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GitLab

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<h3>

Andreas Tille pushed to branch master

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

</h3>

<h4>

Commits:

</h4>

<ul>

<li>

<strong><a href="https://salsa.debian.org/med-team/deepnano/commit/606dbdfe3ba2811a59c9cc415650aa94ce4f2e5e">606dbdfe</a></strong>

<div>

<span>by Andreas Tille</span>

<i>at 2018-04-27T08:52:29+02:00</i>

</div>

<pre class="commit-message" style="white-space: pre-wrap; margin: 0;">Standards-Version: 4.1.4

</pre>

</li>

<li>

<strong><a href="https://salsa.debian.org/med-team/deepnano/commit/cac36b4778507f12abc8447471515c16f3de007e">cac36b47</a></strong>

<div>

<span>by Andreas Tille</span>

<i>at 2018-04-27T08:52:33+02:00</i>

</div>

<pre class="commit-message" style="white-space: pre-wrap; margin: 0;">Point Vcs-fields to Salsa

</pre>

</li>

<li>

<strong><a href="https://salsa.debian.org/med-team/deepnano/commit/3220008ccf71fbf992e81621430ef9cb74a8f7ce">3220008c</a></strong>

<div>

<span>by Andreas Tille</span>

<i>at 2018-04-27T08:53:35+02:00</i>

</div>

<pre class="commit-message" style="white-space: pre-wrap; margin: 0;">debhelper 11

</pre>

</li>

<li>

<strong><a href="https://salsa.debian.org/med-team/deepnano/commit/e995589b7a21e39acb63e919d96b518b267e6181">e995589b</a></strong>

<div>

<span>by Andreas Tille</span>

<i>at 2018-04-27T08:56:30+02:00</i>

</div>

<pre class="commit-message" style="white-space: pre-wrap; margin: 0;">Build-Depends: python-theano to enable migration to testing

</pre>

</li>

<li>

<strong><a href="https://salsa.debian.org/med-team/deepnano/commit/fc6eb35c93dc83d8a1e135287b6055b1258e1ba8">fc6eb35c</a></strong>

<div>

<span>by Andreas Tille</span>

<i>at 2018-04-27T09:13:38+02:00</i>

</div>

<pre class="commit-message" style="white-space: pre-wrap; margin: 0;">Parse upstream Git and checkout new version

</pre>

</li>

<li>

<strong><a href="https://salsa.debian.org/med-team/deepnano/commit/354bf44a8662c2977649d49f4c278cacae4d5726">354bf44a</a></strong>

<div>

<span>by Andreas Tille</span>

<i>at 2018-04-27T09:14:07+02:00</i>

</div>

<pre class="commit-message" style="white-space: pre-wrap; margin: 0;">New upstream version 0.0+git20170813.e8a621e</pre>

</li>

<li>

<strong><a href="https://salsa.debian.org/med-team/deepnano/commit/1ae628a6261cccade53421a744fff5d660801b0b">1ae628a6</a></strong>

<div>

<span>by Andreas Tille</span>

<i>at 2018-04-27T09:15:49+02:00</i>

</div>

<pre class="commit-message" style="white-space: pre-wrap; margin: 0;">Update upstream source from tag 'upstream/0.0+git20170813.e8a621e'

Update to upstream version '0.0+git20170813.e8a621e'

with Debian dir 397d37daeccc13298435a16709f2e483db176d0e</pre>

</li>

<li>

<strong><a href="https://salsa.debian.org/med-team/deepnano/commit/8f36f340191a86883d484a6c72525427b41d3304">8f36f340</a></strong>

<div>

<span>by Andreas Tille</span>

<i>at 2018-04-27T09:43:01+02:00</i>

</div>

<pre class="commit-message" style="white-space: pre-wrap; margin: 0;">Upload to unstable

</pre>

</li>

</ul>

<h4>29 changed files:</h4>

<ul>

<li class="file-stats">

<a href="#8ec9a00bfd09b3190ac6b22251dbb1aa95a0579d">

README.md

</a>

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<li class="file-stats">

<a href="#7dfbe0cbf7461030dd0842436845ce50a3bfbe0b">

basecall_no_metrichor.py

</a>

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<li class="file-stats">

<a href="#9c96da0e9f91d7d8937b69b524702c106258f0d1">

debian/changelog

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<li class="file-stats">

<a href="#78fd675df1cf8c2d4c62ae1a9a912d15c8c50ba4">

debian/compat

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<a href="#58ef006ab62b83b4bec5d81fe5b32c3b4c2d1cc2">

debian/control

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<a href="#68ef9f98c01c7eecd4c605cc26048a06f3304b79">

debian/watch

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<li class="file-stats">

<a href="#ab584dd7492c5e17da4ca0c0cee50cdf40b80326">

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+

r9/README.md

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r9/basecall.py

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r9/extract_events.py

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r9/networks/r9.pkl

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r9/training/train.py

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</ul>

<h4>Changes:</h4>

<li id="8ec9a00bfd09b3190ac6b22251dbb1aa95a0579d">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#8ec9a00bfd09b3190ac6b22251dbb1aa95a0579d"><strong>README.md</strong></a>

<hr>

<table class="code white" style="font-family: monospace; font-size: 12px;" bgcolor="#fff" width="100%" cellpadding="0" cellspacing="0">

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

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

1

</td>

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

1

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

<pre style="margin: 0;"> <span id="LC1" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">### DeepNano: alternative basecaller for MinION reads</span></span>

</pre>

</td>

</tr>

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

<td class="diff-line-num 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">

2

</td>

<td class="diff-line-num 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">

2

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

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

</pre>

</td>

</tr>

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

<td class="diff-line-num new old_line" 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">

</td>

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

<pre style="margin: 0;">+<span id="LC3" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">## DeepNano version for R9 and R9.4 chemistry can be found in R9 directory of this repository.</span></span>

</pre>

</td>

</tr>

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

<td class="diff-line-num new old_line" 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">

</td>

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

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

</pre>

</td>

</tr>

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

<td class="diff-line-num old_line" 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

</td>

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

5

</td>

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

<pre style="margin: 0;"> <span id="LC5" class="line" lang="markdown">DeepNano is alternative basecaller for Oxford Nanopore MinION reads</span>

