class="n" style="color: #333;">query_items</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="p">,</span> <span class="n" style="color: #333;">ann_l</span><span class="p">,</span> <span class="n" style="color: #333;">ann_d</span><span class="p">,</span> <span class="n" style="color: #333;">err_thresh</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="n" style="color: #333;">total_thresh</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="n" style="color: #333;">dists_thresh</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="LC31" class="line" lang="python"> <span class="n" style="color: #333;">brute_l</span><span class="p">,</span> <span class="n" style="color: #333;">brute_d</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">brute_force_distances</span><span class="p">(</span><span class="n" style="color: #333;">metric</span><span class="p">,</span> <span class="n" style="color: #333;">items</span><span class="p">,</span> <span class="n" style="color: #333;">query_items</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC32" class="line" lang="python"> <span class="n" style="color: #333;">err_total</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>
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<pre style="margin: 0;">+<span id="LC33" class="line" lang="python"> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">jj</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_items</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>
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<pre style="margin: 0;">+<span id="LC34" class="line" lang="python"> <span class="n" style="color: #333;">err</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;">np</span><span class="p">.</span><span class="n" style="color: #333;">isin</span><span class="p">(</span><span class="n" style="color: #333;">brute_l</span><span class="p">[</span><span class="n" style="color: #333;">jj</span><span class="p">,</span> <span class="p">:],</span> <span class="n" style="color: #333;">ann_l</span><span class="p">[</span><span class="n" style="color: #333;">jj</span><span class="p">,</span> <span class="p">:],</span> <span class="n" style="color: #333;">invert</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="LC35" class="line" lang="python"> <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">err</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="LC36" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="sa">f</span><span class="s" style="color: #d14;">"Warning: </span><span class="si" style="color: #d14;">{</span><span class="n" style="color: #333;">err</span><span class="si" style="color: #d14;">}</span><span class="s" style="color: #d14;"> labels are missing from ann results (k=</span><span class="si" style="color: #d14;">{</span><span class="n" style="color: #333;">k</span><span class="si" style="color: #d14;">}</span><span class="s" style="color: #d14;">, err_thresh=</span><span class="si" style="color: #d14;">{</span><span class="n" style="color: #333;">err_thresh</span><span class="si" style="color: #d14;">}</span><span class="s" style="color: #d14;">)"</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC37" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC38" class="line" lang="python"> <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">err</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">err_thresh</span><span class="p">:</span></span>
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<pre style="margin: 0;">+<span id="LC39" class="line" lang="python"> <span class="n" style="color: #333;">err_total</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="LC40" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC41" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertLessEqual</span><span class="p">(</span><span class="n" style="color: #333;">err_total</span><span class="p">,</span> <span class="n" style="color: #333;">total_thresh</span><span class="p">,</span> <span class="sa">f</span><span class="s" style="color: #d14;">"Error: knn_query returned incorrect labels for </span><span class="si" style="color: #d14;">{</span><span class="n" style="color: #333;">err_total</span><span class="si" style="color: #d14;">}</span><span class="s" style="color: #d14;"> items (k=</span><span class="si" style="color: #d14;">{</span><span class="n" style="color: #333;">k</span><span class="si" style="color: #d14;">}</span><span class="s" style="color: #d14;">)"</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC42" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC43" class="line" lang="python"> <span class="n" style="color: #333;">wrong_dists</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;">brute_d</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">ann_d</span><span class="p">)</span><span class="o" style="font-weight: 600;">**</span><span class="mf" style="color: #099;">2.</span><span class="p">)</span> <span class="o" style="font-weight: 600;">></span> <span class="mf" style="color: #099;">1e-3</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC44" class="line" lang="python"> <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">wrong_dists</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="LC45" class="line" lang="python"> <span class="n" style="color: #333;">dists_count</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">brute_d</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;">brute_d</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="LC46" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="sa">f</span><span class="s" style="color: #d14;">"Warning: </span><span class="si" style="color: #d14;">{</span><span class="n" style="color: #333;">wrong_dists</span><span class="si" style="color: #d14;">}</span><span class="s" style="color: #d14;"> ann distance values are different from brute-force values (total # of values=</span><span class="si" style="color: #d14;">{</span><span class="n" style="color: #333;">dists_count</span><span class="si" style="color: #d14;">}</span><span class="s" style="color: #d14;">, dists_thresh=</span><span class="si" style="color: #d14;">{</span><span class="n" style="color: #333;">dists_thresh</span><span class="si" style="color: #d14;">}</span><span class="s" style="color: #d14;">)"</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC48" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertLessEqual</span><span class="p">(</span><span class="n" style="color: #333;">wrong_dists</span><span class="p">,</span> <span class="n" style="color: #333;">dists_thresh</span><span class="p">,</span> <span class="n" style="color: #333;">msg</span><span class="o" style="font-weight: 600;">=</span><span class="sa">f</span><span class="s" style="color: #d14;">"Error: </span><span class="si" style="color: #d14;">{</span><span class="n" style="color: #333;">wrong_dists</span><span class="si" style="color: #d14;">}</span><span class="s" style="color: #d14;"> ann distance values are different from brute-force values"</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC51" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">test_space_main</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">space</span><span class="p">,</span> <span class="n" style="color: #333;">dim</span><span class="p">):</span></span>
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<pre style="margin: 0;">+<span id="LC53" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Generating sample data</span></span>
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<pre style="margin: 0;">+<span id="LC54" 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;">np</span><span class="p">.</span><span class="n" style="color: #333;">float32</span><span class="p">(</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="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">num_elements</span><span class="p">,</span> <span class="n" style="color: #333;">dim</span><span class="p">)))</span></span>
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<pre style="margin: 0;">+<span id="LC55" 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;">float32</span><span class="p">(</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="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">num_test_elements</span><span class="p">,</span> <span class="n" style="color: #333;">dim</span><span class="p">)))</span></span>
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<pre style="margin: 0;">+<span id="LC57" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Declaring index</span></span>
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<pre style="margin: 0;">+<span id="LC58" class="line" lang="python"> <span class="n" style="color: #333;">p</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">hnswlib</span><span class="p">.</span><span class="n" style="color: #333;">Index</span><span class="p">(</span><span class="n" style="color: #333;">space</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">space</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;">dim</span><span class="p">)</span> <span class="c1" style="color: #998; font-style: italic;"># possible options are l2, cosine or ip</span></span>
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<pre style="margin: 0;">+<span id="LC59" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="sa">f</span><span class="s" style="color: #d14;">"Running pickle tests for </span><span class="si" style="color: #d14;">{</span><span class="n" style="color: #333;">p</span><span class="si" style="color: #d14;">}</span><span class="s" style="color: #d14;">"</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC61" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">num_threads</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;">num_threads</span> <span class="c1" style="color: #998; font-style: italic;"># by default using all available cores</span></span>
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<pre style="margin: 0;">+<span id="LC63" class="line" lang="python"> <span class="n" style="color: #333;">p0</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="p">.</span><span class="n" style="color: #333;">loads</span><span class="p">(</span><span class="n" style="color: #333;">pickle</span><span class="p">.</span><span class="n" style="color: #333;">dumps</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="p">))</span> <span class="c1" style="color: #998; font-style: italic;">### pickle un-initialized Index</span></span>
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<pre style="margin: 0;">+<span id="LC64" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">init_index</span><span class="p">(</span><span class="n" style="color: #333;">max_elements</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;">num_elements</span><span class="p">,</span> <span class="n" style="color: #333;">ef_construction</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;">ef_construction</span><span class="p">,</span> <span class="n" style="color: #333;">M</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;">M</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC65" class="line" lang="python"> <span class="n" style="color: #333;">p0</span><span class="p">.</span><span class="n" style="color: #333;">init_index</span><span class="p">(</span><span class="n" style="color: #333;">max_elements</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;">num_elements</span><span class="p">,</span> <span class="n" style="color: #333;">ef_construction</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;">ef_construction</span><span class="p">,</span> <span class="n" style="color: #333;">M</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;">M</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC67" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">ef</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;">ef</span></span>
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<pre style="margin: 0;">+<span id="LC68" class="line" lang="python"> <span class="n" style="color: #333;">p0</span><span class="p">.</span><span class="n" style="color: #333;">ef</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;">ef</span></span>
