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GitLab

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<h3>

Nilesh Patra pushed to branch master

at <a href="https://salsa.debian.org/med-team/hnswlib">Debian Med / hnswlib</a>

</h3>

<h4>

Commits:

</h4>

<ul>

<li>

<strong><a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8725d40f536b4bcfbeac0e5aa79e31e0e6a6e790">8725d40f</a></strong>

<div>

<span>by Nilesh Patra</span>

<i>at 2021-04-20T17:23:38+05:30</i>

</div>

<pre class="commit-message" style="white-space: pre-wrap; margin: 0;">New upstream version 0.5.0</pre>

</li>

<li>

<strong><a href="https://salsa.debian.org/med-team/hnswlib/-/commit/8beff38dcf4897e59e0275df2a79a4cdaf1db1d6">8beff38d</a></strong>

<div>

<span>by Nilesh Patra</span>

<i>at 2021-08-08T16:42:09+05:30</i>

</div>

<pre class="commit-message" style="white-space: pre-wrap; margin: 0;">New upstream version 0.5.2</pre>

</li>

<li>

<strong><a href="https://salsa.debian.org/med-team/hnswlib/-/commit/be4bff5d456ff1cfc3acc54e0cb8526a90a2276b">be4bff5d</a></strong>

<div>

<span>by Nilesh Patra</span>

<i>at 2021-08-08T16:42:10+05:30</i>

</div>

<pre class="commit-message" style="white-space: pre-wrap; margin: 0;">Update upstream source from tag 'upstream/0.5.2'

Update to upstream version '0.5.2'

with Debian dir e720d68f7b1911c20e29de6d9e4a02c59433f796</pre>

</li>

<li>

<strong><a href="https://salsa.debian.org/med-team/hnswlib/-/commit/848633a711ba860192ccd6accdbc6469bffb3434">848633a7</a></strong>

<div>

<span>by Nilesh Patra</span>

<i>at 2021-08-08T16:47:42+05:30</i>

</div>

<pre class="commit-message" style="white-space: pre-wrap; margin: 0;">Refresh patches

</pre>

</li>

<li>

<strong><a href="https://salsa.debian.org/med-team/hnswlib/-/commit/e40c6360504691b494eb2d4374278e9ed1f8effc">e40c6360</a></strong>

<div>

<span>by Nilesh Patra</span>

<i>at 2021-08-08T16:56:01+05:30</i>

</div>

<pre class="commit-message" style="white-space: pre-wrap; margin: 0;">Interim changelog entry

</pre>

</li>

</ul>

<h4>15 changed files:</h4>

<ul>

<li class="file-stats">

<a href="#dea01dd89a3b602828e630677fde5d77c06441c8">

.travis.yml

</a>

</li>

<li class="file-stats">

<a href="#8ec9a00bfd09b3190ac6b22251dbb1aa95a0579d">

README.md

</a>

</li>

<li class="file-stats">

<a href="#9c96da0e9f91d7d8937b69b524702c106258f0d1">

debian/changelog

</a>

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<li class="file-stats">

<a href="#e3e813599e2acd991d3375a26b8aa0d179130802">

debian/patches/cassert.patch

</a>

</li>

<li class="file-stats">

<a href="#a7eae6838fba4b7c71dcbe4789e55f4190da633b">

debian/patches/noTwine.patch

</a>

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<li class="file-stats">

<a href="#dbf067ee4af7669012df4584b8d0e2c3c39c0cea">

examples/pyw_hnswlib.py

</a>

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<li class="file-stats">

<a href="#6c976d8d2697d476d161c05b0abf676a9c4321f6">

hnswlib/hnswalg.h

</a>

</li>

<li class="file-stats">

<a href="#4cea3f15a71772eccc6ce7c86b0487a5e914c345">

python_bindings/bindings.cpp

</a>

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<li class="file-stats">

<a href="#ee2977d9f66322ccecbb3843cc91ec223d2bf80f">

python_bindings/tests/bindings_test.py

</a>

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<li class="file-stats">

<a href="#49e19de0a1effecc3e5da56418c0806860f4ceb0">

python_bindings/tests/bindings_test_getdata.py

</a>

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<li class="file-stats">

<a href="#53631ce4e8db3998d695f1af6e24b85c6891bef4">

python_bindings/tests/bindings_test_labels.py

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<li class="file-stats">

<a href="#795faa421793c2aa236d0d6f12dee3df3b61c087">

<span class="new-file">

+

python_bindings/tests/bindings_test_metadata.py

</span>

</a>

</li>

<li class="file-stats">

<a href="#86b09fa601b221f6f4d578cbfec1b9018eec5815">

python_bindings/tests/bindings_test_pickle.py

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<li class="file-stats">

<a href="#d9840fb0486bbf3d2921543da756697d727430a8">

python_bindings/tests/bindings_test_resize.py

</a>

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<li class="file-stats">

<a href="#8e2edce0d507e1297474f25c00cae94258db38d8">

setup.py

</a>

</li>

</ul>

<h4>Changes:</h4>

<li id="dea01dd89a3b602828e630677fde5d77c06441c8">

<a href="https://salsa.debian.org/med-team/hnswlib/-/compare/a91efae2475c29662db504938b0421dbc63bb2a0...e40c6360504691b494eb2d4374278e9ed1f8effc#dea01dd89a3b602828e630677fde5d77c06441c8"><strong>.travis.yml</strong></a>

<hr>

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

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -9,7 +9,15 @@ jobs:</td>

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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>

</pre>

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

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

<pre style="margin: 0;"> <span id="LC10" class="line" lang="yaml">      <span class="na" style="color: #008080;">os</span><span class="pi">:</span> <span class="s" style="color: #d14;">linux</span></span>

</pre>

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

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

<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>

</pre>

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<pre style="margin: 0;">-<span id="LC12" class="line" lang="yaml">    </span>

</pre>

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<pre style="margin: 0;">+<span id="LC12" class="line" lang="yaml"></span>

</pre>

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

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

<pre style="margin: 0;">+<span id="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;">Linux Python </span><span class="m" style="color: #099;">3.8</span></span>

</pre>

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

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

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<td class="new_line diff-line-num new" data-linenumber="14" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC14" 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>

</pre>

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

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<td class="new_line diff-line-num new" data-linenumber="15" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

<pre style="margin: 0;">+<span id="LC15" class="line" lang="yaml">      <span class="na" style="color: #008080;">python</span><span class="pi">:</span> <span class="m" style="color: #099;">3.8</span></span>

</pre>

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

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

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<pre style="margin: 0;">+<span id="LC16" class="line" lang="yaml"></span>

</pre>

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

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<pre style="margin: 0;">+<span id="LC17" class="line" lang="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;">3.9</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC18" 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>

</pre>

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<pre style="margin: 0;">+<span id="LC19" class="line" lang="yaml">      <span class="na" style="color: #008080;">python</span><span class="pi">:</span> <span class="m" style="color: #099;">3.9</span></span>

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<pre style="margin: 0;">+<span id="LC20" class="line" lang="yaml"></span>

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<pre style="margin: 0;"> <span id="LC21" 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="LC22" 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="LC23" 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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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="28" style="width: 35px; color: rgba(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="36" style="width: 35px; color: rgba(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">@@ -28,6 +36,24 @@ jobs:</td>

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<pre style="margin: 0;"> <span id="LC36" 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="LC37" 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="LC38" class="line" lang="yaml"></span>

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<td class="new_line diff-line-num new" data-linenumber="39" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC39" 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;">3.8</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="40" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC40" 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>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="41" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

<pre style="margin: 0;">+<span id="LC41" 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>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="31" style="width: 35px; color: rgba(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="42" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC42" class="line" lang="yaml">      <span class="na" style="color: #008080;">before_install</span><span class="pi">:</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="43" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC43" class="line" lang="yaml">        <span class="pi">-</span> <span class="s" style="color: #d14;">choco install python --version 3.8.0</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="44" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC44" class="line" lang="yaml">        <span class="pi">-</span> <span class="s" style="color: #d14;">python -m pip install --upgrade pip</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="45" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC45" class="line" lang="yaml">        <span class="pi">-</span> <span class="s" style="color: #d14;">python --version</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="46" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC46" class="line" lang="yaml">      <span class="na" style="color: #008080;">env</span><span class="pi">:</span> <span class="s" style="color: #d14;">PATH=/c/Python38:/c/Python38/Scripts:$PATH</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="47" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC47" class="line" lang="yaml"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="48" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC48" 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;">3.9</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="49" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC49" 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>

</pre>

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<pre style="margin: 0;">+<span id="LC50" 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>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="51" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC51" class="line" lang="yaml">      <span class="na" style="color: #008080;">before_install</span><span class="pi">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC52" class="line" lang="yaml">        <span class="pi">-</span> <span class="s" style="color: #d14;">choco install python --version 3.9.0</span></span>

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<pre style="margin: 0;">+<span id="LC53" class="line" lang="yaml">        <span class="pi">-</span> <span class="s" style="color: #d14;">python -m pip install --upgrade pip</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="54" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC54" class="line" lang="yaml">        <span class="pi">-</span> <span class="s" style="color: #d14;">python --version</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC55" class="line" lang="yaml">      <span class="na" style="color: #008080;">env</span><span class="pi">:</span> <span class="s" style="color: #d14;">PATH=/c/Python39:/c/Python39/Scripts:$PATH</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC56" class="line" lang="yaml"></span>

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<pre style="margin: 0;"> <span id="LC57" class="line" lang="yaml"><span class="na" style="color: #008080;">install</span><span class="pi">:</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC58" class="line" lang="yaml">  <span class="pi">-</span> <span class="pi">|</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC59" class="line" lang="yaml">    <span class="s" style="color: #d14;">python -m pip install .</span></span>

</pre>

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<br>

</li>

<li id="8ec9a00bfd09b3190ac6b22251dbb1aa95a0579d">

<a href="https://salsa.debian.org/med-team/hnswlib/-/compare/a91efae2475c29662db504938b0421dbc63bb2a0...e40c6360504691b494eb2d4374278e9ed1f8effc#8ec9a00bfd09b3190ac6b22251dbb1aa95a0579d"><strong>README.md</strong></a>