</pre>

</td>

</tr>

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

<td class="diff-line-num old_line" 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="diff-line-num new_line" 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

</td>

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

<pre style="margin: 0;"> <span id="LC6" class="line" lang="markdown">based on deep recurrent neural networks.</span>

</pre>

</td>

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

5

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<td class="diff-line-num 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">

7

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

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

</pre>

</td>

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

<td class="diff-line-num unfold js-unfold old_line" data-linenumber="50" style="width: 35px; color: rgba(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="52" style="width: 35px; color: rgba(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">@@ -50,6 +52,8 @@ For SQK-MAP-005 chemistry use:</td>

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<td class="diff-line-num old_line" data-linenumber="50" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

50

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<td class="diff-line-num new_line" data-linenumber="52" style="width: 35px; color: rgba(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 noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC52" class="line" lang="markdown"></span>

</pre>

</td>

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<td class="diff-line-num 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">

51

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<pre style="margin: 0;"> <span id="LC53" class="line" lang="markdown"><span class="sb" style="color: #d14;">`OMP_NUM_THREADS=1 python basecall.py --template_net nets_data/map5temp.npz --complement_net nets_data/map5comp.npz --big_net nets_data/map5-2d.npz <list of fast5 files>`</span></span>

</pre>

</td>

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

</pre>

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<td class="diff-line-num new old_line" data-linenumber="53" style="width: 35px; color: rgba(0,0,0,0.3); 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="diff-line-num new new_line" 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="markdown">For R9 and R9.4 check r9 directory.</span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="53" style="width: 35px; color: rgba(0,0,0,0.3); 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="diff-line-num new new_line" 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="markdown"></span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="53" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<td class="diff-line-num new_line" 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="markdown"><span class="gu" style="color: #800080; font-weight: 600;">Advanced arguments:</span></span>

</pre>

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<td class="diff-line-num old_line" data-linenumber="54" style="width: 35px; color: rgba(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="diff-line-num new_line" data-linenumber="58" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

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<pre style="margin: 0;"> <span id="LC58" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">=================</span></span>

</pre>

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

</pre>

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<br>

</li>

<li id="7dfbe0cbf7461030dd0842436845ce50a3bfbe0b">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#7dfbe0cbf7461030dd0842436845ce50a3bfbe0b"><strong>basecall_no_metrichor.py</strong></a>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="185" style="width: 35px; color: rgba(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="185" style="width: 35px; color: rgba(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">@@ -185,7 +185,8 @@ def basecall(read_file_name, fo):</td>

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<pre style="margin: 0;"> <span id="LC185" class="line" lang="python">        <span class="n" style="color: #333;">e</span> <span class="o" style="font-weight: 600;">+=</span> <span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+</span> <span class="nb" style="color: #0086b3;">list</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">[</span><span class="s" style="color: #d14;">"comp_events2"</span><span class="p">][</span><span class="n" style="color: #333;">comp_ind</span><span class="p">])</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC186" class="line" lang="python">      <span class="n" style="color: #333;">events_2d</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">e</span><span class="p">)</span></span>

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<pre style="margin: 0;"> <span id="LC187" class="line" lang="python">    <span class="n" style="color: #333;">events_2d</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">array</span><span class="p">(</span><span class="n" style="color: #333;">events_2d</span><span class="p">,</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">float32</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num old old_line" data-linenumber="188" 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="diff-line-num new_line old" data-linenumber="188" 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="LC188" class="line" lang="python">    <span class="n" style="color: #333;">predict_and_write</span><span class="p">(</span><span class="n" style="color: #333;">events_2d</span><span class="p">,</span> <span class="n" style="color: #333;">big_net</span><span class="p">,</span> <span class="n" style="color: #333;">fo</span><span class="p">,</span> <span class="s" style="color: #d14;">"</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">s_2d_rnn"</span> <span class="o" style="font-weight: 600;">%</span> <span class="n" style="color: #333;">basename</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="189" style="width: 35px; color: rgba(0,0,0,0.3); 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="diff-line-num new new_line" data-linenumber="188" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC188" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">events_2d</span><span class="p">)</span> <span class="o" style="font-weight: 600;">>=</span> <span class="mi" style="color: #099;">5</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new old_line" data-linenumber="189" style="width: 35px; color: rgba(0,0,0,0.3); 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="diff-line-num new new_line" data-linenumber="189" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC189" class="line" lang="python">      <span class="n" style="color: #333;">predict_and_write</span><span class="p">(</span><span class="n" style="color: #333;">events_2d</span><span class="p">,</span> <span class="n" style="color: #333;">big_net</span><span class="p">,</span> <span class="n" style="color: #333;">fo</span><span class="p">,</span> <span class="s" style="color: #d14;">"</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">s_2d_rnn"</span> <span class="o" style="font-weight: 600;">%</span> <span class="n" style="color: #333;">basename</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC190" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;"> <span id="LC191" class="line" lang="python"><span class="n" style="color: #333;">parser</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">argparse</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">ArgumentParser</span><span class="p">()</span></span>

</pre>

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<pre style="margin: 0;"> <span id="LC192" class="line" lang="python"><span class="n" style="color: #333;">parser</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">add_argument</span><span class="p">(</span><span class="s" style="color: #d14;">'--template_net'</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">type</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">str</span><span class="p">,</span> <span class="n" style="color: #333;">default</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"nets_data/map6temp.npz"</span><span class="p">)</span></span>

</pre>

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<br>

</li>

<li id="9c96da0e9f91d7d8937b69b524702c106258f0d1">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#9c96da0e9f91d7d8937b69b524702c106258f0d1"><strong>debian/changelog</strong></a>

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1

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<pre style="margin: 0;">-<span id="LC1" class="line" lang="plaintext">deepnano (0.0+<span class="idiff left right">20160706-2) UNRELEASED</span>; urgency=medium</span>

</pre>

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

1

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<pre style="margin: 0;">+<span id="LC1" class="line" lang="plaintext">deepnano (0.0+<span class="idiff left right">git20170813.e8a621e-1) unstable</span>; urgency=medium</span>

</pre>

</td>

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<td class="diff-line-num 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">

2

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2

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

</pre>

</td>

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<td class="diff-line-num new old_line" 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">