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<pre style="margin: 0;">+<span id="LC69" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC70" class="line" lang="python"> <span class="n" style="color: #333;">p1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="p">.</span><span class="n" style="color: #333;">loads</span><span class="p">(</span><span class="n" style="color: #333;">pickle</span><span class="p">.</span><span class="n" style="color: #333;">dumps</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="p">))</span> <span class="c1" style="color: #998; font-style: italic;">### pickle Index before adding items</span></span>
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<pre style="margin: 0;">+<span id="LC71" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC72" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;">### add items to ann index p,p0,p1</span></span>
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<pre style="margin: 0;">+<span id="LC73" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">add_items</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="LC74" class="line" lang="python"> <span class="n" style="color: #333;">p1</span><span class="p">.</span><span class="n" style="color: #333;">add_items</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="LC75" class="line" lang="python"> <span class="n" style="color: #333;">p0</span><span class="p">.</span><span class="n" style="color: #333;">add_items</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="LC76" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC77" class="line" lang="python"> <span class="n" style="color: #333;">p2</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">pickle</span><span class="p">.</span><span class="n" style="color: #333;">loads</span><span class="p">(</span><span class="n" style="color: #333;">pickle</span><span class="p">.</span><span class="n" style="color: #333;">dumps</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="p">))</span> <span class="c1" style="color: #998; font-style: italic;">### pickle Index before adding items</span></span>
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<pre style="margin: 0;">+<span id="LC78" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC79" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertTrue</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">allclose</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">get_items</span><span class="p">(),</span> <span class="n" style="color: #333;">p0</span><span class="p">.</span><span class="n" style="color: #333;">get_items</span><span class="p">()),</span> <span class="s" style="color: #d14;">"items for p and p0 must be same"</span><span class="p">)</span></span>
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80
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<pre style="margin: 0;">+<span id="LC80" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertTrue</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">allclose</span><span class="p">(</span><span class="n" style="color: #333;">p0</span><span class="p">.</span><span class="n" style="color: #333;">get_items</span><span class="p">(),</span> <span class="n" style="color: #333;">p1</span><span class="p">.</span><span class="n" style="color: #333;">get_items</span><span class="p">()),</span> <span class="s" style="color: #d14;">"items for p0 and p1 must be same"</span><span class="p">)</span></span>
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81
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<pre style="margin: 0;">+<span id="LC81" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertTrue</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">allclose</span><span class="p">(</span><span class="n" style="color: #333;">p1</span><span class="p">.</span><span class="n" style="color: #333;">get_items</span><span class="p">(),</span> <span class="n" style="color: #333;">p2</span><span class="p">.</span><span class="n" style="color: #333;">get_items</span><span class="p">()),</span> <span class="s" style="color: #d14;">"items for p1 and p2 must be same"</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC82" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC83" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;">### Test if returned distances are same</span></span>
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<pre style="margin: 0;">+<span id="LC84" class="line" lang="python"> <span class="n" style="color: #333;">l</span><span class="p">,</span> <span class="n" style="color: #333;">d</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">test_data</span><span class="p">,</span> <span class="n" style="color: #333;">k</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;">k</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC85" class="line" lang="python"> <span class="n" style="color: #333;">l0</span><span class="p">,</span> <span class="n" style="color: #333;">d0</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p0</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">test_data</span><span class="p">,</span> <span class="n" style="color: #333;">k</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;">k</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC86" class="line" lang="python"> <span class="n" style="color: #333;">l1</span><span class="p">,</span> <span class="n" style="color: #333;">d1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p1</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">test_data</span><span class="p">,</span> <span class="n" style="color: #333;">k</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;">k</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC87" class="line" lang="python"> <span class="n" style="color: #333;">l2</span><span class="p">,</span> <span class="n" style="color: #333;">d2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p2</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">test_data</span><span class="p">,</span> <span class="n" style="color: #333;">k</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;">k</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC88" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC89" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertLessEqual</span><span class="p">(</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;">d</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">d0</span><span class="p">)</span><span class="o" style="font-weight: 600;">**</span><span class="mf" style="color: #099;">2.</span><span class="p">)</span><span class="o" style="font-weight: 600;">></span><span class="mf" style="color: #099;">1e-3</span><span class="p">),</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">dists_err_thresh</span><span class="p">,</span> <span class="n" style="color: #333;">msg</span><span class="o" style="font-weight: 600;">=</span><span class="sa">f</span><span class="s" style="color: #d14;">"knn distances returned by p and p0 must match"</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC90" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertLessEqual</span><span class="p">(</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;">d0</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">d1</span><span class="p">)</span><span class="o" style="font-weight: 600;">**</span><span class="mf" style="color: #099;">2.</span><span class="p">)</span><span class="o" style="font-weight: 600;">></span><span class="mf" style="color: #099;">1e-3</span><span class="p">),</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">dists_err_thresh</span><span class="p">,</span> <span class="n" style="color: #333;">msg</span><span class="o" style="font-weight: 600;">=</span><span class="sa">f</span><span class="s" style="color: #d14;">"knn distances returned by p0 and p1 must match"</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC91" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertLessEqual</span><span class="p">(</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;">d1</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">d2</span><span class="p">)</span><span class="o" style="font-weight: 600;">**</span><span class="mf" style="color: #099;">2.</span><span class="p">)</span><span class="o" style="font-weight: 600;">></span><span class="mf" style="color: #099;">1e-3</span><span class="p">),</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">dists_err_thresh</span><span class="p">,</span> <span class="n" style="color: #333;">msg</span><span class="o" style="font-weight: 600;">=</span><span class="sa">f</span><span class="s" style="color: #d14;">"knn distances returned by p1 and p2 must match"</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC92" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC93" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;">### check if ann results match brute-force search</span></span>
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<pre style="margin: 0;">+<span id="LC94" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;">### allow for 2 labels to be missing from ann results</span></span>
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<pre style="margin: 0;">+<span id="LC95" class="line" lang="python"> <span class="n" style="color: #333;">check_ann_results</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">space</span><span class="p">,</span> <span class="n" style="color: #333;">data</span><span class="p">,</span> <span class="n" style="color: #333;">test_data</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">k</span><span class="p">,</span> <span class="n" style="color: #333;">l</span><span class="p">,</span> <span class="n" style="color: #333;">d</span><span class="p">,</span></span>
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<pre style="margin: 0;">+<span id="LC96" class="line" lang="python"> <span class="n" style="color: #333;">err_thresh</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;">label_err_thresh</span><span class="p">,</span></span>
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<pre style="margin: 0;">+<span id="LC97" class="line" lang="python"> <span class="n" style="color: #333;">total_thresh</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;">item_err_thresh</span><span class="p">,</span></span>
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<pre style="margin: 0;">+<span id="LC98" class="line" lang="python"> <span class="n" style="color: #333;">dists_thresh</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;">dists_err_thresh</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC99" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC100" class="line" lang="python"> <span class="n" style="color: #333;">check_ann_results</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">space</span><span class="p">,</span> <span class="n" style="color: #333;">data</span><span class="p">,</span> <span class="n" style="color: #333;">test_data</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">k</span><span class="p">,</span> <span class="n" style="color: #333;">l2</span><span class="p">,</span> <span class="n" style="color: #333;">d2</span><span class="p">,</span></span>
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101
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<pre style="margin: 0;">+<span id="LC101" class="line" lang="python"> <span class="n" style="color: #333;">err_thresh</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;">label_err_thresh</span><span class="p">,</span></span>
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102
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<pre style="margin: 0;">+<span id="LC102" class="line" lang="python"> <span class="n" style="color: #333;">total_thresh</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;">item_err_thresh</span><span class="p">,</span></span>
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103
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<pre style="margin: 0;">+<span id="LC103" class="line" lang="python"> <span class="n" style="color: #333;">dists_thresh</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;">dists_err_thresh</span><span class="p">)</span></span>