<hr>

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<pre style="margin: 0;"> <span id="LC1" class="line" lang="markdown"><span class="gh" style="color: #800080; font-weight: 600;"># Hnswlib - fast approximate nearest neighbor search</span></span>

</pre>

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<pre style="margin: 0;">-<span id="LC2" class="line" lang="markdown">Header-only C++ HNSW implementation with python bindings.<span class="idiff left right"> Paper's code for the HNSW 200M SIFT experiment</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC2" class="line" lang="markdown">Header-only C++ HNSW implementation with python bindings.</span>

</pre>

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

</pre>

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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>

</pre>

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<pre style="margin: 0;"> <span id="LC5" class="line" lang="markdown"></span>

</pre>

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

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<pre style="margin: 0;">+<span id="LC6" class="line" lang="markdown"><span class="p">*</span> <span class="gs" style="font-weight: 600;">**Hnswlib is now 0.5.2**</span>. Bugfixes - thanks <span class="p">[</span><span class="nv" style="color: #008080;">@marekhanus</span><span class="p">](</span><span class="sx" style="color: #d14;">https://github.com/marekhanus</span><span class="p">)</span> for fixing the missing arguments, adding support for python 3.8, 3.9 in Travis, improving python wrapper and fixing typos/code style; <span class="p">[</span><span class="nv" style="color: #008080;">@apoorv-sharma</span><span class="p">](</span><span class="sx" style="color: #d14;">https://github.com/apoorv-sharma</span><span class="p">)</span> for fixing the bug int the insertion/deletion logic; <span class="p">[</span><span class="nv" style="color: #008080;">@shengjun1985</span><span class="p">](</span><span class="sx" style="color: #d14;">https://github.com/shengjun1985</span><span class="p">)</span> for simplifying the memory reallocation logic; <span class="p">[</span><span class="nv" style="color: #008080;">@TakaakiFuruse</span><span class="p">](</span><span class="sx" style="color: #d14;">https://github.com/TakaakiFuruse</span><span class="p">)</span> for improved description of <span class="sb" style="color: #d14;">`add_items`</span>; <span class="p">[</span><span class="nv" style="color: #008080;">@psobot </span><span class="p">](</span><span class="sx" style="color: #d14;">https://github.com/psobot</span><span class="p">)</span> for improving error handling; <span class="p">[</span><span class="nv" style="color: #008080;">@ShuAiii</span><span class="p">](</span><span class="sx" style="color: #d14;">https://github.com/ShuAiii</span><span class="p">)</span> for reporting the bug in the python interface</span>

</pre>

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<pre style="margin: 0;"> <span id="LC7" class="line" lang="markdown"></span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="8" 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="LC7" class="line" lang="markdown"><span class="p">*</span> <span class="gs" style="font-weight: 600;">**<span class="idiff left">h</span>nswlib 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 class="idiff right">**</span></span></span>

</pre>

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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;">**<span class="idiff left">H</span>nswlib is now 0.5.0<span class="idiff right">**</span></span>. Added support for pickling indices, support for PEP-517 and PEP-518 building, small speedups, bug and documentation fixes. Many thanks to <span class="p">[</span><span class="nv" style="color: #008080;">@dbespalov</span><span class="p">](</span><span class="sx" style="color: #d14;">https://github.com/dbespalov</span><span class="p">)</span>, <span class="p">[</span><span class="nv" style="color: #008080;">@dyashuni</span><span class="p">](</span><span class="sx" style="color: #d14;">https://github.com/dyashuni</span><span class="p">)</span>, <span class="p">[</span><span class="nv" style="color: #008080;">@groodt</span><span class="p">](</span><span class="sx" style="color: #d14;">https://github.com/groodt</span><span class="p">)</span>,<span class="p">[</span><span class="nv" style="color: #008080;">@uestc-lfs</span><span class="p">](</span><span class="sx" style="color: #d14;">https://github.com/uestc-lfs</span><span class="p">)</span>, <span class="p">[</span><span class="nv" style="color: #008080;">@vinnitu</span><span class="p">](</span><span class="sx" style="color: #d14;">https://github.com/vinnitu</span><span class="p">)</span>, <span class="p">[</span><span class="nv" style="color: #008080;">@fabiencastan</span><span class="p">](</span><span class="sx" style="color: #d14;">https://github.com/fabiencastan</span><span class="p">)</span>, <span class="p">[</span><span class="nv" style="color: #008080;">@JinHai-CN</span><span class="p">](</span><span class="sx" style="color: #d14;">https://github.com/JinHai-CN</span><span class="p">)</span>, <span class="p">[</span><span class="nv" style="color: #008080;">@js1010</span><span class="p">](</span><span class="sx" style="color: #d14;">https://github.com/js1010</span><span class="p">)</span>!</span>

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<pre style="margin: 0;"> <span id="LC9" class="line" lang="markdown"></span>

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<pre style="margin: 0;"> <span id="LC10" 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="LC11" 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">@@ -41,18 +42,18 @@ For other spaces use the nmslib library https://github.com/nmslib/nmslib.</td>

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<pre style="margin: 0;"> <span id="LC42" 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="LC43" class="line" lang="markdown"></span>

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<pre style="margin: 0;"> <span id="LC44" class="line" lang="markdown"><span class="sb" style="color: #d14;">`hnswlib.Index`</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, <span class="idiff left right">M = 16, </span>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;">`init_index(max_elements, <span class="idiff left right">M = 16, </span>ef_construction = 200, random_seed = 100)`</span> initializes the index from with no elements. </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;">`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="LC47" 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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<pre style="margin: 0;"> <span id="LC48" class="line" lang="markdown"><span class="p">    *</span> <span class="sb" style="color: #d14;">`M`</span> defines tha maximum number of outgoing connections in the graph (<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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<pre style="margin: 0;"> <span id="LC49" class="line" lang="markdown"><span class="p">    </span></span>

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<pre style="margin: 0;">-<span id="LC49" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`add_items(data, data_labels, num_threads = -1)`</span> - inserts the <span class="sb" style="color: #d14;">`data`</span>(numpy array of vectors, shape:<span class="sb" style="color: #d14;">`N*dim`</span>) into the structure. </span>

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<pre style="margin: 0;">-<span id="LC50" class="line" lang="markdown"><span class="p">    *</span> <span class="sb" style="color: #d14;">`labels`</span> is an optional N-size numpy array of integer labels for all elements in <span class="sb" style="color: #d14;">`data`</span>.</span>

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<pre style="margin: 0;">+<span id="LC50" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`add_items(data, ids, num_threads = -1)`</span> - inserts the <span class="sb" style="color: #d14;">`data`</span>(numpy array of vectors, shape:<span class="sb" style="color: #d14;">`N*dim`</span>) into the structure. </span>

</pre>

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<pre style="margin: 0;"> <span id="LC51" 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="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="LC52" class="line" lang="markdown"><span class="p">    *</span> <span class="sb" style="color: #d14;">`ids`</span> are optional N-size numpy array of integer labels for all elements in <span class="sb" style="color: #d14;">`data`</span>. </span>

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<pre style="margin: 0;">+<span id="LC53" class="line" lang="markdown"><span class="p">      -</span> 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="LC54" 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="LC55" class="line" lang="markdown"><span class="p">    </span></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(<span class="idiff left right">data_</span>label)`</span>  - marks the element as deleted, so it will be omitted from search results.</span>

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<pre style="margin: 0;">+<span id="LC56" class="line" lang="markdown"><span class="p">*</span> <span class="sb" style="color: #d14;">`mark_deleted(label)`</span>  - marks the element as deleted, so it will be omitted from search results.</span>

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<pre style="margin: 0;"> <span id="LC57" class="line" lang="markdown"></span>

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<pre style="margin: 0;"> <span id="LC58" 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="LC59" 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">@@ -113,7 +114,7 @@ num_elements = 10000</td>

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<pre style="margin: 0;"> <span id="LC114" class="line" lang="markdown"></span>

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<pre style="margin: 0;"> <span id="LC115" class="line" lang="markdown"><span class="c1" style="color: #998; font-style: italic;"># Generating sample data</span></span>

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<pre style="margin: 0;"> <span id="LC116" class="line" lang="markdown"><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="LC116" class="line" lang="markdown"><span class="n" style="color: #333;">d<span class="idiff left right">ata_label</span>s</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="n" style="color: #333;">num_elements</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC117" class="line" lang="markdown"><span class="n" style="color: #333;"><span class="idiff left right">i</span>ds</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="n" style="color: #333;">num_elements</span><span class="p">)</span></span>

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<pre style="margin: 0;"> <span id="LC118" class="line" lang="markdown"></span>

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<pre style="margin: 0;"> <span id="LC119" 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="LC120" 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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<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -122,7 +123,7 @@ p = hnswlib.Index(space = 'l2', dim = dim) # possible options are l2, cosine or</td>

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<pre style="margin: 0;"> <span id="LC123" 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="LC124" class="line" lang="markdown"></span>

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<pre style="margin: 0;"> <span id="LC125" 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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<pre style="margin: 0;">-<span id="LC125" class="line" lang="markdown"><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 class="n" style="color: #333;">d<span class="idiff left right">ata_label</span>s</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC126" class="line" lang="markdown"><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 class="n" style="color: #333;"><span class="idiff left right">i</span>ds</span><span class="p">)</span></span>

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<pre style="margin: 0;"> <span id="LC127" class="line" lang="markdown"></span>

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<pre style="margin: 0;"> <span id="LC128" class="line" lang="markdown"><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="LC129" class="line" lang="markdown"><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;">50</span><span class="p">)</span> <span class="c1" style="color: #998; font-style: italic;"># ef should always be > k</span></span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="295" style="width: 35px; color: rgba(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="296" style="width: 35px; color: rgba(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">@@ -295,4 +296,13 @@ To run test **with** updates (from `build` directory)</td>

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<pre style="margin: 0;"> <span id="LC296" class="line" lang="markdown"></span>

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<pre style="margin: 0;"> <span id="LC297" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">### References</span></span>

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<pre style="margin: 0;"> <span id="LC298" class="line" lang="markdown"></span>

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<pre style="margin: 0;">-<span id="LC298" class="line" lang="markdown">Malkov, Yu A., and D. A. Yashunin. "Efficient and robust approximate nearest neighbor search using Hierarchical Navigable Small World graphs." TPAMI, preprint: https://arxiv.org/abs/1603.09320</span></pre>