</td>

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

3

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<pre style="margin: 0;">+<span id="LC3" class="line" lang="plaintext">  [ Steffen Moeller ]</span>

</pre>

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<td class="diff-line-num old_line" 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

</td>

<td class="diff-line-num new_line" 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

</td>

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<pre style="margin: 0;"> <span id="LC4" class="line" lang="plaintext">  * Added debian/upstream/metadata, paper and registries referenced</span>

</pre>

</td>

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

5

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

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

</pre>

</td>

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

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<pre style="margin: 0;">-<span id="LC5" class="line" lang="plaintext"> -- Steffen Moeller <moeller@debian.org>  Sat, 18 Nov 2017 23:01:06 +0100</span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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">

</td>

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

<pre style="margin: 0;">+<span id="LC6" class="line" lang="plaintext">  [ Andreas Tille ]</span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="plaintext">  * New upstream commit</span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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">

</td>

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

<pre style="margin: 0;">+<span id="LC8" class="line" lang="plaintext">  * d/watch: Parse upstream Git</span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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">

</td>

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

<pre style="margin: 0;">+<span id="LC9" class="line" lang="plaintext">  * Standards-Version: 4.1.4</span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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">

</td>

<td class="diff-line-num new new_line" 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="plaintext">  * Point Vcs-fields to Salsa</span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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">

</td>

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

11

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

<pre style="margin: 0;">+<span id="LC11" class="line" lang="plaintext">  * debhelper 11</span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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">

</td>

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

<pre style="margin: 0;">+<span id="LC12" class="line" lang="plaintext">  * Build-Depends: python-theano to enable migration to testing</span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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">

</td>

<td class="diff-line-num new new_line" 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="plaintext"></span>

</pre>

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<td class="diff-line-num new old_line" 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">

</td>

<td class="diff-line-num new new_line" 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="plaintext"> -- Andreas Tille <tille@debian.org>  Fri, 27 Apr 2018 09:27:06 +0200</span>

</pre>

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6

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

15

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

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

</pre>

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<td class="diff-line-num 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">

7

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<td class="diff-line-num new_line" 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="plaintext">deepnano (0.0+20160706-1) unstable; urgency=medium</span>

</pre>

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

8

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<td class="diff-line-num new_line" 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">

17

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

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

</pre>

</td>

</tr>

</table>

<br>

</li>

<li id="78fd675df1cf8c2d4c62ae1a9a912d15c8c50ba4">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#78fd675df1cf8c2d4c62ae1a9a912d15c8c50ba4"><strong>debian/compat</strong></a>

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1

</td>

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

<pre style="margin: 0;">-<span id="LC1" class="line" lang="plaintext"><span class="idiff left right">9</span></span></pre>

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

1

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<pre style="margin: 0;">+<span id="LC1" class="line" lang="plaintext"><span class="idiff left right">11</span></span></pre>

</td>

</tr>

</table>

<br>

</li>

<li id="58ef006ab62b83b4bec5d81fe5b32c3b4c2d1cc2">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#58ef006ab62b83b4bec5d81fe5b32c3b4c2d1cc2"><strong>debian/control</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">@@ -4,13 +4,14 @@ Uploaders: Çağrı ULAŞ <cagriulas@gmail.com>,</td>

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<pre style="margin: 0;"> <span id="LC4" class="line" lang="plaintext">           Andreas Tille <tille@debian.org></span>

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

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<pre style="margin: 0;"> <span id="LC6" class="line" lang="plaintext">Priority: optional</span>

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<pre style="margin: 0;">-<span id="LC7" class="line" lang="plaintext">Build-Depends: debhelper (>= <span class="idiff left right">9</span>),</span>

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<pre style="margin: 0;">+<span id="LC7" class="line" lang="plaintext">Build-Depends: debhelper (>= <span class="idiff left right">11~</span>),</span>

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

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<pre style="margin: 0;"> <span id="LC9" class="line" lang="plaintext">               dh-python,</span>

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

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<pre style="margin: 0;">-<span id="LC11" class="line" lang="plaintext">Standards-Version: 3.9.8</span>

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<pre style="margin: 0;">-<span id="LC12" class="line" lang="plaintext">Vcs-Browser: https://anonscm.debian.org/cgit/debian-med/deepnano.git</span>

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<td class="diff-line-num new_line 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="LC13" class="line" lang="plaintext">Vcs-Git: https://anonscm.debian.org/git/debian-med/deepnano.git</span>

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

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<td class="diff-line-num new old_line" 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="LC11" class="line" lang="plaintext">               python-theano</span>

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<td class="diff-line-num new old_line" 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="LC12" class="line" lang="plaintext">Standards-Version: 4.1.4</span>

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<pre style="margin: 0;">+<span id="LC13" class="line" lang="plaintext">Vcs-Browser: https://salsa.debian.org/med-team/deepnano</span>

</pre>

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<pre style="margin: 0;">+<span id="LC14" class="line" lang="plaintext">Vcs-Git: https://salsa.debian.org/med-team/deepnano.git</span>

</pre>

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<pre style="margin: 0;"> <span id="LC15" class="line" lang="plaintext">Homepage: https://bitbucket.org/vboza/deepnano</span>

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

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<pre style="margin: 0;"> <span id="LC17" class="line" lang="plaintext">Package: deepnano</span>

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<td class="diff-line-num unfold js-unfold old_line" data-linenumber="33" style="width: 35px; color: rgba(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="34" style="width: 35px; color: rgba(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">@@ -33,7 +34,7 @@ Description: alternative basecaller for MinION reads of genomic sequences</td>

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34

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

<pre style="margin: 0;"> <span id="LC34" class="line" lang="plaintext"></span>

</pre>

</td>

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<td class="diff-line-num old_line" data-linenumber="34" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

34

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

35

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

<pre style="margin: 0;"> <span id="LC35" class="line" lang="plaintext">Package: deepnano-data</span>

</pre>

</td>

</tr>

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

35

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<td class="diff-line-num 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">

36

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

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

</pre>

</td>

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<td class="diff-line-num old old_line" data-linenumber="36" 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">

36

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

<pre style="margin: 0;">-<span id="LC36" class="line" lang="plaintext">Depends: ${misc:Depends}<span class="idiff left right">,</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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">

</td>

<td class="diff-line-num new new_line" 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">