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104
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<pre style="margin: 0;">+<span id="LC104" class="line" lang="python"></span>
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105
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<pre style="margin: 0;">+<span id="LC105" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;">### Check ef parameter value</span></span>
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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">
106
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<pre style="margin: 0;">+<span id="LC106" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertEqual</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">ef</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">ef</span><span class="p">,</span> <span class="s" style="color: #d14;">"incorrect value of p.ef"</span><span class="p">)</span></span>
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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">
107
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<pre style="margin: 0;">+<span id="LC107" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertEqual</span><span class="p">(</span><span class="n" style="color: #333;">p0</span><span class="p">.</span><span class="n" style="color: #333;">ef</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">ef</span><span class="p">,</span> <span class="s" style="color: #d14;">"incorrect value of p0.ef"</span><span class="p">)</span></span>
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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">
108
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<pre style="margin: 0;">+<span id="LC108" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertEqual</span><span class="p">(</span><span class="n" style="color: #333;">p2</span><span class="p">.</span><span class="n" style="color: #333;">ef</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">ef</span><span class="p">,</span> <span class="s" style="color: #d14;">"incorrect value of p2.ef"</span><span class="p">)</span></span>
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<td class="new_line diff-line-num new" data-linenumber="109" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">
109
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<pre style="margin: 0;">+<span id="LC109" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertEqual</span><span class="p">(</span><span class="n" style="color: #333;">p1</span><span class="p">.</span><span class="n" style="color: #333;">ef</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">ef</span><span class="p">,</span> <span class="s" style="color: #d14;">"incorrect value of p1.ef"</span><span class="p">)</span></span>
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110
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<pre style="margin: 0;">+<span id="LC110" class="line" lang="python"></span>
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111
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<pre style="margin: 0;">+<span id="LC111" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;">### Check M parameter value</span></span>
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112
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<pre style="margin: 0;">+<span id="LC112" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertEqual</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">M</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">M</span><span class="p">,</span> <span class="s" style="color: #d14;">"incorrect value of p.M"</span><span class="p">)</span></span>
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<td class="new_line diff-line-num new" data-linenumber="113" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">
113
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<pre style="margin: 0;">+<span id="LC113" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertEqual</span><span class="p">(</span><span class="n" style="color: #333;">p0</span><span class="p">.</span><span class="n" style="color: #333;">M</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">M</span><span class="p">,</span> <span class="s" style="color: #d14;">"incorrect value of p0.M"</span><span class="p">)</span></span>
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<td class="new_line diff-line-num new" data-linenumber="114" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">
114
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<pre style="margin: 0;">+<span id="LC114" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertEqual</span><span class="p">(</span><span class="n" style="color: #333;">p1</span><span class="p">.</span><span class="n" style="color: #333;">M</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">M</span><span class="p">,</span> <span class="s" style="color: #d14;">"incorrect value of p1.M"</span><span class="p">)</span></span>
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<td class="new_line diff-line-num new" data-linenumber="115" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">
115
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<pre style="margin: 0;">+<span id="LC115" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertEqual</span><span class="p">(</span><span class="n" style="color: #333;">p2</span><span class="p">.</span><span class="n" style="color: #333;">M</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">M</span><span class="p">,</span> <span class="s" style="color: #d14;">"incorrect value of p2.M"</span><span class="p">)</span></span>
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116
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<pre style="margin: 0;">+<span id="LC116" class="line" lang="python"></span>
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<td class="new_line diff-line-num new" data-linenumber="117" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">
117
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<pre style="margin: 0;">+<span id="LC117" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;">### Check ef_construction parameter value</span></span>
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<td class="new_line diff-line-num new" data-linenumber="118" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">
118
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<pre style="margin: 0;">+<span id="LC118" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertEqual</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">ef_construction</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">ef_construction</span><span class="p">,</span> <span class="s" style="color: #d14;">"incorrect value of p.ef_construction"</span><span class="p">)</span></span>
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<td class="new_line diff-line-num new" data-linenumber="119" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">
119
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<pre style="margin: 0;">+<span id="LC119" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertEqual</span><span class="p">(</span><span class="n" style="color: #333;">p0</span><span class="p">.</span><span class="n" style="color: #333;">ef_construction</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">ef_construction</span><span class="p">,</span> <span class="s" style="color: #d14;">"incorrect value of p0.ef_construction"</span><span class="p">)</span></span>
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120
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<pre style="margin: 0;">+<span id="LC120" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertEqual</span><span class="p">(</span><span class="n" style="color: #333;">p1</span><span class="p">.</span><span class="n" style="color: #333;">ef_construction</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">ef_construction</span><span class="p">,</span> <span class="s" style="color: #d14;">"incorrect value of p1.ef_construction"</span><span class="p">)</span></span>
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121
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<pre style="margin: 0;">+<span id="LC121" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertEqual</span><span class="p">(</span><span class="n" style="color: #333;">p2</span><span class="p">.</span><span class="n" style="color: #333;">ef_construction</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">ef_construction</span><span class="p">,</span> <span class="s" style="color: #d14;">"incorrect value of p2.ef_construction"</span><span class="p">)</span></span>
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122
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<pre style="margin: 0;">+<span id="LC122" class="line" lang="python"></span>
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123
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<pre style="margin: 0;">+<span id="LC123" class="line" lang="python"></span>
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124
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<pre style="margin: 0;">+<span id="LC124" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">PickleUnitTests</span><span class="p">(</span><span class="n" style="color: #333;">unittest</span><span class="p">.</span><span class="n" style="color: #333;">TestCase</span><span class="p">):</span></span>
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125
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<pre style="margin: 0;">+<span id="LC125" class="line" lang="python"></span>
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126
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<pre style="margin: 0;">+<span id="LC126" class="line" lang="python"> <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">setUp</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">):</span></span>
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127
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<pre style="margin: 0;">+<span id="LC127" class="line" lang="python"></span>
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128
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<pre style="margin: 0;">+<span id="LC128" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">ef_construction</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">725</span></span>
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129
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<pre style="margin: 0;">+<span id="LC129" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">M</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">64</span></span>
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130
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<pre style="margin: 0;">+<span id="LC130" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">ef</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">725</span></span>
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131
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<pre style="margin: 0;">+<span id="LC131" class="line" lang="python"></span>
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132
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<pre style="margin: 0;">+<span id="LC132" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">num_elements</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">5000</span></span>
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133
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<pre style="margin: 0;">+<span id="LC133" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">num_test_elements</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">200</span></span>
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134
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<pre style="margin: 0;">+<span id="LC134" class="line" lang="python"></span>
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135
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<pre style="margin: 0;">+<span id="LC135" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">num_threads</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">4</span></span>