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<pre style="margin: 0;">+<span id="LC299" class="line" lang="markdown">@article{malkov2018efficient,</span>

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<pre style="margin: 0;">+<span id="LC300" class="line" lang="markdown">  title={Efficient and robust approximate nearest neighbor search using hierarchical navigable small world graphs},</span>

</pre>

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<pre style="margin: 0;">+<span id="LC301" class="line" lang="markdown">  author={Malkov, Yu A and Yashunin, Dmitry A},</span>

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<pre style="margin: 0;">+<span id="LC302" class="line" lang="markdown">  journal={IEEE transactions on pattern analysis and machine intelligence},</span>

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<pre style="margin: 0;">+<span id="LC303" class="line" lang="markdown">  volume={42},</span>

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<pre style="margin: 0;">+<span id="LC304" class="line" lang="markdown">  number={4},</span>

</pre>

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305

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<pre style="margin: 0;">+<span id="LC305" class="line" lang="markdown">  pages={824--836},</span>

</pre>

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<pre style="margin: 0;">+<span id="LC306" class="line" lang="markdown">  year={2018},</span>

</pre>

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307

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<pre style="margin: 0;">+<span id="LC307" class="line" lang="markdown">  publisher={IEEE}</span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="308" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC308" class="line" lang="markdown">}</span></pre>

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<br>

</li>

<li id="9c96da0e9f91d7d8937b69b524702c106258f0d1">

<a href="https://salsa.debian.org/med-team/hnswlib/-/compare/a91efae2475c29662db504938b0421dbc63bb2a0...e40c6360504691b494eb2d4374278e9ed1f8effc#9c96da0e9f91d7d8937b69b524702c106258f0d1"><strong>debian/changelog</strong></a>

<hr>

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

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<td class="old_line diff-line-num old" data-linenumber="1" 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">

1

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<td class="new_line diff-line-num old" data-linenumber="1" 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="LC1" class="line" lang="plaintext">hnswlib (0.5.<span class="idiff left right">0</span>-1) UNRELEASED; urgency=medium</span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="2" style="width: 35px; color: rgba(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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1

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

<pre style="margin: 0;">+<span id="LC1" class="line" lang="plaintext">hnswlib (0.5.<span class="idiff left right">2</span>-1) UNRELEASED; urgency=medium</span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="2" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

2

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<td class="new_line diff-line-num" data-linenumber="2" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

2

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

</pre>

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<td class="old_line diff-line-num" data-linenumber="3" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

3

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<td class="new_line diff-line-num" data-linenumber="3" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

3

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<pre style="margin: 0;"> <span id="LC3" class="line" lang="plaintext">  * Team Upload.</span>

</pre>

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

4

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

4

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<pre style="margin: 0;"> <span id="LC4" class="line" lang="plaintext">  * Fix watch URL</span>

</pre>

</td>

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<td class="old_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">

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="plaintext">  * New upstream version 0.5.<span class="idiff left right">0</span></span>

</pre>

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

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

<pre style="margin: 0;">+<span id="LC5" class="line" lang="plaintext">  * New upstream version 0.5.<span class="idiff left right">2</span></span>

</pre>

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

6

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

6

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<pre style="margin: 0;"> <span id="LC6" class="line" lang="plaintext">  * Declare compliance with policy 4.5.1</span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="7" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

7

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<td class="new_line diff-line-num" data-linenumber="7" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

7

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

<pre style="margin: 0;"> <span id="LC7" class="line" lang="plaintext">  * Refresh and fix patches</span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="8" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

8

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<td class="new_line diff-line-num" data-linenumber="8" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

8

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

<pre style="margin: 0;"> <span id="LC8" class="line" lang="plaintext"></span>

</pre>

</td>

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<td class="old_line diff-line-num old" data-linenumber="9" 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">

9

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<td class="new_line diff-line-num old" data-linenumber="9" 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="LC9" class="line" lang="plaintext"> -- Nilesh Patra <nilesh@debian.org>  <span class="idiff left">Tue, 20 Apr</span> 2021 1<span class="idiff">7:34</span>:2<span class="idiff right">7</span> +0530</span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="10" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="9" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

9

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<pre style="margin: 0;">+<span id="LC9" class="line" lang="plaintext"> -- Nilesh Patra <nilesh@debian.org>  <span class="idiff left">Sun, 08 Aug</span> 2021 1<span class="idiff">6:42</span>:2<span class="idiff right">1</span> +0530</span>

</pre>

</td>

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

10

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

10

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

<pre style="margin: 0;"> <span id="LC10" class="line" lang="plaintext"></span>

</pre>

</td>

</tr>

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

11

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

11

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<pre style="margin: 0;"> <span id="LC11" class="line" lang="plaintext">hnswlib (0.4.0-3) unstable; urgency=medium</span>

</pre>

</td>

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

12

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

12

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

<pre style="margin: 0;"> <span id="LC12" class="line" lang="plaintext"></span>

</pre>

</td>

</tr>

</table>

<br>

</li>

<li id="e3e813599e2acd991d3375a26b8aa0d179130802">

<a href="https://salsa.debian.org/med-team/hnswlib/-/compare/a91efae2475c29662db504938b0421dbc63bb2a0...e40c6360504691b494eb2d4374278e9ed1f8effc#e3e813599e2acd991d3375a26b8aa0d179130802"><strong>debian/patches/cassert.patch</strong></a>

<hr>

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

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<td class="diff-line-num unfold js-unfold new_line" data-linenumber="2" style="width: 35px; color: rgba(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">@@ -2,10 +2,8 @@ Author: Steffen Möller</td>

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<pre style="margin: 0;"> <span id="LC2" class="line" lang="diff"><span class="p">Last-Update: 2020-09-06 14:39:12 +0200</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="3" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="3" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC3" class="line" lang="diff"><span class="p">Description: Add missing "#include <cassert>"</span></span>

</pre>

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

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

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<pre style="margin: 0;"> <span id="LC4" class="line" lang="diff"></span>

</pre>

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<td class="old_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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<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="diff">Index: hnswlib-0.4.0/hnswlib/hnswalg.h</span>

</pre>

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

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<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="LC6" class="line" lang="diff"><span class="gh" style="color: #800080; font-weight: 600;">===================================================================</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="7" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="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="LC7" class="line" lang="diff"><span class="gd" style="color: #000; background-color: #fdd;">--- hnswlib-0.4.0.orig/hnswlib/hnswalg.h</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="8" 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">

8

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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="LC8" class="line" lang="diff"><span class="gi" style="color: #000; background-color: #dfd;">+++ hnswlib-0.4.0/hnswlib/hnswalg.h</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="9" style="width: 35px; color: rgba(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="diff">--- a/hnswlib/hnswalg.h</span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="9" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

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

<pre style="margin: 0;">+<span id="LC6" class="line" lang="diff"><span class="gi" style="color: #000; background-color: #dfd;">+++ b/hnswlib/hnswalg.h</span></span>

</pre>

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

9

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<td class="new_line diff-line-num" data-linenumber="7" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

7

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<pre style="margin: 0;"> <span id="LC7" class="line" lang="diff"><span class="p">@@ -1,5 +1,6 @@</span></span>

</pre>

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

10

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<td class="new_line diff-line-num" data-linenumber="8" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC8" class="line" lang="diff"> #pragma once</span>

</pre>

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

11

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

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<pre style="margin: 0;"> <span id="LC9" class="line" lang="diff"> </span>

</pre>

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<br>

</li>

<li id="a7eae6838fba4b7c71dcbe4789e55f4190da633b">

<a href="https://salsa.debian.org/med-team/hnswlib/-/compare/a91efae2475c29662db504938b0421dbc63bb2a0...e40c6360504691b494eb2d4374278e9ed1f8effc#a7eae6838fba4b7c71dcbe4789e55f4190da633b"><strong>debian/patches/noTwine.patch</strong></a>

<hr>

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

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="2" style="width: 35px; color: rgba(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="2" style="width: 35px; color: rgba(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">@@ -2,10 +2,8 @@ Author: Steffen Möller</td>

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<td class="old_line diff-line-num" data-linenumber="2" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

2

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<td class="new_line diff-line-num" data-linenumber="2" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC2" class="line" lang="diff"><span class="p">Last-Update: 2020-09-06 14:39:12 +0200</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="3" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

3

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<td class="new_line diff-line-num" data-linenumber="3" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC3" class="line" lang="diff"><span class="p">Description: Prevent execution of upstream Makefile in python_bindings dir</span></span>

</pre>

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

4

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

4

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<pre style="margin: 0;"> <span id="LC4" class="line" lang="diff"></span>

</pre>

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<td class="old_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">

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="diff">Index: hnswlib/python_bindings/Makefile</span>

</pre>

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

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<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="LC6" class="line" lang="diff"><span class="gh" style="color: #800080; font-weight: 600;">===================================================================</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="7" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="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="LC7" class="line" lang="diff"><span class="gd" style="color: #000; background-color: #fdd;">--- hnswlib.orig/Makefile</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="8" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="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="LC8" class="line" lang="diff"><span class="gi" style="color: #000; background-color: #dfd;">+++ hnswlib/Makefile</span></span>

</pre>

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5

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<pre style="margin: 0;">+<span id="LC5" class="line" lang="diff">--- a/Makefile</span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="9" style="width: 35px; color: rgba(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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6

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<pre style="margin: 0;">+<span id="LC6" class="line" lang="diff"><span class="gi" style="color: #000; background-color: #dfd;">+++ b/Makefile</span></span>

</pre>

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

9

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<td class="new_line diff-line-num" data-linenumber="7" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

7

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<pre style="margin: 0;"> <span id="LC7" class="line" lang="diff"><span class="p">@@ -1,3 +1,7 @@</span></span>

</pre>

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10

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<td class="new_line diff-line-num" data-linenumber="8" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

8

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

<pre style="margin: 0;"> <span id="LC8" class="line" lang="diff"><span class="gi" style="color: #000; background-color: #dfd;">+all:</span></span>

</pre>

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

11

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

9

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<pre style="margin: 0;"> <span id="LC9" class="line" lang="diff"><span class="gi" style="color: #000; background-color: #dfd;">+  echo E: $(CURDIR)/Makefile should not be executed during Debian build</span></span>