37

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

<pre style="margin: 0;">+<span id="LC37" class="line" lang="plaintext">Depends: ${misc:Depends}</span>

</pre>

</td>

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<td class="diff-line-num old_line" data-linenumber="37" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

37

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<td class="diff-line-num new_line" 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="line_content noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;">

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

</pre>

</td>

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<td class="diff-line-num old_line" 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="diff-line-num new_line" data-linenumber="39" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

39

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

<pre style="margin: 0;"> <span id="LC39" class="line" lang="plaintext">Description: alternative basecaller for MinION reads of genomic sequences (data)</span>

</pre>

</td>

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<td class="diff-line-num old_line" data-linenumber="39" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

39

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<td class="diff-line-num new_line" data-linenumber="40" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #f0f0f0; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#fafafa">

40

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

<pre style="margin: 0;"> <span id="LC40" class="line" lang="plaintext"> DeepNano is alternative basecaller for Oxford Nanopore MinION reads</span>

</pre>

</td>

</tr>

</table>

<br>

</li>

<li id="68ef9f98c01c7eecd4c605cc26048a06f3304b79">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#68ef9f98c01c7eecd4c605cc26048a06f3304b79"><strong>debian/watch</strong></a>

<hr>

<table class="code white" style="font-family: monospace; font-size: 12px;" bgcolor="#fff" width="100%" cellpadding="0" cellspacing="0">

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

1

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

<pre style="margin: 0;">+<span id="LC1" class="line" lang="plaintext">version=4</span>

</pre>

</td>

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<td class="diff-line-num new old_line" data-linenumber="1" style="width: 35px; color: rgba(0,0,0,0.3); 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

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

</pre>

</td>

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<td class="diff-line-num new old_line" data-linenumber="1" style="width: 35px; color: rgba(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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC3" class="line" lang="plaintext">opts="mode=git,pretty=0.0+git%cd.%h" \</span>

</pre>

</td>

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<td class="diff-line-num new old_line" data-linenumber="1" style="width: 35px; color: rgba(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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC4" class="line" lang="plaintext">    https://bitbucket.org/vboza/deepnano.git HEAD</span>

</pre>

</td>

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<td class="diff-line-num new old_line" data-linenumber="1" style="width: 35px; color: rgba(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="diff-line-num new new_line" 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 noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

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

</pre>

</td>

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

1

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<td class="diff-line-num new_line" 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="line_content noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;">

<pre style="margin: 0;"> <span id="LC6" class="line" lang="plaintext"># version=3</span>

</pre>

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<td class="diff-line-num 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">

2

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<td class="diff-line-num 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">

7

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

<pre style="margin: 0;"> <span id="LC7" class="line" lang="plaintext"># upstream has not proper versioning</span>

</pre>

</td>

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

8

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

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

</td>

</tr>

</table>

<br>

</li>

<li id="ab584dd7492c5e17da4ca0c0cee50cdf40b80326">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#ab584dd7492c5e17da4ca0c0cee50cdf40b80326"><strong>r9/README.md</strong></a>

<hr>

<table class="code white" style="font-family: monospace; font-size: 12px;" bgcolor="#fff" width="100%" cellpadding="0" cellspacing="0">

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</td>

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

1

</td>

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

<pre style="margin: 0;">+<span id="LC1" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">### DeepNano: alternative basecaller for MinION reads - R9(.4) version</span></span>

</pre>

</td>

</tr>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

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

</pre>

</td>

</tr>

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

<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC3" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">Requirements</span></span>

</pre>

</td>

</tr>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC4" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">================</span></span>

</pre>

</td>

</tr>

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

<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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

</td>

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

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

</pre>

</td>

</tr>

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</td>

<td class="diff-line-num new new_line" 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="markdown">We use Python 2.7.</span>

</pre>

</td>

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

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

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC8" class="line" lang="markdown">Here are versions of Python packages, that we used:</span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

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

</pre>

</td>

</tr>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC10" class="line" lang="markdown"><span class="p">-</span> Cython==0.23.4</span>

</pre>

</td>

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

11

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

<pre style="margin: 0;">+<span id="LC11" class="line" lang="markdown"><span class="p">-</span> numpy==1.10.2</span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC12" class="line" lang="markdown"><span class="p">-</span> h5py==2.5.0</span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC13" class="line" lang="markdown"><span class="p">-</span> python-dateutil==2.5.0</span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC14" class="line" lang="markdown"></span>

</pre>

</td>

</tr>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="markdown"><span class="gu" style="color: #800080; font-weight: 600;">Basic usage:</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="markdown"><span class="gu" style="color: #800080; font-weight: 600;">================</span></span>

</pre>

</td>

</tr>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="markdown"></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="markdown"><span class="sb" style="color: #d14;">`python basecall.py --chemistry <r9/r9.4> <list of fast5 files>`</span></span>

</pre>

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</td>

<td class="diff-line-num new new_line" 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="markdown"></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="markdown"><span class="gu" style="color: #800080; font-weight: 600;">Advanced arguments:</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

21

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<pre style="margin: 0;">+<span id="LC21" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">=================</span></span>

</pre>

</td>

</tr>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

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

</pre>

</td>

</tr>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

23

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<pre style="margin: 0;">+<span id="LC23" class="line" lang="markdown"><span class="p">-</span> <span class="sb" style="color: #d14;">`-h`</span> - prints help message</span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

24

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<pre style="margin: 0;">+<span id="LC24" class="line" lang="markdown"><span class="p">-</span> <span class="sb" style="color: #d14;">`--output FILENAME`</span> - output filename</span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="markdown"><span class="p">-</span> <span class="sb" style="color: #d14;">`--directory DIRECTORY`</span> Directory where read files are stored</span>

</pre>

</td>

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</td>

<td class="diff-line-num new new_line" 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="markdown"><span class="p">-</span> <span class="sb" style="color: #d14;">`--cut-data`</span> - sometimes read detection can produce huge regions with no bases and basecaller gets</span>

</pre>

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27

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<pre style="margin: 0;">+<span id="LC27" class="line" lang="markdown">  confused. This option is workaround around that issue.</span>

</pre>

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

</pre>

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<pre style="margin: 0;">+<span id="LC29" class="line" lang="markdown">Basecaller will perform event extraction, if events are not present.</span></pre>