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136
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<pre style="margin: 0;">+<span id="LC136" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">k</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">25</span></span>
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137
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<pre style="margin: 0;">+<span id="LC137" class="line" lang="python"></span>
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138
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<pre style="margin: 0;">+<span id="LC138" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">label_err_thresh</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">5</span> <span class="c1" style="color: #998; font-style: italic;">### max number of missing labels allowed per test item</span></span>
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139
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<pre style="margin: 0;">+<span id="LC139" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">item_err_thresh</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">5</span> <span class="c1" style="color: #998; font-style: italic;">### max number of items allowed with incorrect labels</span></span>
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140
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<pre style="margin: 0;">+<span id="LC140" class="line" lang="python"></span>
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141
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<pre style="margin: 0;">+<span id="LC141" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">dists_err_thresh</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">50</span> <span class="c1" style="color: #998; font-style: italic;">### for two matrices, d1 and d2, dists_err_thresh controls max</span></span>
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142
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<pre style="margin: 0;">+<span id="LC142" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;">### number of value pairs that are allowed to be different in d1 and d2</span></span>
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<pre style="margin: 0;">+<span id="LC143" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;">### i.e., number of values that are (d1-d2)**2>1e-3</span></span>
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144
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<pre style="margin: 0;">+<span id="LC144" class="line" lang="python"></span>
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145
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<pre style="margin: 0;">+<span id="LC145" class="line" lang="python"> <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">test_inner_product_space</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">):</span></span>
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146
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<pre style="margin: 0;">+<span id="LC146" class="line" lang="python"> <span class="n" style="color: #333;">test_space_main</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="s" style="color: #d14;">'ip'</span><span class="p">,</span> <span class="mi" style="color: #099;">48</span><span class="p">)</span></span>
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147
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<pre style="margin: 0;">+<span id="LC147" class="line" lang="python"></span>
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148
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<pre style="margin: 0;">+<span id="LC148" class="line" lang="python"> <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">test_l2_space</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">):</span></span>
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149
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<pre style="margin: 0;">+<span id="LC149" class="line" lang="python"> <span class="n" style="color: #333;">test_space_main</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="s" style="color: #d14;">'l2'</span><span class="p">,</span> <span class="mi" style="color: #099;">153</span><span class="p">)</span></span>
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150
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<pre style="margin: 0;">+<span id="LC150" class="line" lang="python"></span>
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151
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<pre style="margin: 0;">+<span id="LC151" class="line" lang="python"> <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">test_cosine_space</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">):</span></span>
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152
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<pre style="margin: 0;">+<span id="LC152" class="line" lang="python"> <span class="n" style="color: #333;">test_space_main</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="s" style="color: #d14;">'cosine'</span><span class="p">,</span> <span class="mi" style="color: #099;">512</span><span class="p">)</span></span></pre>
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<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#d9840fb0486bbf3d2921543da756697d727430a8"><strong>python_bindings/tests/bindings_test_resize.py</strong></a>
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<pre style="margin: 0;"> <span id="LC1" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">unittest</span></span>
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<pre style="margin: 0;"> <span id="LC2" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC3" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>
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<pre style="margin: 0;">+<span id="LC4" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC5" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">hnswlib</span></span>
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<pre style="margin: 0;">+<span id="LC6" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC7" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC8" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">RandomSelfTestCase</span><span class="p">(</span><span class="n" style="color: #333;">unittest</span><span class="p">.</span><span class="n" style="color: #333;">TestCase</span><span class="p">):</span></span>
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<pre style="margin: 0;"> <span id="LC9" class="line" lang="python"> <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">testRandomSelf</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">):</span></span>
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<pre style="margin: 0;"> <span id="LC10" class="line" lang="python"> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">idx</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;">16</span><span class="p">):</span></span>
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7
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11
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<pre style="margin: 0;"> <span id="LC11" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">**** Index resize test ****</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">"</span><span class="p">)</span></span>
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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;">hnswlib</span></span>
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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;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>
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<pre style="margin: 0;">+<span id="LC12" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC13" class="line" lang="python"> <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;">seed</span><span class="p">(</span><span class="n" style="color: #333;">idx</span><span class="p">)</span></span>
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<pre style="margin: 0;"> <span id="LC14" class="line" lang="python"> <span class="n" style="color: #333;">dim</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">16</span></span>
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<pre style="margin: 0;"> <span id="LC15" class="line" lang="python"> <span class="n" style="color: #333;">num_elements</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">10000</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">@@ -25,7 +28,7 @@ class RandomSelfTestCase(unittest.TestCase):</td>
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<pre style="margin: 0;"> <span id="LC28" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># M - is tightly connected with internal dimensionality of the data</span></span>
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<pre style="margin: 0;"> <span id="LC29" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># stronlgy affects the memory consumption</span></span>
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<pre style="margin: 0;"> <span id="LC30" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC28" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">init_index</span><span class="p">(</span><span class="n" style="color: #333;">max_elements</span><span class="idiff left"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff"> </span><span class="n" style="color: #333;">num_elements</span><span class="o" style="font-weight: 600;">//</span><span class="mi" style="color: #099;">2</span><span class="p">,</span> <span class="n" style="color: #333;">ef_construction</span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff"> </span><span class="mi" style="color: #099;">100</span><span class="p">,</span> <span class="n" style="color: #333;">M</span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff right"> </span><span class="mi" style="color: #099;">16</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC31" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">init_index</span><span class="p">(</span><span class="n" style="color: #333;">max_elements</span><span class="o" style="font-weight: 600;"><span class="idiff left">=</span></span><span class="n" style="color: #333;">num_elements</span><span class="o" style="font-weight: 600;">//</span><span class="mi" style="color: #099;">2</span><span class="p">,</span> <span class="n" style="color: #333;">ef_construction</span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="mi" style="color: #099;">100</span><span class="p">,</span> <span class="n" style="color: #333;">M</span><span class="o" style="font-weight: 600;"><span class="idiff right">=</span></span><span class="mi" style="color: #099;">16</span><span class="p">)</span></span>
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<pre style="margin: 0;"> <span id="LC32" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC33" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Controlling the recall by setting ef:</span></span>
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<pre style="margin: 0;"> <span id="LC34" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># higher ef leads to better accuracy, but slower search</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">@@ -43,20 +46,18 @@ class RandomSelfTestCase(unittest.TestCase):</td>
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<pre style="margin: 0;"> <span id="LC46" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Query the elements for themselves and measure recall:</span></span>
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<pre style="margin: 0;"> <span id="LC47" class="line" lang="python"> <span class="n" style="color: #333;">labels</span><span class="p">,</span> <span class="n" style="color: #333;">distances</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">knn_query</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">,</span> <span class="n" style="color: #333;">k</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></span>