</pre>

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<br>

</li>

<li id="dbf067ee4af7669012df4584b8d0e2c3c39c0cea">

<a href="https://salsa.debian.org/med-team/hnswlib/-/compare/a91efae2475c29662db504938b0421dbc63bb2a0...e40c6360504691b494eb2d4374278e9ed1f8effc#dbf067ee4af7669012df4584b8d0e2c3c39c0cea"><strong>examples/pyw_hnswlib.py</strong></a>

<hr>

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

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

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -11,8 +11,8 @@ class Index():</td>

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11

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11

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<pre style="margin: 0;"> <span id="LC11" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">dict_labels</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">{}</span></span>

</pre>

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

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

12

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<pre style="margin: 0;"> <span id="LC12" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">cur_ind</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

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

13

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

13

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

</pre>

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<td class="old_line diff-line-num old" data-linenumber="14" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="14" 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="LC14" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">init_index</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">max_elements</span><span class="p">,</span> <span class="n" style="color: #333;">ef_construction</span><span class="idiff left"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff"> </span><span class="mi" style="color: #099;">200</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>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="15" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="14" 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="LC15" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">index</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;">max_elements</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="n" style="color: #333;">ef_construction</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="n" style="color: #333;">M</span><span class="p">)</span></span>

</pre>

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

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<td class="new_line diff-line-num new" data-linenumber="14" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC14" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">init_index</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">max_elements</span><span class="p">,</span> <span class="n" style="color: #333;">ef_construction</span><span class="o" style="font-weight: 600;"><span class="idiff left">=</span></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 class="idiff right">=</span></span><span class="mi" style="color: #099;">16</span><span class="p">):</span></span>

</pre>

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

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<td class="new_line diff-line-num new" data-linenumber="15" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC15" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">index</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;">max_elements</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="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 class="idiff right">=</span></span><span class="n" style="color: #333;">M</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="16" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

16

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<td class="new_line diff-line-num" data-linenumber="16" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

16

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<pre style="margin: 0;"> <span id="LC16" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="17" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="17" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC17" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">add_items</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">data</span><span class="p">,</span> <span class="n" style="color: #333;">ids</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">None</span><span class="p">):</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="18" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="18" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC18" class="line" lang="python">        <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">ids</span> <span class="ow" style="font-weight: 600;">is</span> <span class="ow" style="font-weight: 600;">not</span> <span class="bp" style="color: #999;">None</span><span class="p">:</span></span>

</pre>

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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">@@ -55,8 +55,7 @@ class Index():</td>

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<pre style="margin: 0;"> <span id="LC55" class="line" lang="python">        <span class="n" style="color: #333;">labels_int</span><span class="p">,</span> <span class="n" style="color: #333;">distances</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;">index</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="o" style="font-weight: 600;">=</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="n" style="color: #333;">k</span><span class="p">)</span></span>

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<pre style="margin: 0;"> <span id="LC56" class="line" lang="python">        <span class="n" style="color: #333;">labels</span> <span class="o" style="font-weight: 600;">=</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;">for</span> <span class="n" style="color: #333;">li</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">labels_int</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;">line</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

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<pre style="margin: 0;">-<span id="LC59" 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;">li</span><span class="p">:</span></span>

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<pre style="margin: 0;">-<span id="LC60" class="line" lang="python">                <span class="n" style="color: #333;">line</span><span class="p">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">dict_labels</span><span class="p">[</span><span class="n" style="color: #333;">l</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;">labels</span><span class="p">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">line</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;">labels</span><span class="p">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span></span>

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<pre style="margin: 0;">+<span id="LC59" class="line" lang="python">                <span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="p">.</span><span class="n" style="color: #333;">dict_labels</span><span class="p">[</span><span class="n" style="color: #333;">l</span><span class="p">]</span> <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;">li</span><span class="p">]</span></span>

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

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<pre style="margin: 0;"> <span id="LC61" 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="n" style="color: #333;">distances</span></span></pre>

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<br>

</li>

<li id="6c976d8d2697d476d161c05b0abf676a9c4321f6">

<a href="https://salsa.debian.org/med-team/hnswlib/-/compare/a91efae2475c29662db504938b0421dbc63bb2a0...e40c6360504691b494eb2d4374278e9ed1f8effc#6c976d8d2697d476d161c05b0abf676a9c4321f6"><strong>hnswlib/hnswalg.h</strong></a>

<hr>

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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">@@ -573,29 +573,23 @@ namespace hnswlib {</td>

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<pre style="margin: 0;"> <span id="LC573" class="line" lang="cpp">            <span class="n" style="color: #333;">visited_list_pool_</span> <span class="o" style="font-weight: 600;">=</span> <span class="k" style="font-weight: 600;">new</span> <span class="n" style="color: #333;">VisitedListPool</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">new_max_elements</span><span class="p">);</span></span>

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<pre style="margin: 0;"> <span id="LC574" class="line" lang="cpp"></span>

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<pre style="margin: 0;"> <span id="LC575" class="line" lang="cpp"></span>

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<pre style="margin: 0;">-<span id="LC576" class="line" lang="cpp"></span>

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<pre style="margin: 0;"> <span id="LC576" class="line" lang="cpp">            <span class="n" style="color: #333;">element_levels_</span><span class="p">.</span><span class="n" style="color: #333;">resize</span><span class="p">(</span><span class="n" style="color: #333;">new_max_elements</span><span class="p">);</span></span>

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<pre style="margin: 0;"> <span id="LC577" class="line" lang="cpp"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="579" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

579

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<pre style="margin: 0;"> <span id="LC578" 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;">mutex</span><span class="o" style="font-weight: 600;">></span><span class="p">(</span><span class="n" style="color: #333;">new_max_elements</span><span class="p">).</span><span class="n" style="color: #333;">swap</span><span class="p">(</span><span class="n" style="color: #333;">link_list_locks_</span><span class="p">);</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="580" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC579" class="line" lang="cpp"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="581" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

581

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<td class="new_line diff-line-num" data-linenumber="580" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC580" class="line" lang="cpp">            <span class="c1" style="color: #998; font-style: italic;">// Reallocate base layer</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="582" 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">

582

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<td class="new_line diff-line-num old" data-linenumber="581" 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="LC582" 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_memory_new</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;"><span class="idiff left right">m</span>alloc</span><span class="p">(</span><span class="n" style="color: #333;">new_max_elements</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>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="583" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="581" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC581" 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_memory_new</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;"><span class="idiff left">re</span>alloc</span><span class="p">(</span><span class="n" style="color: #333;"><span class="idiff">data_level0_memory_</span></span><span class="p"><span class="idiff">,</span></span><span class="idiff right"> </span><span class="n" style="color: #333;">new_max_elements</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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="583" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

583

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<td class="new_line diff-line-num" data-linenumber="582" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC582" class="line" lang="cpp">            <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">data_level0_memory_new</span> <span class="o" style="font-weight: 600;">==</span> <span class="nb" style="color: #0086b3;">nullptr</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="584" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

584

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<td class="new_line diff-line-num" data-linenumber="583" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC583" 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: resizeIndex failed to allocate base layer"</span><span class="p">);</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="585" 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">

585

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<td class="new_line diff-line-num old" data-linenumber="584" 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="LC585" class="line" lang="cpp">            <span class="n" style="color: #333;">memcpy</span><span class="p">(</span><span class="n" style="color: #333;">data_level0_memory_new</span><span class="p">,</span> <span class="n" style="color: #333;">data_level0_memory_</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="n" style="color: #333;">size_data_per_element_</span><span class="p">);</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="586" 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">

586

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<td class="new_line diff-line-num old" data-linenumber="584" 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="LC586" class="line" lang="cpp">            <span class="n" style="color: #333;">free</span><span class="p">(</span><span class="n" style="color: #333;">data_level0_memory_</span><span class="p">);</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="587" 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">

587

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<td class="new_line diff-line-num old" data-linenumber="584" 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="LC587" class="line" lang="cpp">            <span class="n" style="color: #333;">data_level0_memory_</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">data_level0_memory_new</span><span class="p">;</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="588" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="584" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC584" class="line" lang="cpp">            <span class="n" style="color: #333;">data_level0_memory_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">data_level0_memory_new</span><span class="p">;</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="588" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

588

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<td class="new_line diff-line-num" data-linenumber="585" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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

<pre style="margin: 0;"> <span id="LC585" class="line" lang="cpp"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="589" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

589

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<td class="new_line diff-line-num" data-linenumber="586" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC586" class="line" lang="cpp">            <span class="c1" style="color: #998; font-style: italic;">// Reallocate all other layers</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="590" 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">

590

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<td class="new_line diff-line-num old" data-linenumber="587" 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="LC590" 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;">linkLists_new</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;"><span class="idiff left right">m</span>alloc</span><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;">void</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;">new_max_elements</span><span class="p">);</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="591" style="width: 35px; color: rgba(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="587" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC587" 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;">linkLists_new</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;"><span class="idiff left">re</span>alloc</span><span class="p">(</span><span class="n" style="color: #333;"><span class="idiff">linkLists_</span></span><span class="p"><span class="idiff">,</span></span><span class="idiff right"> </span><span class="k" style="font-weight: 600;">sizeof</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="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">new_max_elements</span><span class="p">);</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC588" class="line" lang="cpp">            <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">linkLists_new</span> <span class="o" style="font-weight: 600;">==</span> <span class="nb" style="color: #0086b3;">nullptr</span><span class="p">)</span></span>

</pre>

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592

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<pre style="margin: 0;"> <span id="LC589" 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: resizeIndex failed to allocate other layers"</span><span class="p">);</span></span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="590" 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="LC593" class="line" lang="cpp">            <span class="n" style="color: #333;">memcpy</span><span class="p">(</span><span class="n" style="color: #333;">linkLists_new</span><span class="p">,</span> <span class="n" style="color: #333;">linkLists_</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="k" style="font-weight: 600;">sizeof</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>

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<pre style="margin: 0;">-<span id="LC594" class="line" lang="cpp">            <span class="n" style="color: #333;">free</span><span class="p">(</span><span class="n" style="color: #333;">linkLists_</span><span class="p">);</span></span>