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<br>

</li>

<li id="a34f306eb3b11d2b99beb8203e6bcc71e23a1684">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#a34f306eb3b11d2b99beb8203e6bcc71e23a1684"><strong>r9/basecall.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;">from</span> <span class="nn" style="color: #555;">rnnf</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">Rnn</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC2" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">qrnnf</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">Rnn</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">Rnnq</span></span>

</pre>

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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;">h5py</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC4" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">argparse</span></span>

</pre>

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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;">os</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC6" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">datetime</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC7" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>

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<pre style="margin: 0;">+<span id="LC8" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">extract_events</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">extract_events</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC9" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC10" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">scale94</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC11" class="line" lang="python">  <span class="n" style="color: #333;">m25</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">percentile</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="mi" style="color: #099;">25</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC12" class="line" lang="python">  <span class="n" style="color: #333;">m75</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">percentile</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="mi" style="color: #099;">75</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC13" class="line" lang="python">  <span class="n" style="color: #333;">s50</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">median</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">2</span><span class="p">])</span></span>

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<pre style="margin: 0;">+<span id="LC14" class="line" lang="python">  <span class="n" style="color: #333;">me25</span> <span class="o" style="font-weight: 600;">=</span> <span class="o" style="font-weight: 600;">-</span><span class="mf" style="color: #099;">0.3</span></span>

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<td class="diff-line-num new new_line" 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;">me75</span><span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.3</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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 class="n" style="color: #333;">se50</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.6103758</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">ret</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">array</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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;">scale</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">me75</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">me25</span><span class="p">)</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</span><span class="n" style="color: #333;">m75</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">m25</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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 class="n" style="color: #333;">m25</span> <span class="o" style="font-weight: 600;">*=</span> <span class="n" style="color: #333;">scale</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">shift</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">me25</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">m25</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

21

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<pre style="margin: 0;">+<span id="LC21" class="line" lang="python">  <span class="n" style="color: #333;">ret</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">scale</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">shift</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

22

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<pre style="margin: 0;">+<span id="LC22" class="line" lang="python">  <span class="n" style="color: #333;">ret</span><span class="p">[:,</span><span class="mi" style="color: #099;">1</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ret</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">]</span><span class="o" style="font-weight: 600;">**</span><span class="mi" style="color: #099;">2</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

23

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

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

</pre>

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<td class="diff-line-num new new_line" 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">

24

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<pre style="margin: 0;">+<span id="LC24" class="line" lang="python">  <span class="n" style="color: #333;">sscale</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">se50</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">s50</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">ret</span><span class="p">[:,</span><span class="mi" style="color: #099;">2</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">2</span><span class="p">]</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">sscale</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">ret</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">scale</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">m25</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">percentile</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="mi" style="color: #099;">25</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC31" class="line" lang="python">  <span class="n" style="color: #333;">m75</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">percentile</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="mi" style="color: #099;">75</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

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<pre style="margin: 0;">+<span id="LC32" class="line" lang="python">  <span class="n" style="color: #333;">s50</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">median</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">2</span><span class="p">])</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="n" style="color: #333;">me25</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.07499809</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC34" class="line" lang="python">  <span class="n" style="color: #333;">me75</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.26622871</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="n" style="color: #333;">se50</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.6103758</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="n" style="color: #333;">ret</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">array</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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;">scale</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">me75</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">me25</span><span class="p">)</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</span><span class="n" style="color: #333;">m75</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">m25</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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 class="n" style="color: #333;">m25</span> <span class="o" style="font-weight: 600;">*=</span> <span class="n" style="color: #333;">scale</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="n" style="color: #333;">shift</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">me25</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">m25</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">ret</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">scale</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">shift</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC41" class="line" lang="python">  <span class="n" style="color: #333;">ret</span><span class="p">[:,</span><span class="mi" style="color: #099;">1</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ret</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">]</span><span class="o" style="font-weight: 600;">**</span><span class="mi" style="color: #099;">2</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="diff-line-num new new_line" 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="n" style="color: #333;">sscale</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">se50</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">s50</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">ret</span><span class="p">[:,</span><span class="mi" style="color: #099;">2</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">2</span><span class="p">]</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">sscale</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">ret</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">get_events</span><span class="p">(</span><span class="n" style="color: #333;">h5</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">if</span> <span class="ow" style="font-weight: 600;">not</span> <span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">event_detect</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="50" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

50

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<pre style="margin: 0;">+<span id="LC50" class="line" lang="python">    <span class="k" style="font-weight: 600;">try</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="python">      <span class="n" style="color: #333;">e</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">h5</span><span class="p">[</span><span class="s" style="color: #d14;">"Analyses/Basecall_RNN_1D_000/BaseCalled_template/Events"</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="52" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC52" class="line" lang="python">      <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">e</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="53" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC53" class="line" lang="python">    <span class="k" style="font-weight: 600;">except</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">pass</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">try</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">e</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">h5</span><span class="p">[</span><span class="s" style="color: #d14;">"Analyses/Basecall_1D_000/BaseCalled_template/Events"</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="57" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC57" class="line" lang="python">      <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">e</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">except</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">pass</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC60" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">extract_events</span><span class="p">(</span><span class="n" style="color: #333;">h5</span><span class="p">,</span> <span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">chemistry</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<pre style="margin: 0;">+<span id="LC63" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">basecall</span><span class="p">(</span><span class="n" style="color: #333;">filename</span><span class="p">,</span> <span class="n" style="color: #333;">output_file</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC64" class="line" lang="python">  <span class="k" style="font-weight: 600;">try</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="65" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC65" class="line" lang="python">    <span class="n" style="color: #333;">h5</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">h5py</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">File</span><span class="p">(</span><span class="n" style="color: #333;">filename</span><span class="p">,</span> <span class="s" style="color: #d14;">"r"</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC66" class="line" lang="python">    <span class="n" style="color: #333;">events</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">get_events</span><span class="p">(</span><span class="n" style="color: #333;">h5</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC67" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">events</span> <span class="ow" style="font-weight: 600;">is</span> <span class="bp" style="color: #999;">None</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="68" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