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<pre style="margin: 0;"> <span id="LC48" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC46" class="line" lang="python"> <span class="n" style="color: #333;">items</span><span class="o" style="font-weight: 600;"><span class="idiff left right">=</span></span><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">get_items</span><span class="p">(</span><span class="nb" style="color: #0086b3;">list</span><span class="p">(</span><span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">))))</span></span>
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<pre style="margin: 0;">+<span id="LC49" class="line" lang="python"> <span class="n" style="color: #333;">items</span><span class="idiff left"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff right"> </span><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">get_items</span><span class="p">(</span><span class="nb" style="color: #0086b3;">list</span><span class="p">(</span><span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">))))</span></span>
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<pre style="margin: 0;"> <span id="LC50" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC51" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Check the recall:</span></span>
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<pre style="margin: 0;">-<span id="LC49" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">mean</span><span class="p">(</span><span class="n" style="color: #333;">labels</span><span class="p">.</span><span class="n" style="color: #333;">reshape</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="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">arange</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">))),</span><span class="mf" style="color: #099;">1.0</span><span class="p">,</span><span class="mi" style="color: #099;">3</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC52" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">mean</span><span class="p">(</span><span class="n" style="color: #333;">labels</span><span class="p">.</span><span class="n" style="color: #333;">reshape</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="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">arange</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">))),</span><span class="idiff left"> </span><span class="mf" style="color: #099;">1.0</span><span class="p">,</span><span class="idiff right"> </span><span class="mi" style="color: #099;">3</span><span class="p">)</span></span>
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<pre style="margin: 0;"> <span id="LC53" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC54" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Check that the returned element data is correct:</span></span>
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<pre style="margin: 0;">-<span id="LC52" class="line" lang="python"> <span class="n" style="color: #333;">diff_with_gt_labels</span><span class="o" style="font-weight: 600;"><span class="idiff left right">=</span></span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="nb" style="color: #0086b3;">max</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;">data1</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">items</span><span class="p">))</span></span>
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<pre style="margin: 0;">-<span id="LC53" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">diff_with_gt_labels</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="n" style="color: #333;">delta</span><span class="idiff left"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff right"> </span><span class="mf" style="color: #099;">1e-4</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC55" class="line" lang="python"> <span class="n" style="color: #333;">diff_with_gt_labels</span><span class="idiff left"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff right"> </span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="nb" style="color: #0086b3;">max</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;">data1</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">items</span><span class="p">))</span></span>
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<pre style="margin: 0;">+<span id="LC56" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">diff_with_gt_labels</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="n" style="color: #333;">delta</span><span class="o" style="font-weight: 600;"><span class="idiff left right">=</span></span><span class="mf" style="color: #099;">1e-4</span><span class="p">)</span></span>
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<pre style="margin: 0;"> <span id="LC57" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC58" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"Resizing the index"</span><span class="p">)</span></span>
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<pre style="margin: 0;"> <span id="LC59" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">resize_index</span><span class="p">(</span><span class="n" style="color: #333;">num_elements</span><span class="p">)</span></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="LC58" class="line" lang="python"></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="LC61" class="line" lang="python"> <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"Adding the second batch of %d elements"</span> <span class="o" style="font-weight: 600;">%</span> <span class="p">(</span><span class="nb" style="color: #0086b3;">len</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="LC62" class="line" lang="python"> <span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">add_items</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="LC63" class="line" lang="python"></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">@@ -65,18 +66,12 @@ class RandomSelfTestCase(unittest.TestCase):</td>
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<pre style="margin: 0;"> <span id="LC66" class="line" lang="python"> <span class="n" style="color: #333;">items</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">get_items</span><span class="p">(</span><span class="nb" style="color: #0086b3;">list</span><span class="p">(</span><span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">num_elements</span><span class="p">)))</span></span>
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<pre style="margin: 0;"> <span id="LC67" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC68" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Check the recall:</span></span>
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<pre style="margin: 0;">-<span id="LC68" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">mean</span><span class="p">(</span><span class="n" style="color: #333;">labels</span><span class="p">.</span><span class="n" style="color: #333;">reshape</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="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">arange</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">))),</span><span class="mf" style="color: #099;">1.0</span><span class="p">,</span><span class="mi" style="color: #099;">3</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC69" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">mean</span><span class="p">(</span><span class="n" style="color: #333;">labels</span><span class="p">.</span><span class="n" style="color: #333;">reshape</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="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">arange</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">))),</span><span class="idiff left"> </span><span class="mf" style="color: #099;">1.0</span><span class="p">,</span><span class="idiff right"> </span><span class="mi" style="color: #099;">3</span><span class="p">)</span></span>
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<pre style="margin: 0;"> <span id="LC70" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC71" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Check that the returned element data is correct:</span></span>
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<pre style="margin: 0;"> <span id="LC72" class="line" lang="python"> <span class="n" style="color: #333;">diff_with_gt_labels</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;">max</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;">data</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">items</span><span class="p">))</span></span>
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<pre style="margin: 0;">-<span id="LC72" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">diff_with_gt_labels</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="n" style="color: #333;">delta</span><span class="idiff left"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff right"> </span><span class="mf" style="color: #099;">1e-4</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC73" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertAlmostEqual</span><span class="p">(</span><span class="n" style="color: #333;">diff_with_gt_labels</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="n" style="color: #333;">delta</span><span class="o" style="font-weight: 600;"><span class="idiff left right">=</span></span><span class="mf" style="color: #099;">1e-4</span><span class="p">)</span></span>
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<pre style="margin: 0;"> <span id="LC74" class="line" lang="python"></span>
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<pre style="margin: 0;"> <span id="LC75" class="line" lang="python"> <span class="c1" style="color: #998; font-style: italic;"># Checking that all labels are returned correcly:</span></span>
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<pre style="margin: 0;"> <span id="LC76" class="line" lang="python"> <span class="n" style="color: #333;">sorted_labels</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">sorted</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">get_ids_list</span><span class="p">())</span></span>
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<pre style="margin: 0;">-<span id="LC76" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertEqual</span><span class="p">(</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="o" style="font-weight: 600;">~</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">asarray</span><span class="p">(</span><span class="n" style="color: #333;">sorted_labels</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;">asarray</span><span class="p">(</span><span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">num_elements</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="LC77" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC78" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC79" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC80" class="line" lang="python"></span>
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<pre style="margin: 0;">-<span id="LC81" class="line" lang="python"><span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">__name__</span> <span class="o" style="font-weight: 600;">==</span> <span class="s" style="color: #d14;">"__main__"</span><span class="p">:</span></span>
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<pre style="margin: 0;">-<span id="LC82" class="line" lang="python"> <span class="n" style="color: #333;">unittest</span><span class="p">.</span><span class="n" style="color: #333;">main</span><span class="p">()</span></span></pre>
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<pre style="margin: 0;">+<span id="LC77" class="line" lang="python"> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">assertEqual</span><span class="p">(</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="o" style="font-weight: 600;">~</span><span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">asarray</span><span class="p">(</span><span class="n" style="color: #333;">sorted_labels</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;">asarray</span><span class="p">(</span><span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">num_elements</span><span class="p">))),</span> <span class="mi" style="color: #099;">0</span><span class="p">)</span></span></pre>