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<pre style="margin: 0;">-<span id="LC595" class="line" lang="cpp">            <span class="n" style="color: #333;">linkLists_</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">linkLists_new</span><span class="p">;</span></span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="590" 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="LC596" class="line" lang="cpp"></span>

</pre>

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<pre style="margin: 0;">-<span id="LC597" 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;">new_max_elements</span><span class="p">;</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="598" style="width: 35px; color: rgba(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="590" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC590" class="line" lang="cpp">            <span class="n" style="color: #333;">linkLists_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">linkLists_new</span><span class="p">;</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC591" class="line" lang="cpp"></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="599" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC592" 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;">new_max_elements</span><span class="p">;</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC593" class="line" lang="cpp">        <span class="p">}</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC594" class="line" lang="cpp"></span>

</pre>

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<pre style="margin: 0;"> <span id="LC595" 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>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="987" style="width: 35px; color: rgba(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="981" style="width: 35px; color: rgba(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">@@ -987,11 +981,15 @@ namespace hnswlib {</td>

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<pre style="margin: 0;"> <span id="LC981" class="line" lang="cpp">                <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">search</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;">find</span><span class="p">(</span><span class="n" style="color: #333;">label</span><span class="p">);</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="988" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="982" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

982

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<pre style="margin: 0;"> <span id="LC982" class="line" lang="cpp">                <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">search</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="p">{</span></span>

</pre>

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989

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<td class="new_line diff-line-num" data-linenumber="983" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

983

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<pre style="margin: 0;"> <span id="LC983" class="line" lang="cpp">                    <span class="n" style="color: #333;">tableint</span> <span class="n" style="color: #333;">existingInternalId</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">search</span><span class="o" style="font-weight: 600;">-></span><span class="n" style="color: #333;">second</span><span class="p">;</span></span>

</pre>

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990

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<td class="new_line diff-line-num old" data-linenumber="984" 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="LC990" class="line" lang="cpp"></span>

</pre>

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991

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<pre style="margin: 0;"> <span id="LC984" class="line" lang="cpp">                    <span class="n" style="color: #333;">templock_curr</span><span class="p">.</span><span class="n" style="color: #333;">unlock</span><span class="p">();</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC985" class="line" lang="cpp"></span>

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<pre style="margin: 0;"> <span id="LC986" 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_el_update</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;">existingInternalId</span> <span class="o" style="font-weight: 600;">&</span> <span class="p">(</span><span class="n" style="color: #333;">max_update_element_locks</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="LC987" class="line" lang="cpp"></span>

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<pre style="margin: 0;">+<span id="LC988" class="line" lang="cpp">                    <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">isMarkedDeleted</span><span class="p">(</span><span class="n" style="color: #333;">existingInternalId</span><span class="p">))</span> <span class="p">{</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC989" class="line" lang="cpp">                        <span class="n" style="color: #333;">unmarkDeletedInternal</span><span class="p">(</span><span class="n" style="color: #333;">existingInternalId</span><span class="p">);</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC990" class="line" lang="cpp">                    <span class="p">}</span></span>

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<pre style="margin: 0;"> <span id="LC991" class="line" lang="cpp">                    <span class="n" style="color: #333;">updatePoint</span><span class="p">(</span><span class="n" style="color: #333;">data_point</span><span class="p">,</span> <span class="n" style="color: #333;">existingInternalId</span><span class="p">,</span> <span class="mf" style="color: #099;">1.0</span><span class="p">);</span></span>

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<pre style="margin: 0;">+<span id="LC992" class="line" lang="cpp">                    </span>

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<pre style="margin: 0;"> <span id="LC993" class="line" lang="cpp">                    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">existingInternalId</span><span class="p">;</span></span>

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<pre style="margin: 0;"> <span id="LC994" class="line" lang="cpp">                <span class="p">}</span></span>

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<pre style="margin: 0;"> <span id="LC995" class="line" lang="cpp"></span>

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<br>

</li>

<li id="4cea3f15a71772eccc6ce7c86b0487a5e914c345">

<a href="https://salsa.debian.org/med-team/hnswlib/-/compare/a91efae2475c29662db504938b0421dbc63bb2a0...e40c6360504691b494eb2d4374278e9ed1f8effc#4cea3f15a71772eccc6ce7c86b0487a5e914c345"><strong>python_bindings/bindings.cpp</strong></a>

<hr>

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

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<td class="diff-line-num unfold js-unfold new_line" data-linenumber="97" style="width: 35px; color: rgba(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">@@ -97,6 +97,8 @@ public:</td>

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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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<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>

</pre>

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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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<pre style="margin: 0;">+<span id="LC100" 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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<td class="new_line diff-line-num new" data-linenumber="101" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC101" class="line" lang="cpp">      <span class="k" style="font-weight: 600;">throw</span> <span class="k" style="font-weight: 600;">new</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;">"Space name must be one of l2, ip, or cosine."</span><span class="p">);</span></span>

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<pre style="margin: 0;"> <span id="LC102" class="line" lang="cpp">    <span class="p">}</span></span>

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<pre style="margin: 0;"> <span id="LC103" 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="LC104" 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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<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -162,6 +164,7 @@ public:</td>

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<pre style="margin: 0;"> <span id="LC164" class="line" lang="cpp">      <span class="p">}</span></span>

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<pre style="margin: 0;"> <span id="LC165" 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="LC166" 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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<pre style="margin: 0;">+<span id="LC167" 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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<pre style="margin: 0;"> <span id="LC168" class="line" lang="cpp">    <span class="p">}</span></span>

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<pre style="margin: 0;"> <span id="LC169" class="line" lang="cpp"></span>

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<pre style="margin: 0;"> <span id="LC170" 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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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="670" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">...</td>

<td class="diff-line-num unfold js-unfold new_line" data-linenumber="673" style="width: 35px; color: rgba(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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<pre style="margin: 0;"> <span id="LC673" 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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<pre style="margin: 0;"> <span id="LC674" 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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<pre style="margin: 0;"> <span id="LC675" 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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<pre style="margin: 0;">+<span id="LC676" 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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<pre style="margin: 0;">+<span id="LC677" 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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<pre style="margin: 0;"> <span id="LC678" 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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<td class="new_line diff-line-num" data-linenumber="679" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC679" 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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<td class="new_line diff-line-num" data-linenumber="680" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC680" 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>

</pre>

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<br>

</li>

<li id="ee2977d9f66322ccecbb3843cc91ec223d2bf80f">

<a href="https://salsa.debian.org/med-team/hnswlib/-/compare/a91efae2475c29662db504938b0421dbc63bb2a0...e40c6360504691b494eb2d4374278e9ed1f8effc#ee2977d9f66322ccecbb3843cc91ec223d2bf80f"><strong>python_bindings/tests/bindings_test.py</strong></a>

<hr>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="18" style="width: 35px; color: rgba(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="18" style="width: 35px; color: rgba(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">@@ -18,15 +18,15 @@ class RandomSelfTestCase(unittest.TestCase):</td>

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<td class="new_line diff-line-num" data-linenumber="18" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC18" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># Declaring index</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="19" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="19" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="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>

</pre>

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<td class="new_line diff-line-num" data-linenumber="20" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC20" class="line" lang="python"></span>

</pre>

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

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

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<pre style="margin: 0;">-<span id="LC21" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># Initing index</span></span>

</pre>

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

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<td class="new_line diff-line-num new" data-linenumber="21" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC21" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># Initi<span class="idiff left right">ati</span>ng index</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="22" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

22

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<td class="new_line diff-line-num" data-linenumber="22" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="23" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

23

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<td class="new_line diff-line-num" data-linenumber="23" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

23

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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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="24" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

24

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<td class="new_line diff-line-num" data-linenumber="24" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC24" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;">#</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="25" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

25

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<td class="new_line diff-line-num" data-linenumber="25" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="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>

</pre>

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<td class="old_line diff-line-num" 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">

26

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<td class="new_line diff-line-num" 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">

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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>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="27" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="27" 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="LC27" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;">#     stron<span class="idiff left right">l</span>gy affects the memory consumption</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="28" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="27" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC27" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;">#     strong<span class="idiff left right">l</span>y affects the memory consumption</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="28" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="28" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC28" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="29" 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="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="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="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="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 class="idiff left">=</span></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 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="LC30" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num" data-linenumber="31" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="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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<td class="old_line diff-line-num" data-linenumber="32" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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

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

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -51,7 +51,7 @@ class RandomSelfTestCase(unittest.TestCase):</td>

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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;">index_path</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="LC54" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># Re<span class="idiff left">-</span>initi<span class="idiff right">ati</span>ng, loading the index</span></span>

</pre>

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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="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 '%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>

</pre>

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<br>

</li>

<li id="49e19de0a1effecc3e5da56418c0806860f4ceb0">

<a href="https://salsa.debian.org/med-team/hnswlib/-/compare/a91efae2475c29662db504938b0421dbc63bb2a0...e40c6360504691b494eb2d4374278e9ed1f8effc#49e19de0a1effecc3e5da56418c0806860f4ceb0"><strong>python_bindings/tests/bindings_test_getdata.py</strong></a>

<hr>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="19" style="width: 35px; color: rgba(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="19" style="width: 35px; color: rgba(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">@@ -19,13 +19,13 @@ class RandomSelfTestCase(unittest.TestCase):</td>

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<pre style="margin: 0;"> <span id="LC19" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># Declaring index</span></span>

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<td class="new_line diff-line-num" data-linenumber="20" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC20" 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="LC21" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="22" 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="LC22" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># Initing index</span></span>

</pre>

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

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<pre style="margin: 0;">+<span id="LC22" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># Initi<span class="idiff left right">ati</span>ng index</span></span>

</pre>

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<td class="new_line diff-line-num" data-linenumber="23" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC23" 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>

</pre>

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<td class="new_line diff-line-num" data-linenumber="24" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC24" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;">#     (probably will be made optional in the future)</span></span>

</pre>

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<td class="new_line diff-line-num" data-linenumber="25" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC25" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;">#</span></span>

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<td class="new_line diff-line-num" 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">

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<pre style="margin: 0;"> <span id="LC26" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># ef_construction - controls index search speed/build speed tradeoff</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC27" 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>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="28" 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="LC28" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;">#     stron<span class="idiff left right">l</span>gy affects the memory consumption</span></span>