68

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<pre style="margin: 0;">+<span id="LC68" class="line" lang="python">      <span class="k" style="font-weight: 600;">print</span> <span class="s" style="color: #d14;">"No events in file </span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">s"</span> <span class="o" style="font-weight: 600;">%</span> <span class="n" style="color: #333;">filename</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="69" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

69

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<pre style="margin: 0;">+<span id="LC69" class="line" lang="python">      <span class="n" style="color: #333;">h5</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">close</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

70

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<pre style="margin: 0;">+<span id="LC70" class="line" lang="python">      <span class="k" style="font-weight: 600;">return</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

71

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

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

</pre>

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<td class="diff-line-num new new_line" 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">

72

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<pre style="margin: 0;">+<span id="LC72" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">events</span><span class="p">)</span> <span class="o" style="font-weight: 600;"><</span> <span class="mi" style="color: #099;">300</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

73

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<pre style="margin: 0;">+<span id="LC73" class="line" lang="python">      <span class="k" style="font-weight: 600;">print</span> <span class="s" style="color: #d14;">"Read </span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">s too short, not basecalling"</span> <span class="o" style="font-weight: 600;">%</span> <span class="n" style="color: #333;">filename</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="74" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

74

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<pre style="margin: 0;">+<span id="LC74" class="line" lang="python">      <span class="n" style="color: #333;">h5</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">close</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="75" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

75

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<pre style="margin: 0;">+<span id="LC75" class="line" lang="python">      <span class="k" style="font-weight: 600;">return</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

76

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

</pre>

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<td class="diff-line-num new new_line" 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;">events</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">events</span><span class="p">[</span><span class="mi" style="color: #099;">50</span><span class="p">:</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">50</span><span class="p">][:</span><span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">max_events</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

78

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<pre style="margin: 0;">+<span id="LC78" class="line" lang="python">    <span class="n" style="color: #333;">mean</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">events</span><span class="p">[</span><span class="s" style="color: #d14;">"mean"</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="79" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

79

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<pre style="margin: 0;">+<span id="LC79" class="line" lang="python">    <span class="n" style="color: #333;">std</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">events</span><span class="p">[</span><span class="s" style="color: #d14;">"stdv"</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="80" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC80" class="line" lang="python">    <span class="n" style="color: #333;">length</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">events</span><span class="p">[</span><span class="s" style="color: #d14;">"length"</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="81" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

81

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<pre style="margin: 0;">+<span id="LC81" class="line" lang="python">    <span class="n" style="color: #333;">scale_f</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">scale</span> <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">chemistry</span> <span class="o" style="font-weight: 600;">==</span> <span class="s" style="color: #d14;">'r9'</span> <span class="k" style="font-weight: 600;">else</span> <span class="n" style="color: #333;">scale94</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="82" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

82

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<pre style="margin: 0;">+<span id="LC82" class="line" lang="python">    <span class="n" style="color: #333;">X</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">array</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">vstack</span><span class="p">([</span><span class="n" style="color: #333;">mean</span><span class="p">,</span> <span class="n" style="color: #333;">mean</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">mean</span><span class="p">,</span> <span class="n" style="color: #333;">std</span><span class="p">,</span> <span class="n" style="color: #333;">length</span><span class="p">])</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">T</span><span class="p">,</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">float32</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="83" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

83

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<pre style="margin: 0;">+<span id="LC83" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="84" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

84

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<pre style="margin: 0;">+<span id="LC84" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">)</span> <span class="o" style="font-weight: 600;"><</span> <span class="mi" style="color: #099;">2500</span> <span class="ow" style="font-weight: 600;">or</span> <span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cut_data</span> <span class="o" style="font-weight: 600;">==</span> <span class="bp" style="color: #999;">False</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="85" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

85

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<pre style="margin: 0;">+<span id="LC85" class="line" lang="python">      <span class="n" style="color: #333;">X</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">scale_f</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="86" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

86

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<pre style="margin: 0;">+<span id="LC86" class="line" lang="python">      <span class="n" style="color: #333;">o1</span><span class="p">,</span> <span class="n" style="color: #333;">o2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ntwk</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">predict</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="87" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

87

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<pre style="margin: 0;">+<span id="LC87" class="line" lang="python">    <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="88" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

88

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<pre style="margin: 0;">+<span id="LC88" class="line" lang="python">      <span class="n" style="color: #333;">preds1</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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

89

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<pre style="margin: 0;">+<span id="LC89" class="line" lang="python">      <span class="n" style="color: #333;">preds2</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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

90

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<pre style="margin: 0;">+<span id="LC90" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">),</span> <span class="mi" style="color: #099;">2000</span><span class="p">):</span></span>

</pre>

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

91

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<pre style="margin: 0;">+<span id="LC91" class="line" lang="python">        <span class="n" style="color: #333;">o1</span><span class="p">,</span> <span class="n" style="color: #333;">o2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ntwk</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">predict</span><span class="p">(</span><span class="n" style="color: #333;">scale_f</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">:</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">+</span><span class="mi" style="color: #099;">2500</span><span class="p">]))</span></span>

</pre>

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

92

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<pre style="margin: 0;">+<span id="LC92" class="line" lang="python">        <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">></span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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;">o1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">o1</span><span class="p">[</span><span class="mi" style="color: #099;">250</span><span class="p">:]</span></span>

</pre>

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

94

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<pre style="margin: 0;">+<span id="LC94" class="line" lang="python">          <span class="n" style="color: #333;">o2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">o2</span><span class="p">[</span><span class="mi" style="color: #099;">250</span><span class="p">:]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC95" class="line" lang="python">        <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">+</span> <span class="mi" style="color: #099;">2500</span> <span class="o" style="font-weight: 600;"><</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="96" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC96" class="line" lang="python">          <span class="n" style="color: #333;">o1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">o1</span><span class="p">[:</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">250</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="97" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC97" class="line" lang="python">          <span class="n" style="color: #333;">o2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">o2</span><span class="p">[:</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">250</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="98" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC98" class="line" lang="python">        <span class="n" style="color: #333;">preds1</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">o1</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="99" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC99" class="line" lang="python">        <span class="n" style="color: #333;">preds2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">o2</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="100" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

100

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<pre style="margin: 0;">+<span id="LC100" class="line" lang="python"></span>