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<li id="8e2edce0d507e1297474f25c00cae94258db38d8">
<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#8e2edce0d507e1297474f25c00cae94258db38d8"><strong>setup.py</strong></a>
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<pre style="margin: 0;">+<span id="LC1" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">os</span></span>
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<pre style="margin: 0;">+<span id="LC2" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">sys</span></span>
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<pre style="margin: 0;">+<span id="LC3" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC4" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>
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<pre style="margin: 0;">+<span id="LC5" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">pybind11</span></span>
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<pre style="margin: 0;">+<span id="LC6" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">setuptools</span></span>
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<pre style="margin: 0;">+<span id="LC7" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">setuptools</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">Extension</span><span class="p">,</span> <span class="n" style="color: #333;">setup</span></span>
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<pre style="margin: 0;">+<span id="LC8" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">setuptools.command.build_ext</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">build_ext</span></span>
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<pre style="margin: 0;">+<span id="LC9" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC10" class="line" lang="python"><span class="n" style="color: #333;">__version__</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">'0.5.0'</span></span>
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<pre style="margin: 0;">+<span id="LC11" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC12" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC13" class="line" lang="python"><span class="n" style="color: #333;">include_dirs</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span></span>
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<pre style="margin: 0;">+<span id="LC14" class="line" lang="python"> <span class="n" style="color: #333;">pybind11</span><span class="p">.</span><span class="n" style="color: #333;">get_include</span><span class="p">(),</span></span>
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<pre style="margin: 0;">+<span id="LC15" class="line" lang="python"> <span class="n" style="color: #333;">np</span><span class="p">.</span><span class="n" style="color: #333;">get_include</span><span class="p">(),</span></span>
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<pre style="margin: 0;">+<span id="LC16" class="line" lang="python"><span class="p">]</span></span>
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<pre style="margin: 0;">+<span id="LC17" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC18" class="line" lang="python"><span class="c1" style="color: #998; font-style: italic;"># compatibility when run in python_bindings</span></span>
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<pre style="margin: 0;">+<span id="LC19" class="line" lang="python"><span class="n" style="color: #333;">bindings_dir</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">'python_bindings'</span></span>
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<pre style="margin: 0;">+<span id="LC20" class="line" lang="python"><span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">bindings_dir</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">os</span><span class="p">.</span><span class="n" style="color: #333;">path</span><span class="p">.</span><span class="n" style="color: #333;">basename</span><span class="p">(</span><span class="n" style="color: #333;">os</span><span class="p">.</span><span class="n" style="color: #333;">getcwd</span><span class="p">()):</span></span>
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<pre style="margin: 0;">+<span id="LC21" class="line" lang="python"> <span class="n" style="color: #333;">source_files</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="s" style="color: #d14;">'./bindings.cpp'</span><span class="p">]</span></span>
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<pre style="margin: 0;">+<span id="LC22" class="line" lang="python"> <span class="n" style="color: #333;">include_dirs</span><span class="p">.</span><span class="n" style="color: #333;">extend</span><span class="p">([</span><span class="s" style="color: #d14;">'../hnswlib/'</span><span class="p">])</span></span>
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<pre style="margin: 0;">+<span id="LC23" 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="LC24" class="line" lang="python"> <span class="n" style="color: #333;">source_files</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="s" style="color: #d14;">'./python_bindings/bindings.cpp'</span><span class="p">]</span></span>
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<pre style="margin: 0;">+<span id="LC25" class="line" lang="python"> <span class="n" style="color: #333;">include_dirs</span><span class="p">.</span><span class="n" style="color: #333;">extend</span><span class="p">([</span><span class="s" style="color: #d14;">'./hnswlib/'</span><span class="p">])</span></span>
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<pre style="margin: 0;">+<span id="LC28" class="line" lang="python"><span class="n" style="color: #333;">libraries</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>
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<pre style="margin: 0;">+<span id="LC29" class="line" lang="python"><span class="n" style="color: #333;">extra_objects</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>
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<pre style="margin: 0;">+<span id="LC32" class="line" lang="python"><span class="n" style="color: #333;">ext_modules</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span></span>
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<pre style="margin: 0;">+<span id="LC33" class="line" lang="python"> <span class="n" style="color: #333;">Extension</span><span class="p">(</span></span>
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<pre style="margin: 0;">+<span id="LC34" class="line" lang="python"> <span class="s" style="color: #d14;">'hnswlib'</span><span class="p">,</span></span>
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<pre style="margin: 0;">+<span id="LC35" class="line" lang="python"> <span class="n" style="color: #333;">source_files</span><span class="p">,</span></span>
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<pre style="margin: 0;">+<span id="LC36" class="line" lang="python"> <span class="n" style="color: #333;">include_dirs</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">include_dirs</span><span class="p">,</span></span>
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<pre style="margin: 0;">+<span id="LC37" class="line" lang="python"> <span class="n" style="color: #333;">libraries</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">libraries</span><span class="p">,</span></span>
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<pre style="margin: 0;">+<span id="LC38" class="line" lang="python"> <span class="n" style="color: #333;">language</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="LC39" class="line" lang="python"> <span class="n" style="color: #333;">extra_objects</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">extra_objects</span><span class="p">,</span></span>
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<pre style="margin: 0;">+<span id="LC40" class="line" lang="python"> <span class="p">),</span></span>
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<pre style="margin: 0;">+<span id="LC41" class="line" lang="python"><span class="p">]</span></span>
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<pre style="margin: 0;">+<span id="LC44" class="line" lang="python"><span class="c1" style="color: #998; font-style: italic;"># As of Python 3.6, CCompiler has a `has_flag` method.</span></span>
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<pre style="margin: 0;">+<span id="LC45" class="line" lang="python"><span class="c1" style="color: #998; font-style: italic;"># cf http://bugs.python.org/issue26689</span></span>
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<pre style="margin: 0;">+<span id="LC46" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">has_flag</span><span class="p">(</span><span class="n" style="color: #333;">compiler</span><span class="p">,</span> <span class="n" style="color: #333;">flagname</span><span class="p">):</span></span>
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<pre style="margin: 0;">+<span id="LC47" class="line" lang="python"> <span class="s" style="color: #d14;">"""Return a boolean indicating whether a flag name is supported on</span></span>
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<pre style="margin: 0;">+<span id="LC48" class="line" lang="python"><span class="s" style="color: #d14;"> the specified compiler.</span></span>
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<pre style="margin: 0;">+<span id="LC49" class="line" lang="python"><span class="s" style="color: #d14;"> """</span></span>
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<pre style="margin: 0;">+<span id="LC50" class="line" lang="python"> <span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">tempfile</span></span>
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<pre style="margin: 0;">+<span id="LC51" class="line" lang="python"> <span class="k" style="font-weight: 600;">with</span> <span class="n" style="color: #333;">tempfile</span><span class="p">.</span><span class="n" style="color: #333;">NamedTemporaryFile</span><span class="p">(</span><span class="s" style="color: #d14;">'w'</span><span class="p">,</span> <span class="n" style="color: #333;">suffix</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'.cpp'</span><span class="p">)</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">f</span><span class="p">:</span></span>
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<pre style="margin: 0;">+<span id="LC52" class="line" lang="python"> <span class="n" style="color: #333;">f</span><span class="p">.</span><span class="n" style="color: #333;">write</span><span class="p">(</span><span class="s" style="color: #d14;">'int main (int argc, char **argv) { return 0; }'</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC53" class="line" lang="python"> <span class="k" style="font-weight: 600;">try</span><span class="p">:</span></span>
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<pre style="margin: 0;">+<span id="LC54" class="line" lang="python"> <span class="n" style="color: #333;">compiler</span><span class="p">.</span><span class="nb" style="color: #0086b3;">compile</span><span class="p">([</span><span class="n" style="color: #333;">f</span><span class="p">.</span><span class="n" style="color: #333;">name</span><span class="p">],</span> <span class="n" style="color: #333;">extra_postargs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="n" style="color: #333;">flagname</span><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;">except</span> <span class="n" style="color: #333;">setuptools</span><span class="p">.</span><span class="n" style="color: #333;">distutils</span><span class="p">.</span><span class="n" style="color: #333;">errors</span><span class="p">.</span><span class="n" style="color: #333;">CompileError</span><span class="p">:</span></span>
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<pre style="margin: 0;">+<span id="LC56" class="line" lang="python"> <span class="k" style="font-weight: 600;">return</span> <span class="bp" style="color: #999;">False</span></span>