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<td class="new_line diff-line-num new" data-linenumber="28" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC28" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;">#     strong<span class="idiff left right">l</span>y affects the memory consumption</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC29" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="30" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC30" 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>

</pre>

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<td class="new_line diff-line-num" data-linenumber="31" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC31" class="line" lang="python"></span>

</pre>

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<br>

</li>

<li id="53631ce4e8db3998d695f1af6e24b85c6891bef4">

<a href="https://salsa.debian.org/med-team/hnswlib/-/compare/a91efae2475c29662db504938b0421dbc63bb2a0...e40c6360504691b494eb2d4374278e9ed1f8effc#53631ce4e8db3998d695f1af6e24b85c6891bef4"><strong>python_bindings/tests/bindings_test_labels.py</strong></a>

<hr>

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

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

<td class="line_content match " style="padding-left: 0.5em; padding-right: 0.5em; color: rgba(0,0,0,0.3);" bgcolor="#fafafa">@@ -21,13 +21,13 @@ class RandomSelfTestCase(unittest.TestCase):</td>

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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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="22" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="22" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="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>

</pre>

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<td class="new_line diff-line-num" data-linenumber="23" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC23" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="24" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="24" 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="LC24" class="line" lang="python">            <span class="c1" style="color: #998; font-style: italic;"># Initing index</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="25" style="width: 35px; color: rgba(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="24" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC24" class="line" lang="python">            <span class="c1" style="color: #998; font-style: italic;"># Initi<span class="idiff left right">ati</span>ng index</span></span>

</pre>

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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;">#     stron<span class="idiff left right">l</span>gy affects the memory consumption</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;">#     strong<span class="idiff left right">l</span>y 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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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="47" style="width: 35px; color: rgba(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="47" style="width: 35px; color: rgba(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">@@ -47,7 +47,7 @@ class RandomSelfTestCase(unittest.TestCase):</td>

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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 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="n" style="color: #333;">labels</span><span class="p">)</span></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="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="n" style="color: #333;">labels</span><span class="p">)</span></span>

</pre>

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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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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="67" style="width: 35px; color: rgba(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">@@ -67,8 +67,8 @@ class RandomSelfTestCase(unittest.TestCase):</td>

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

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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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<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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<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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<pre style="margin: 0;">+<span id="LC70" class="line" lang="python">            <span class="c1" style="color: #998; font-style: italic;"># Re<span class="idiff left">-</span>initi<span class="idiff right">ati</span>ng, loading the index</span></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;">"Re<span class="idiff left">-</span>initi<span class="idiff right">ati</span>ng"</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="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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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="80" style="width: 35px; color: rgba(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">@@ -80,17 +80,17 @@ class RandomSelfTestCase(unittest.TestCase):</td>

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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 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="n" style="color: #333;">labels</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="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="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>

</pre>

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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>

</pre>

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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>

</pre>

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<pre style="margin: 0;"> <span id="LC87" class="line" lang="python"></span>

</pre>

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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>

</pre>

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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 class="idiff left right">=</span></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>

</pre>

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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="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="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>

</pre>

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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>

</pre>

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<pre style="margin: 0;"> <span id="LC91" class="line" lang="python"></span>

</pre>

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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>

</pre>

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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 class="idiff left right">=</span></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>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="93" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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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="idiff left"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff right"> </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>

</pre>

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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>

</pre>

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<pre style="margin: 0;"> <span id="LC95" class="line" lang="python"></span>

</pre>

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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>

</pre>

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<br>

</li>

<li id="795faa421793c2aa236d0d6f12dee3df3b61c087">

<a href="https://salsa.debian.org/med-team/hnswlib/-/compare/a91efae2475c29662db504938b0421dbc63bb2a0...e40c6360504691b494eb2d4374278e9ed1f8effc#795faa421793c2aa236d0d6f12dee3df3b61c087"><strong>python_bindings/tests/bindings_test_metadata.py</strong></a>

<hr>

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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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<td class="new_line diff-line-num new" data-linenumber="2" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

2

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<pre style="margin: 0;">+<span id="LC2" class="line" lang="python"></span>

</pre>

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

3

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<pre style="margin: 0;">+<span id="LC3" class="line" lang="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>

</pre>

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

4

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<pre style="margin: 0;">+<span id="LC4" class="line" lang="python"></span>

</pre>

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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="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">hnswlib</span></span>

</pre>

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

6

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<pre style="margin: 0;">+<span id="LC6" class="line" lang="python"></span>

</pre>

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

7

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<pre style="margin: 0;">+<span id="LC7" class="line" lang="python"></span>

</pre>

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

8

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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>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="9" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

9

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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;">testMetadata</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">):</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="10" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

10

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<pre style="margin: 0;">+<span id="LC10" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="0" style="width: 35px; color: rgba(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="11" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

11

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<pre style="margin: 0;">+<span id="LC11" class="line" lang="python">        <span class="n" style="color: #333;">dim</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">16</span></span>

</pre>

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

12

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<pre style="margin: 0;">+<span id="LC12" class="line" lang="python">        <span class="n" style="color: #333;">num_elements</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">10000</span></span>

</pre>

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

13

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

</pre>

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<td class="new_line diff-line-num new" data-linenumber="14" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

14

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<pre style="margin: 0;">+<span id="LC14" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># Generating sample data</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="15" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

15

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<pre style="margin: 0;">+<span id="LC15" 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>

</pre>

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</td>

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

16

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<pre style="margin: 0;">+<span id="LC16" class="line" lang="python"></span>

</pre>

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

17

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<pre style="margin: 0;">+<span id="LC17" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># Declaring index</span></span>

</pre>

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

18

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<pre style="margin: 0;">+<span id="LC18" 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>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="19" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

19

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<pre style="margin: 0;">+<span id="LC19" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="20" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

20

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<pre style="margin: 0;">+<span id="LC20" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># Initing index</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="21" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC21" 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>

</pre>

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

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<pre style="margin: 0;">+<span id="LC22" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;">#     (probably will be made optional in the future)</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="23" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC23" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;">#</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="24" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC24" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># ef_construction - controls index search speed/build speed tradeoff</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="25" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

25

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<pre style="margin: 0;">+<span id="LC25" 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>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="26" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

26

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<pre style="margin: 0;">+<span id="LC26" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;">#     stronlgy affects the memory consumption</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="27" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC27" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="28" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="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="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>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="29" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

29

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<pre style="margin: 0;">+<span id="LC29" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="30" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC30" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># Controlling the recall by setting ef:</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="0" style="width: 35px; color: rgba(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="31" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

31

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<pre style="margin: 0;">+<span id="LC31" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># higher ef leads to better accuracy, but slower search</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="32" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

32

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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;">set_ef</span><span class="p">(</span><span class="mi" style="color: #099;">100</span><span class="p">)</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="33" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

33

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<pre style="margin: 0;">+<span id="LC33" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="34" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

34

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<pre style="margin: 0;">+<span id="LC34" 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>

</pre>

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

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<pre style="margin: 0;">+<span id="LC35" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="36" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC36" class="line" lang="python">        <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">"Adding all elements (%d)"</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;">data</span><span class="p">)))</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="37" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC37" 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>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="38" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC38" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="39" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC39" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># test methods</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC40" 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;">get_max_elements</span><span class="p">(),</span> <span class="n" style="color: #333;">num_elements</span><span class="p">)</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="41" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

41

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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;">assertEqual</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="p">.</span><span class="n" style="color: #333;">get_current_count</span><span class="p">(),</span> <span class="n" style="color: #333;">num_elements</span><span class="p">)</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="42" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC42" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="43" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC43" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># test properties</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="44" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC44" 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;">space</span><span class="p">,</span> <span class="s" style="color: #d14;">'l2'</span><span class="p">)</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="45" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC45" 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;">dim</span><span class="p">,</span> <span class="n" style="color: #333;">dim</span><span class="p">)</span></span>

</pre>

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</td>

<td class="new_line diff-line-num new" data-linenumber="46" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC46" 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="mi" style="color: #099;">16</span><span class="p">)</span></span>

</pre>

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

</td>

<td class="new_line diff-line-num new" data-linenumber="47" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC47" 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="mi" style="color: #099;">100</span><span class="p">)</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="48" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC48" 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;">max_elements</span><span class="p">,</span> <span class="n" style="color: #333;">num_elements</span><span class="p">)</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="49" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC49" 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;">element_count</span><span class="p">,</span> <span class="n" style="color: #333;">num_elements</span><span class="p">)</span></span></pre>

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<br>

</li>

<li id="86b09fa601b221f6f4d578cbfec1b9018eec5815">

<a href="https://salsa.debian.org/med-team/hnswlib/-/compare/a91efae2475c29662db504938b0421dbc63bb2a0...e40c6360504691b494eb2d4374278e9ed1f8effc#86b09fa601b221f6f4d578cbfec1b9018eec5815"><strong>python_bindings/tests/bindings_test_pickle.py</strong></a>

<hr>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="60" style="width: 35px; color: rgba(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="60" style="width: 35px; color: rgba(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">@@ -60,38 +60,38 @@ def test_space_main(self, space, dim):</td>

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

</pre>

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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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="62" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="62" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC62" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="63" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="63" 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="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;">#<span class="idiff left right">##</span> pickle un-initialized Index</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="64" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="63" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="64" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="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>

</pre>

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<pre style="margin: 0;"> <span id="LC66" class="line" lang="python"></span>

</pre>

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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>

</pre>

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<td class="new_line diff-line-num" data-linenumber="68" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="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>

</pre>

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<td class="new_line diff-line-num" data-linenumber="69" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC69" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="70" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="70" 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="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;">#<span class="idiff left right">##</span> pickle Index before adding items</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="71" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="70" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC70" class="line" lang="python">    <span class="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>

</pre>

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<td class="new_line diff-line-num" 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">

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<pre style="margin: 0;"> <span id="LC71" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="72" 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="LC72" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;">#<span class="idiff left right">##</span> add items to ann index p,p0,p1</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="73" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="72" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC72" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># add items to ann index p,p0,p1</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="73" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="73" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="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>

</pre>

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<td class="new_line diff-line-num" data-linenumber="74" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="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>

</pre>

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<td class="new_line diff-line-num" data-linenumber="75" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="76" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="76" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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