</pre>

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

101

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<pre style="margin: 0;">+<span id="LC101" class="line" lang="python">      <span class="n" style="color: #333;">o1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">vstack</span><span class="p">(</span><span class="n" style="color: #333;">preds1</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="102" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

102

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<pre style="margin: 0;">+<span id="LC102" class="line" lang="python">      <span class="n" style="color: #333;">o2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">vstack</span><span class="p">(</span><span class="n" style="color: #333;">preds2</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="103" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

103

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<pre style="margin: 0;">+<span id="LC103" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="104" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

104

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<pre style="margin: 0;">+<span id="LC104" class="line" lang="python">    <span class="n" style="color: #333;">o1m</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">argmax</span><span class="p">(</span><span class="n" style="color: #333;">o1</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

105

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<pre style="margin: 0;">+<span id="LC105" class="line" lang="python">    <span class="n" style="color: #333;">o2m</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">argmax</span><span class="p">(</span><span class="n" style="color: #333;">o2</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="106" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

106

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<pre style="margin: 0;">+<span id="LC106" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="107" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

107

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<pre style="margin: 0;">+<span id="LC107" class="line" lang="python">    <span class="n" style="color: #333;">om</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">vstack</span><span class="p">((</span><span class="n" style="color: #333;">o1m</span><span class="p">,</span><span class="n" style="color: #333;">o2m</span><span class="p">))</span><span class="o" style="font-weight: 600;">.</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="n" style="color: #333;">order</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'F'</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="108" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

108

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<pre style="margin: 0;">+<span id="LC108" class="line" lang="python">    <span class="n" style="color: #333;">output</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">""</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">join</span><span class="p">(</span><span class="nb" style="color: #0086b3;">map</span><span class="p">(</span><span class="k" style="font-weight: 600;">lambda</span> <span class="n" style="color: #333;">x</span><span class="p">:</span> <span class="n" style="color: #333;">alph</span><span class="p">[</span><span class="n" style="color: #333;">x</span><span class="p">],</span> <span class="n" style="color: #333;">om</span><span class="p">))</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">replace</span><span class="p">(</span><span class="s" style="color: #d14;">"N"</span><span class="p">,</span> <span class="s" style="color: #d14;">""</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="109" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

109

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<pre style="margin: 0;">+<span id="LC109" class="line" lang="python">    <span class="k" style="font-weight: 600;">print</span> <span class="o" style="font-weight: 600;">>></span><span class="n" style="color: #333;">output_file</span><span class="p">,</span> <span class="s" style="color: #d14;">"></span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">s_template_deepnano"</span> <span class="o" style="font-weight: 600;">%</span> <span class="n" style="color: #333;">filename</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="110" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC110" class="line" lang="python">    <span class="k" style="font-weight: 600;">print</span> <span class="o" style="font-weight: 600;">>></span><span class="n" style="color: #333;">output_file</span><span class="p">,</span> <span class="n" style="color: #333;">output</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

111

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<pre style="margin: 0;">+<span id="LC111" class="line" lang="python">    <span class="n" style="color: #333;">output_file</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flush</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

112

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<pre style="margin: 0;">+<span id="LC112" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="113" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

113

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<pre style="margin: 0;">+<span id="LC113" class="line" lang="python">    <span class="n" style="color: #333;">h5</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">close</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="114" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC114" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">events</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="115" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC115" class="line" lang="python">  <span class="k" style="font-weight: 600;">except</span> <span class="nb" style="color: #0086b3;">Exception</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">e</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="116" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC116" class="line" lang="python">    <span class="k" style="font-weight: 600;">print</span> <span class="s" style="color: #d14;">"Read </span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">s failed with </span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">s"</span> <span class="o" style="font-weight: 600;">%</span> <span class="p">(</span><span class="n" style="color: #333;">filename</span><span class="p">,</span> <span class="n" style="color: #333;">e</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

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

</pre>

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<td class="diff-line-num new new_line" data-linenumber="119" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC119" class="line" lang="python"><span class="n" style="color: #333;">alph</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">"ACGTN"</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="120" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC120" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="121" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC121" class="line" lang="python"><span class="n" style="color: #333;">parser</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">argparse</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">ArgumentParser</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="122" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC122" class="line" lang="python"><span class="n" style="color: #333;">parser</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">add_argument</span><span class="p">(</span><span class="s" style="color: #d14;">'--chemistry'</span><span class="p">,</span> <span class="n" style="color: #333;">choices</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="s" style="color: #d14;">'r9'</span><span class="p">,</span> <span class="s" style="color: #d14;">'r9.4'</span><span class="p">],</span> <span class="n" style="color: #333;">default</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'r9.4'</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC123" class="line" lang="python"><span class="n" style="color: #333;">parser</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">add_argument</span><span class="p">(</span><span class="s" style="color: #d14;">'--output'</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">type</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">str</span><span class="p">,</span> <span class="n" style="color: #333;">default</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"output.fasta"</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC124" class="line" lang="python"><span class="n" style="color: #333;">parser</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">add_argument</span><span class="p">(</span><span class="s" style="color: #d14;">'--directory'</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">type</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">str</span><span class="p">,</span> <span class="n" style="color: #333;">default</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">''</span><span class="p">,</span> <span class="n" style="color: #333;">help</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"Directory where read files are stored"</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC125" class="line" lang="python"><span class="n" style="color: #333;">parser</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">add_argument</span><span class="p">(</span><span class="s" style="color: #d14;">'--watch'</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">type</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">str</span><span class="p">,</span> <span class="n" style="color: #333;">default</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">''</span><span class="p">,</span> <span class="n" style="color: #333;">help</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'Watched directory'</span><span class="p">)</span></span>

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<td class="diff-line-num new new_line" data-linenumber="126" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC126" class="line" lang="python"><span class="n" style="color: #333;">parser</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">add_argument</span><span class="p">(</span><span class="s" style="color: #d14;">'reads'</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">type</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">str</span><span class="p">,</span> <span class="n" style="color: #333;">nargs</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'*'</span><span class="p">)</span></span>