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<pre style="margin: 0;">+<span id="LC57" class="line" lang="python"> <span class="k" style="font-weight: 600;">return</span> <span class="bp" style="color: #999;">True</span></span>
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<pre style="margin: 0;">+<span id="LC58" class="line" lang="python"></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 class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">cpp_flag</span><span class="p">(</span><span class="n" style="color: #333;">compiler</span><span class="p">):</span></span>
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<pre style="margin: 0;">+<span id="LC61" class="line" lang="python"> <span class="s" style="color: #d14;">"""Return the -std=c++[11/14] compiler flag.</span></span>
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<pre style="margin: 0;">+<span id="LC62" class="line" lang="python"><span class="s" style="color: #d14;"> The c++14 is prefered over c++11 (when it is available).</span></span>
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63
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<pre style="margin: 0;">+<span id="LC63" class="line" lang="python"><span class="s" style="color: #d14;"> """</span></span>
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<pre style="margin: 0;">+<span id="LC64" class="line" lang="python"> <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">has_flag</span><span class="p">(</span><span class="n" style="color: #333;">compiler</span><span class="p">,</span> <span class="s" style="color: #d14;">'-std=c++14'</span><span class="p">):</span></span>
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<pre style="margin: 0;">+<span id="LC65" class="line" lang="python"> <span class="k" style="font-weight: 600;">return</span> <span class="s" style="color: #d14;">'-std=c++14'</span></span>
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66
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<pre style="margin: 0;">+<span id="LC66" class="line" lang="python"> <span class="k" style="font-weight: 600;">elif</span> <span class="n" style="color: #333;">has_flag</span><span class="p">(</span><span class="n" style="color: #333;">compiler</span><span class="p">,</span> <span class="s" style="color: #d14;">'-std=c++11'</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;">return</span> <span class="s" style="color: #d14;">'-std=c++11'</span></span>
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68
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<pre style="margin: 0;">+<span id="LC68" class="line" lang="python"> <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>
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69
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<pre style="margin: 0;">+<span id="LC69" class="line" lang="python"> <span class="k" style="font-weight: 600;">raise</span> <span class="nb" style="color: #0086b3;">RuntimeError</span><span class="p">(</span><span class="s" style="color: #d14;">'Unsupported compiler -- at least C++11 support '</span></span>
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<pre style="margin: 0;">+<span id="LC70" class="line" lang="python"> <span class="s" style="color: #d14;">'is needed!'</span><span class="p">)</span></span>
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<pre style="margin: 0;">+<span id="LC71" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC72" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC73" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">BuildExt</span><span class="p">(</span><span class="n" style="color: #333;">build_ext</span><span class="p">):</span></span>
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<pre style="margin: 0;">+<span id="LC74" class="line" lang="python"> <span class="s" style="color: #d14;">"""A custom build extension for adding compiler-specific options."""</span></span>
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<pre style="margin: 0;">+<span id="LC75" class="line" lang="python"> <span class="n" style="color: #333;">c_opts</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC76" class="line" lang="python"> <span class="s" style="color: #d14;">'msvc'</span><span class="p">:</span> <span class="p">[</span><span class="s" style="color: #d14;">'/EHsc'</span><span class="p">,</span> <span class="s" style="color: #d14;">'/openmp'</span><span class="p">,</span> <span class="s" style="color: #d14;">'/O2'</span><span class="p">],</span></span>
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<pre style="margin: 0;">+<span id="LC77" class="line" lang="python"> <span class="s" style="color: #d14;">'unix'</span><span class="p">:</span> <span class="p">[</span><span class="s" style="color: #d14;">'-O3'</span><span class="p">,</span> <span class="s" style="color: #d14;">'-march=native'</span><span class="p">],</span> <span class="c1" style="color: #998; font-style: italic;"># , '-w'</span></span>
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<pre style="margin: 0;">+<span id="LC78" class="line" lang="python"> <span class="p">}</span></span>
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<pre style="margin: 0;">+<span id="LC79" class="line" lang="python"> <span class="n" style="color: #333;">link_opts</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">{</span></span>
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<pre style="margin: 0;">+<span id="LC80" class="line" lang="python"> <span class="s" style="color: #d14;">'unix'</span><span class="p">:</span> <span class="p">[],</span></span>
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<pre style="margin: 0;">+<span id="LC81" class="line" lang="python"> <span class="s" style="color: #d14;">'msvc'</span><span class="p">:</span> <span class="p">[],</span></span>
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<pre style="margin: 0;">+<span id="LC82" class="line" lang="python"> <span class="p">}</span></span>
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83
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<pre style="margin: 0;">+<span id="LC83" class="line" lang="python"></span>
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84
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<pre style="margin: 0;">+<span id="LC84" class="line" lang="python"> <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">sys</span><span class="p">.</span><span class="n" style="color: #333;">platform</span> <span class="o" style="font-weight: 600;">==</span> <span class="s" style="color: #d14;">'darwin'</span><span class="p">:</span></span>
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85
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<pre style="margin: 0;">+<span id="LC85" class="line" lang="python"> <span class="n" style="color: #333;">c_opts</span><span class="p">[</span><span class="s" style="color: #d14;">'unix'</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+=</span> <span class="p">[</span><span class="s" style="color: #d14;">'-stdlib=libc++'</span><span class="p">,</span> <span class="s" style="color: #d14;">'-mmacosx-version-min=10.7'</span><span class="p">]</span></span>
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86
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<pre style="margin: 0;">+<span id="LC86" class="line" lang="python"> <span class="n" style="color: #333;">link_opts</span><span class="p">[</span><span class="s" style="color: #d14;">'unix'</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+=</span> <span class="p">[</span><span class="s" style="color: #d14;">'-stdlib=libc++'</span><span class="p">,</span> <span class="s" style="color: #d14;">'-mmacosx-version-min=10.7'</span><span class="p">]</span></span>
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87
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<pre style="margin: 0;">+<span id="LC87" class="line" lang="python"> <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>
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88
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<pre style="margin: 0;">+<span id="LC88" class="line" lang="python"> <span class="n" style="color: #333;">c_opts</span><span class="p">[</span><span class="s" style="color: #d14;">'unix'</span><span class="p">].</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="s" style="color: #d14;">"-fopenmp"</span><span class="p">)</span></span>
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89
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<pre style="margin: 0;">+<span id="LC89" class="line" lang="python"> <span class="n" style="color: #333;">link_opts</span><span class="p">[</span><span class="s" style="color: #d14;">'unix'</span><span class="p">].</span><span class="n" style="color: #333;">extend</span><span class="p">([</span><span class="s" style="color: #d14;">'-fopenmp'</span><span class="p">,</span> <span class="s" style="color: #d14;">'-pthread'</span><span class="p">])</span></span>
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<pre style="margin: 0;">+<span id="LC90" class="line" lang="python"></span>
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<pre style="margin: 0;">+<span id="LC91" class="line" lang="python"> <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">build_extensions</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">):</span></span>
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<pre style="margin: 0;">+<span id="LC92" class="line" lang="python"> <span class="n" style="color: #333;">ct</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;">compiler</span><span class="p">.</span><span class="n" style="color: #333;">compiler_type</span></span>
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<pre style="margin: 0;">+<span id="LC93" class="line" lang="python"> <span class="n" style="color: #333;">opts</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;">c_opts</span><span class="p">.</span><span class="n" style="color: #333;">get</span><span class="p">(</span><span class="n" style="color: #333;">ct</span><span class="p">,</span> <span class="p">[])</span></span>
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94
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<pre style="margin: 0;">+<span id="LC94" class="line" lang="python"> <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">ct</span> <span class="o" style="font-weight: 600;">==</span> <span class="s" style="color: #d14;">'unix'</span><span class="p">:</span></span>
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95
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<pre style="margin: 0;">+<span id="LC95" class="line" lang="python"> <span class="n" style="color: #333;">opts</span><span class="p">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="s" style="color: #d14;">'-DVERSION_INFO="%s"'</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;">distribution</span><span class="p">.</span><span class="n" style="color: #333;">get_version</span><span class="p">())</span></span>
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96
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<pre style="margin: 0;">+<span id="LC96" class="line" lang="python"> <span class="n" style="color: #333;">opts</span><span class="p">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">cpp_flag</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">compiler</span><span class="p">))</span></span>
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97
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<pre style="margin: 0;">+<span id="LC97" class="line" lang="python"> <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">has_flag</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">compiler</span><span class="p">,</span> <span class="s" style="color: #d14;">'-fvisibility=hidden'</span><span class="p">):</span></span>
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98
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<pre style="margin: 0;">+<span id="LC98" class="line" lang="python"> <span class="n" style="color: #333;">opts</span><span class="p">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="s" style="color: #d14;">'-fvisibility=hidden'</span><span class="p">)</span></span>