<pre style="margin: 0;"> <span id="LC76" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="77" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="77" 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="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;">#<span class="idiff left right">##</span> pickle Index before adding items</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="78" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="77" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC77" class="line" lang="python">    <span class="n" style="color: #333;">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>

</pre>

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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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<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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<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>

</pre>

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<pre style="margin: 0;"> <span id="LC82" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">-<span id="LC83" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;">#<span class="idiff left right">##</span> Test if returned distances are same</span></span>

</pre>

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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>

</pre>

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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>

</pre>

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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>

</pre>

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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>

</pre>

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<td class="new_line diff-line-num" data-linenumber="88" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC88" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="89" 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="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 class="idiff left right">></span></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>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="89" 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="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 class="idiff left right">></span></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>

</pre>

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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 class="idiff left right">></span></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>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="92" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="89" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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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="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-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>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="92" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="90" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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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="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-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>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="92" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="91" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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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="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-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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="92" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="92" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC92" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="93" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="93" 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="LC93" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;">#<span class="idiff left right">##</span> check if ann results match brute-force search</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="94" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="93" 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="LC94" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;">#<span class="idiff left right">##</span>   allow for 2 labels to be missing from ann results</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="95" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="93" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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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>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="95" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="94" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="95" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="95" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="96" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="96" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="97" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="97" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="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>

</pre>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="102" style="width: 35px; color: rgba(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="102" style="width: 35px; color: rgba(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">@@ -102,19 +102,19 @@ def test_space_main(self, space, dim):</td>

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<td class="new_line diff-line-num" data-linenumber="102" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="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>

</pre>

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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>

</pre>

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104

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<pre style="margin: 0;"> <span id="LC104" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="105" 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">

105

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<td class="new_line diff-line-num old" data-linenumber="105" 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="LC105" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;">#<span class="idiff left right">##</span> Check ef parameter value</span></span>

</pre>

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<td class="old_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">

</td>

<td class="new_line diff-line-num new" data-linenumber="105" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC105" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># Check ef parameter value</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="106" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

106

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<td class="new_line diff-line-num" data-linenumber="106" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="107" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

107

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<td class="new_line diff-line-num" data-linenumber="107" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="108" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

108

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<td class="new_line diff-line-num" data-linenumber="108" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="109" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

109

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<td class="new_line diff-line-num" data-linenumber="109" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="110" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

110

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<td class="new_line diff-line-num" data-linenumber="110" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

110

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<pre style="margin: 0;"> <span id="LC110" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="111" 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">

111

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<td class="new_line diff-line-num old" data-linenumber="111" 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="LC111" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;">#<span class="idiff left right">##</span> Check M parameter value</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="112" style="width: 35px; color: rgba(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="111" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC111" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;"># Check M parameter value</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="112" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

112

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<td class="new_line diff-line-num" data-linenumber="112" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="113" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

113

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<td class="new_line diff-line-num" data-linenumber="113" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="114" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

114

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<td class="new_line diff-line-num" data-linenumber="114" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="115" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

115

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<td class="new_line diff-line-num" data-linenumber="115" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="116" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

116

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<td class="new_line diff-line-num" data-linenumber="116" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

116

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

<pre style="margin: 0;"> <span id="LC116" class="line" lang="python"></span>

</pre>

</td>

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<td class="old_line diff-line-num old" data-linenumber="117" 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">

117

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<td class="new_line diff-line-num old" data-linenumber="117" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

</td>

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

<pre style="margin: 0;">-<span id="LC117" class="line" lang="python">    <span class="c1" style="color: #998; font-style: italic;">#<span class="idiff left right">##</span> Check ef_construction parameter value</span></span>

</pre>

</td>

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<td class="old_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">

</td>

<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>

</pre>

</td>

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<td class="old_line diff-line-num" 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">

118

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<td class="new_line diff-line-num" 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">

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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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<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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<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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<td class="diff-line-num unfold js-unfold old_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>

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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">@@ -135,12 +135,12 @@ class PickleUnitTests(unittest.TestCase):</td>

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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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<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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<pre style="margin: 0;"> <span id="LC137" class="line" lang="python"></span>

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<td class="old_line diff-line-num old" data-linenumber="138" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="138" 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="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;">#<span class="idiff left right">##</span> max number of missing labels allowed per test item</span></span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="138" 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="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;">#<span class="idiff left right">##</span> max number of items allowed with incorrect labels</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="138" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="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>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="139" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="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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<pre style="margin: 0;"> <span id="LC140" class="line" lang="python"></span>

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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;">#<span class="idiff left right">##</span> for two matrices, d1 and d2, dists_err_thresh controls max</span></span>

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<pre style="margin: 0;">-<span id="LC142" class="line" lang="python">                                 <span class="c1" style="color: #998; font-style: italic;">#<span class="idiff left right">##</span> number of value pairs that are allowed to be different in d1 and d2</span></span>

</pre>

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<pre style="margin: 0;">-<span id="LC143" class="line" lang="python">                                 <span class="c1" style="color: #998; font-style: italic;">#<span class="idiff left right">##</span> i.e., number of values that are (d1-d2)**2>1e-3</span></span>

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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>

</pre>

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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>

</pre>

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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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<pre style="margin: 0;"> <span id="LC144" class="line" lang="python"></span>

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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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<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>

</pre>

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<br>

</li>

<li id="d9840fb0486bbf3d2921543da756697d727430a8">

<a href="https://salsa.debian.org/med-team/hnswlib/-/compare/a91efae2475c29662db504938b0421dbc63bb2a0...e40c6360504691b494eb2d4374278e9ed1f8effc#d9840fb0486bbf3d2921543da756697d727430a8"><strong>python_bindings/tests/bindings_test_resize.py</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">@@ -7,71 +7,71 @@ import hnswlib</td>

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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>

</pre>

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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>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="10" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC10" class="line" lang="python">      <span class="idiff left right">  </span><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>

</pre>

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

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<td class="new_line diff-line-num new" data-linenumber="11" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC11" class="line" lang="python">        <span class="idiff left right">    </span><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>

</pre>

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

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

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<pre style="margin: 0;"> <span id="LC12" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="13" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="13" 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="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>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="13" 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="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>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="15" 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">

15

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<td class="new_line diff-line-num old" data-linenumber="13" 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="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>

</pre>

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

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

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<pre style="margin: 0;">+<span id="LC13" class="line" lang="python">        <span class="idiff left right">    </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;">seed</span><span class="p">(</span><span class="n" style="color: #333;">idx</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC14" class="line" lang="python">        <span class="idiff left right">    </span><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>

</pre>

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

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<td class="new_line diff-line-num new" data-linenumber="15" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

</pre>

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<td class="old_line diff-line-num" data-linenumber="16" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="16" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC16" class="line" lang="python"></span>

</pre>

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

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

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<pre style="margin: 0;">-<span id="LC17" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># Generating sample data</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="18" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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

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<pre style="margin: 0;">-<span id="LC18" 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>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="19" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

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<pre style="margin: 0;">+<span id="LC17" class="line" lang="python">        <span class="idiff left right">    </span><span class="c1" style="color: #998; font-style: italic;"># Generating sample data</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="19" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

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<pre style="margin: 0;">+<span id="LC18" class="line" lang="python">        <span class="idiff left right">    </span><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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="19" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

19

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<td class="new_line diff-line-num" data-linenumber="19" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

19

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<pre style="margin: 0;"> <span id="LC19" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="20" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="20" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC20" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># Declaring index</span></span>

</pre>

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

21

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<td class="new_line diff-line-num old" data-linenumber="20" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<pre style="margin: 0;">-<span id="LC21" class="line" lang="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>

</pre>

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

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<td class="new_line diff-line-num new" data-linenumber="20" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC20" class="line" lang="python">        <span class="idiff left right">    </span><span class="c1" style="color: #998; font-style: italic;"># Declaring index</span></span>

</pre>

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

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<td class="new_line diff-line-num new" data-linenumber="21" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC21" class="line" lang="python">        <span class="idiff left right">    </span><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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="22" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="22" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC22" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="23" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="23" 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="LC23" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># Initing index</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="24" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="23" 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="LC24" 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>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="25" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="23" 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="LC25" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;">#     (probably will be made optional in the future)</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="26" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="23" 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="LC26" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;">#</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="27" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="23" 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="LC27" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># ef_construction - controls index search speed/build speed tradeoff</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="28" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="23" 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="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>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="29" 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="LC29" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;">#     stron<span class="idiff left right">l</span>gy affects the memory consumption</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC23" class="line" lang="python">        <span class="idiff left">    </span><span class="c1" style="color: #998; font-style: italic;"># Initi<span class="idiff right">ati</span>ng index</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="24" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC24" class="line" lang="python">        <span class="idiff left right">    </span><span class="c1" style="color: #998; font-style: italic;"># max_elements - the maximum number of elements, should be known beforehand</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="25" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC25" class="line" lang="python">        <span class="idiff left right">    </span><span class="c1" style="color: #998; font-style: italic;">#     (probably will be made optional in the future)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="30" style="width: 35px; color: rgba(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="26" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC26" class="line" lang="python">        <span class="idiff left right">    </span><span class="c1" style="color: #998; font-style: italic;">#</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="30" style="width: 35px; color: rgba(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="27" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC27" class="line" lang="python">        <span class="idiff left right">    </span><span class="c1" style="color: #998; font-style: italic;"># ef_construction - controls index search speed/build speed tradeoff</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="28" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC28" class="line" lang="python">        <span class="idiff left right">    </span><span class="c1" style="color: #998; font-style: italic;"># M - is tightly connected with internal dimensionality of the data</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="29" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC29" class="line" lang="python">        <span class="idiff left">    </span><span class="c1" style="color: #998; font-style: italic;">#     strong<span class="idiff right">l</span>y affects the memory consumption</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="30" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="30" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC30" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="31" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="31" 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="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><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><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>

</pre>

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<pre style="margin: 0;">+<span id="LC31" class="line" lang="python">        <span class="idiff left right">    </span><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="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><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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="32" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="32" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC32" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="33" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="33" 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="LC33" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># Controlling the recall by setting ef:</span></span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="33" 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="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>

</pre>

</td>

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<td class="new_line diff-line-num old" data-linenumber="33" 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="LC35" 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;">20</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="36" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