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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;">ct</span> <span class="o" style="font-weight: 600;">==</span> <span class="s" style="color: #d14;">'msvc'</span><span class="p">:</span></span>
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100
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<pre style="margin: 0;">+<span id="LC100" class="line" lang="python"> <span class="n" style="color: #333;">opts</span><span class="p">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="s" style="color: #d14;">'/DVERSION_INFO=</span><span class="se" style="color: #d14;">\\</span><span class="s" style="color: #d14;">"%s</span><span class="se" style="color: #d14;">\\</span><span class="s" style="color: #d14;">"'</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;">distribution</span><span class="p">.</span><span class="n" style="color: #333;">get_version</span><span class="p">())</span></span>
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<pre style="margin: 0;">+<span id="LC101" class="line" lang="python"></span>
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102
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<pre style="margin: 0;">+<span id="LC102" class="line" lang="python"> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">ext</span> <span class="ow" style="font-weight: 600;">in</span> <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">extensions</span><span class="p">:</span></span>
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103
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<pre style="margin: 0;">+<span id="LC103" class="line" lang="python"> <span class="n" style="color: #333;">ext</span><span class="p">.</span><span class="n" style="color: #333;">extra_compile_args</span><span class="p">.</span><span class="n" style="color: #333;">extend</span><span class="p">(</span><span class="n" style="color: #333;">opts</span><span class="p">)</span></span>
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104
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<pre style="margin: 0;">+<span id="LC104" class="line" lang="python"> <span class="n" style="color: #333;">ext</span><span class="p">.</span><span class="n" style="color: #333;">extra_link_args</span><span class="p">.</span><span class="n" style="color: #333;">extend</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">link_opts</span><span class="p">.</span><span class="n" style="color: #333;">get</span><span class="p">(</span><span class="n" style="color: #333;">ct</span><span class="p">,</span> <span class="p">[]))</span></span>
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105
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<pre style="margin: 0;">+<span id="LC105" class="line" lang="python"></span>
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106
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<pre style="margin: 0;">+<span id="LC106" class="line" lang="python"> <span class="n" style="color: #333;">build_ext</span><span class="p">.</span><span class="n" style="color: #333;">build_extensions</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">)</span></span>
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107
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<pre style="margin: 0;">+<span id="LC107" class="line" lang="python"></span>
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108
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<pre style="margin: 0;">+<span id="LC108" class="line" lang="python"></span>
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109
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<pre style="margin: 0;">+<span id="LC109" class="line" lang="python"><span class="n" style="color: #333;">setup</span><span class="p">(</span></span>
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110
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<pre style="margin: 0;">+<span id="LC110" class="line" lang="python"> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'hnswlib'</span><span class="p">,</span></span>
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111
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<pre style="margin: 0;">+<span id="LC111" class="line" lang="python"> <span class="n" style="color: #333;">version</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">__version__</span><span class="p">,</span></span>
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112
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<pre style="margin: 0;">+<span id="LC112" class="line" lang="python"> <span class="n" style="color: #333;">description</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'hnswlib'</span><span class="p">,</span></span>
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<pre style="margin: 0;">+<span id="LC113" class="line" lang="python"> <span class="n" style="color: #333;">author</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'Yury Malkov and others'</span><span class="p">,</span></span>
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<pre style="margin: 0;">+<span id="LC114" class="line" lang="python"> <span class="n" style="color: #333;">url</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'https://github.com/yurymalkov/hnsw'</span><span class="p">,</span></span>
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<pre style="margin: 0;">+<span id="LC115" class="line" lang="python"> <span class="n" style="color: #333;">long_description</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"""hnsw"""</span><span class="p">,</span></span>
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<pre style="margin: 0;">+<span id="LC116" class="line" lang="python"> <span class="n" style="color: #333;">ext_modules</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">ext_modules</span><span class="p">,</span></span>
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<pre style="margin: 0;">+<span id="LC117" class="line" lang="python"> <span class="n" style="color: #333;">install_requires</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="s" style="color: #d14;">'numpy'</span><span class="p">],</span></span>
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<pre style="margin: 0;">+<span id="LC118" class="line" lang="python"> <span class="n" style="color: #333;">cmdclass</span><span class="o" style="font-weight: 600;">=</span><span class="p">{</span><span class="s" style="color: #d14;">'build_ext'</span><span class="p">:</span> <span class="n" style="color: #333;">BuildExt</span><span class="p">},</span></span>
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<pre style="margin: 0;">+<span id="LC119" class="line" lang="python"> <span class="n" style="color: #333;">zip_safe</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">False</span><span class="p">,</span></span>
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<pre style="margin: 0;">+<span id="LC120" class="line" lang="python"><span class="p">)</span></span></pre>
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<a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790#87723e1592961fa47d3919691940b0709a265288"><strong>sift_1b.cpp</strong></a>
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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">@@ -242,11 +242,11 @@ void sift_test1B() {</td>
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<pre style="margin: 0;"> <span id="LC242" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">size_t</span> <span class="n" style="color: #333;">vecdim</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">128</span><span class="p">;</span></span>
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<pre style="margin: 0;"> <span id="LC243" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">char</span> <span class="n" style="color: #333;">path_index</span><span class="p">[</span><span class="mi" style="color: #099;">1024</span><span class="p">];</span></span>
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<pre style="margin: 0;"> <span id="LC244" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">char</span> <span class="n" style="color: #333;">path_gt</span><span class="p">[</span><span class="mi" style="color: #099;">1024</span><span class="p">];</span></span>
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<pre style="margin: 0;">-<span id="LC245" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">char</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">path_q</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">"bigann/bigann_query.bvecs"</span><span class="p">;</span></span>
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<pre style="margin: 0;">-<span id="LC246" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">char</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">path_data</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">"bigann/bigann_base.bvecs"</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC245" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">char</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">path_q</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">"<span class="idiff left right">../</span>bigann/bigann_query.bvecs"</span><span class="p">;</span></span>
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<pre style="margin: 0;">+<span id="LC246" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">char</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">path_data</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">"<span class="idiff left right">../</span>bigann/bigann_base.bvecs"</span><span class="p">;</span></span>
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<pre style="margin: 0;"> <span id="LC247" class="line" lang="cpp"> <span class="n" style="color: #333;">sprintf</span><span class="p">(</span><span class="n" style="color: #333;">path_index</span><span class="p">,</span> <span class="s" style="color: #d14;">"sift1b_%dm_ef_%d_M_%d.bin"</span><span class="p">,</span> <span class="n" style="color: #333;">subset_size_milllions</span><span class="p">,</span> <span class="n" style="color: #333;">efConstruction</span><span class="p">,</span> <span class="n" style="color: #333;">M</span><span class="p">);</span></span>
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<pre style="margin: 0;"> <span id="LC248" class="line" lang="cpp"></span>
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<pre style="margin: 0;">-<span id="LC249" class="line" lang="cpp"> <span class="n" style="color: #333;">sprintf</span><span class="p">(</span><span class="n" style="color: #333;">path_gt</span><span class="p">,</span> <span class="s" style="color: #d14;">"bigann/gnd/idx_%dM.ivecs"</span><span class="p">,</span> <span class="n" style="color: #333;">subset_size_milllions</span><span class="p">);</span></span>
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<pre style="margin: 0;">+<span id="LC249" class="line" lang="cpp"> <span class="n" style="color: #333;">sprintf</span><span class="p">(</span><span class="n" style="color: #333;">path_gt</span><span class="p">,</span> <span class="s" style="color: #d14;">"<span class="idiff left right">../</span>bigann/gnd/idx_%dM.ivecs"</span><span class="p">,</span> <span class="n" style="color: #333;">subset_size_milllions</span><span class="p">);</span></span>
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<pre style="margin: 0;"> <span id="LC250" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC251" class="line" lang="cpp"></span>
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<pre style="margin: 0;"> <span id="LC252" class="line" lang="cpp"> <span class="kt" style="color: #458; font-weight: 600;">unsigned</span> <span class="kt" style="color: #458; font-weight: 600;">char</span> <span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">massb</span> <span class="o" style="font-weight: 600;">=</span> <span class="k" style="font-weight: 600;">new</span> <span class="kt" style="color: #458; font-weight: 600;">unsigned</span> <span class="kt" style="color: #458; font-weight: 600;">char</span><span class="p">[</span><span class="n" style="color: #333;">vecdim</span><span class="p">];</span></span>
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