<td class="new_line diff-line-num new" data-linenumber="33" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC33" class="line" lang="python">        <span class="idiff left right">    </span><span class="c1" style="color: #998; font-style: italic;"># Controlling the recall by setting ef:</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="36" style="width: 35px; color: rgba(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="34" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

<pre style="margin: 0;">+<span id="LC34" class="line" lang="python">        <span class="idiff left right">    </span><span class="c1" style="color: #998; font-style: italic;"># higher ef leads to better accuracy, but slower search</span></span>

</pre>

</td>

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<td class="old_line diff-line-num new" data-linenumber="36" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

</td>

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

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<pre style="margin: 0;">+<span id="LC35" class="line" lang="python">        <span class="idiff left right">    </span><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;">20</span><span class="p">)</span></span>

</pre>

</td>

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<td class="old_line diff-line-num" data-linenumber="36" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC36" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="37" 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">

37

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<td class="new_line diff-line-num old" data-linenumber="37" 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="LC37" 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="n" style="color: #333;">idx</span><span class="o" style="font-weight: 600;"><span class="idiff left right">%</span></span><span class="mi" style="color: #099;">8</span><span class="p">)</span>  <span class="c1" style="color: #998; font-style: italic;"># by default using all available cores</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="38" style="width: 35px; color: rgba(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="37" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC37" class="line" lang="python">        <span class="idiff left">    </span><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="n" style="color: #333;">idx</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;">8</span><span class="p">)</span>  <span class="c1" style="color: #998; font-style: italic;"># by default using all available cores</span></span>

</pre>

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<td class="old_line diff-line-num" data-linenumber="38" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

38

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<td class="new_line diff-line-num" data-linenumber="38" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC38" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="39" 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">

39

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<pre style="margin: 0;">-<span id="LC39" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># We split the data in two batches:</span></span>

</pre>

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40

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<td class="new_line diff-line-num old" data-linenumber="39" 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="LC40" 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>

</pre>

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41

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<td class="new_line diff-line-num old" data-linenumber="39" 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="LC41" 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>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="42" style="width: 35px; color: rgba(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="39" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC39" class="line" lang="python">        <span class="idiff left right">    </span><span class="c1" style="color: #998; font-style: italic;"># We split the data in two batches:</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="42" style="width: 35px; color: rgba(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="40" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC40" class="line" lang="python">        <span class="idiff left right">    </span><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>

</pre>

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<pre style="margin: 0;">+<span id="LC41" class="line" lang="python">        <span class="idiff left right">    </span><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>

</pre>

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42

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<td class="new_line diff-line-num" data-linenumber="42" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC42" class="line" lang="python"></span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="43" 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="LC43" 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>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="44" 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">

44

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<td class="new_line diff-line-num old" data-linenumber="43" 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="LC44" 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>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="45" style="width: 35px; color: rgba(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="43" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC43" class="line" lang="python">        <span class="idiff left right">    </span><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>

</pre>

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<pre style="margin: 0;">+<span id="LC44" class="line" lang="python">        <span class="idiff left right">    </span><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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="45" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

45

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<td class="new_line diff-line-num" data-linenumber="45" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

45

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<pre style="margin: 0;"> <span id="LC45" class="line" lang="python"></span>

</pre>

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46

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<td class="new_line diff-line-num old" data-linenumber="46" 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="LC46" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># Query the elements for themselves and measure recall:</span></span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="46" 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="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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<td class="new_line diff-line-num new" data-linenumber="46" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC46" class="line" lang="python">        <span class="idiff left right">    </span><span class="c1" style="color: #998; font-style: italic;"># Query the elements for themselves and measure recall:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC47" class="line" lang="python">        <span class="idiff left right">    </span><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>

</pre>

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<pre style="margin: 0;"> <span id="LC48" class="line" lang="python"></span>

</pre>

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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="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="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">))))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC49" class="line" lang="python">        <span class="idiff left right">    </span><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="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data1</span><span class="p">))))</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC50" class="line" lang="python"></span>

</pre>

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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>

</pre>

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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="mf" style="color: #099;">1.0</span><span class="p">,</span> <span class="mi" style="color: #099;">3</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC51" class="line" lang="python">        <span class="idiff left right">    </span><span class="c1" style="color: #998; font-style: italic;"># Check the recall:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC52" class="line" lang="python">        <span class="idiff left right">    </span><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>

</pre>

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

</pre>

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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>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="54" 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="LC55" 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;">data1</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">items</span><span class="p">))</span></span>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="54" 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="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><span class="mf" style="color: #099;">1e-4</span><span class="p">)</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="57" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="54" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC54" class="line" lang="python">        <span class="idiff left right">    </span><span class="c1" style="color: #998; font-style: italic;"># Check that the returned element data is correct:</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="55" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC55" class="line" lang="python">        <span class="idiff left right">    </span><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;">data1</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">items</span><span class="p">))</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="57" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="56" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC56" class="line" lang="python">        <span class="idiff left right">    </span><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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="57" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="57" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC57" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="58" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="58" 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="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>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="59" 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">

59

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<td class="new_line diff-line-num old" data-linenumber="58" 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="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>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="60" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="58" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC58" class="line" lang="python">        <span class="idiff left right">    </span><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>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="60" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="59" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

</pre>

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<td class="old_line diff-line-num" data-linenumber="60" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="60" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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

</pre>

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<td class="old_line diff-line-num old" data-linenumber="61" 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="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>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="62" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="61" 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="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>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="63" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="61" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC61" class="line" lang="python">        <span class="idiff left right">    </span><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>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="62" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC62" class="line" lang="python">        <span class="idiff left right">    </span><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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="63" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="63" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

63

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<pre style="margin: 0;"> <span id="LC63" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="64" 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">

64

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<td class="new_line diff-line-num old" data-linenumber="64" 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="LC64" class="line" lang="python">        <span class="c1" style="color: #998; font-style: italic;"># Query the elements for themselves and measure recall:</span></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="65" 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">

65

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<td class="new_line diff-line-num old" data-linenumber="64" 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="LC65" 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>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="66" 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">

66

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<td class="new_line diff-line-num old" data-linenumber="64" 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="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>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="67" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="64" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

64

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<pre style="margin: 0;">+<span id="LC64" class="line" lang="python">        <span class="idiff left right">    </span><span class="c1" style="color: #998; font-style: italic;"># Query the elements for themselves and measure recall:</span></span>

</pre>

</td>

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<pre style="margin: 0;">+<span id="LC65" class="line" lang="python">        <span class="idiff left right">    </span><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="LC66" class="line" lang="python">        <span class="idiff left right">    </span><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>

</pre>

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<pre style="margin: 0;"> <span id="LC67" class="line" lang="python"></span>

</pre>

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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>

</pre>

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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="mf" style="color: #099;">1.0</span><span class="p">,</span> <span class="mi" style="color: #099;">3</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC68" class="line" lang="python">        <span class="idiff left right">    </span><span class="c1" style="color: #998; font-style: italic;"># Check the recall:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC69" class="line" lang="python">        <span class="idiff left right">    </span><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>

</pre>

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<pre style="margin: 0;"> <span id="LC70" class="line" lang="python"></span>

</pre>

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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>

</pre>

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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 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;">data</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">items</span><span class="p">))</span></span>

</pre>

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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><span class="mf" style="color: #099;">1e-4</span><span class="p">)</span></span>

</pre>

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<td class="new_line diff-line-num new" data-linenumber="71" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC71" class="line" lang="python">        <span class="idiff left right">    </span><span class="c1" style="color: #998; font-style: italic;"># Check that the returned element data is correct:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC72" class="line" lang="python">        <span class="idiff left">    </span><span class="n" style="color: #333;">diff_with_gt_labels</span><span class="idiff"> </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;">data</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">items</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC73" class="line" lang="python">        <span class="idiff left right">    </span><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>

</pre>

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<td class="new_line diff-line-num" data-linenumber="74" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC74" class="line" lang="python"></span>

</pre>

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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>

</pre>

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76

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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 class="idiff left right">=</span></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>

</pre>

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<td class="new_line diff-line-num old" data-linenumber="75" 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="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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<pre style="margin: 0;">+<span id="LC75" class="line" lang="python">        <span class="idiff left">    </span><span class="c1" style="color: #998; font-style: italic;"># Checking that all labels are returned correc<span class="idiff right">t</span>ly:</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="78" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="76" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC76" class="line" lang="python">        <span class="idiff left">    </span><span class="n" style="color: #333;">sorted_labels</span><span class="idiff"> </span><span class="o" style="font-weight: 600;"><span class="idiff">=</span></span><span class="idiff right"> </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>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="78" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC77" class="line" lang="python">        <span class="idiff left right">    </span><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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</table>

<br>

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<li id="8e2edce0d507e1297474f25c00cae94258db38d8">

<a href="https://salsa.debian.org/med-team/hnswlib/-/compare/a91efae2475c29662db504938b0421dbc63bb2a0...e40c6360504691b494eb2d4374278e9ed1f8effc#8e2edce0d507e1297474f25c00cae94258db38d8"><strong>setup.py</strong></a>

<hr>

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

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="7" style="width: 35px; color: rgba(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="7" style="width: 35px; color: rgba(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">@@ -7,7 +7,7 @@ import setuptools</td>

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<td class="old_line diff-line-num" data-linenumber="7" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="7" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="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>

</pre>

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<td class="old_line diff-line-num" data-linenumber="8" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="new_line diff-line-num" data-linenumber="8" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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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>

</pre>

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

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

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<pre style="margin: 0;"> <span id="LC9" class="line" lang="python"></span>

</pre>

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<td class="old_line diff-line-num old" data-linenumber="10" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #fac5cd; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#f9d7dc">

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<td class="new_line diff-line-num old" data-linenumber="10" 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="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.<span class="idiff left right">0</span>'</span></span>

</pre>

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<td class="old_line diff-line-num new" data-linenumber="11" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<td class="new_line diff-line-num new" data-linenumber="10" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="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.<span class="idiff left right">2</span>'</span></span>

</pre>

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

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

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<pre style="margin: 0;"> <span id="LC11" class="line" lang="python"></span>

</pre>

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

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

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<pre style="margin: 0;"> <span id="LC12" class="line" lang="python"></span>

</pre>

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

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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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