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<td class="diff-line-num new new_line" data-linenumber="127" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC127" class="line" lang="python"><span class="n" style="color: #333;">parser</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">add_argument</span><span class="p">(</span><span class="s" style="color: #d14;">'--debug'</span><span class="p">,</span> <span class="n" style="color: #333;">dest</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'debug'</span><span class="p">,</span> <span class="n" style="color: #333;">action</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'store_true'</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="128" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC128" class="line" lang="python"><span class="n" style="color: #333;">parser</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">add_argument</span><span class="p">(</span><span class="s" style="color: #d14;">'--no-debug'</span><span class="p">,</span> <span class="n" style="color: #333;">dest</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'debug'</span><span class="p">,</span> <span class="n" style="color: #333;">action</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'store_false'</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="129" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC129" class="line" lang="python"><span class="n" style="color: #333;">parser</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">add_argument</span><span class="p">(</span><span class="s" style="color: #d14;">'--event-detect'</span><span class="p">,</span> <span class="n" style="color: #333;">dest</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'event_detect'</span><span class="p">,</span> <span class="n" style="color: #333;">action</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'store_true'</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="130" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC130" class="line" lang="python"><span class="n" style="color: #333;">parser</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">add_argument</span><span class="p">(</span><span class="s" style="color: #d14;">'--max-events'</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">type</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">int</span><span class="p">,</span> <span class="n" style="color: #333;">default</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">50000</span><span class="p">,</span> <span class="n" style="color: #333;">help</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'Max amount of events to basecall'</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC131" class="line" lang="python"><span class="n" style="color: #333;">parser</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">add_argument</span><span class="p">(</span><span class="s" style="color: #d14;">'--cut-data'</span><span class="p">,</span> <span class="n" style="color: #333;">dest</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'cut_data'</span><span class="p">,</span> <span class="n" style="color: #333;">action</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'store_true'</span><span class="p">,</span> <span class="n" style="color: #333;">help</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'Cut data into smaller chunks and basecall them separatelly. Helps in case of bad preprocessing.'</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC132" class="line" lang="python"><span class="n" style="color: #333;">parser</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">set_defaults</span><span class="p">(</span><span class="n" style="color: #333;">debug</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">False</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC133" class="line" lang="python"><span class="n" style="color: #333;">parser</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">set_defaults</span><span class="p">(</span><span class="n" style="color: #333;">event_detect</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">False</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC134" class="line" lang="python"><span class="n" style="color: #333;">parser</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">set_defaults</span><span class="p">(</span><span class="n" style="color: #333;">cut_data</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">False</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC135" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC136" class="line" lang="python"><span class="n" style="color: #333;">args</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">parser</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">parse_args</span><span class="p">()</span></span>

</pre>

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

</pre>

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<pre style="margin: 0;">+<span id="LC138" class="line" lang="python"><span class="k" style="font-weight: 600;">assert</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">reads</span><span class="p">)</span> <span class="o" style="font-weight: 600;">!=</span> <span class="mi" style="color: #099;">0</span> <span class="ow" style="font-weight: 600;">or</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">directory</span><span class="p">)</span> <span class="o" style="font-weight: 600;">!=</span> <span class="mi" style="color: #099;">0</span> <span class="ow" style="font-weight: 600;">or</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">watch</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 class="s" style="color: #d14;">"Nothing to basecall"</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<pre style="margin: 0;">+<span id="LC140" class="line" lang="python"><span class="n" style="color: #333;">ntwks</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">{</span><span class="s" style="color: #d14;">"r9"</span><span class="p">:</span> <span class="n" style="color: #333;">os</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">path</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">join</span><span class="p">(</span><span class="s" style="color: #d14;">"networks"</span><span class="p">,</span> <span class="s" style="color: #d14;">"r9.pkl"</span><span class="p">),</span> <span class="s" style="color: #d14;">"r9.4"</span><span class="p">:</span> <span class="n" style="color: #333;">os</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">path</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">join</span><span class="p">(</span><span class="s" style="color: #d14;">"networks"</span><span class="p">,</span> <span class="s" style="color: #d14;">"r94.pkl"</span><span class="p">)}</span></span>

</pre>

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141

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<pre style="margin: 0;">+<span id="LC141" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="142" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC142" class="line" lang="python"><span class="n" style="color: #333;">ntwk</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">Rnn</span><span class="p">()</span> <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">chemistry</span> <span class="o" style="font-weight: 600;">==</span> <span class="s" style="color: #d14;">'r9'</span> <span class="k" style="font-weight: 600;">else</span> <span class="n" style="color: #333;">Rnnq</span><span class="p">()</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC143" class="line" lang="python"><span class="n" style="color: #333;">ntwk</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">ntwks</span><span class="p">[</span><span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">chemistry</span><span class="p">])</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="144" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC144" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC145" class="line" lang="python"><span class="k" style="font-weight: 600;">if</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">reads</span><span class="p">)</span> <span class="ow" style="font-weight: 600;">or</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">directory</span><span class="p">)</span> <span class="o" style="font-weight: 600;">!=</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="146" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC146" class="line" lang="python">  <span class="n" style="color: #333;">fo</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="s" style="color: #d14;">"w"</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="147" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

147

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<pre style="margin: 0;">+<span id="LC147" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="148" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC148" class="line" lang="python">  <span class="n" style="color: #333;">files</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">reads</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="149" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

149

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<pre style="margin: 0;">+<span id="LC149" class="line" lang="python">  <span class="k" style="font-weight: 600;">if</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">directory</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="150" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

150

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<pre style="margin: 0;">+<span id="LC150" class="line" lang="python">    <span class="n" style="color: #333;">files</span> <span class="o" style="font-weight: 600;">+=</span> <span class="p">[</span><span class="n" style="color: #333;">os</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">path</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">join</span><span class="p">(</span><span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">directory</span><span class="p">,</span> <span class="n" style="color: #333;">x</span><span class="p">)</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">x</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">os</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">listdir</span><span class="p">(</span><span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">directory</span><span class="p">)]</span>  </span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="151" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC151" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="152" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC152" class="line" lang="python">  <span class="n" style="color: #333;">total_events</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC153" class="line" lang="python">  <span class="n" style="color: #333;">start_time</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">datetime</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">datetime</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">now</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="154" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC154" class="line" lang="python">  <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span><span class="p">,</span> <span class="n" style="color: #333;">read</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">enumerate</span><span class="p">(</span><span class="n" style="color: #333;">files</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="155" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC155" class="line" lang="python">    <span class="n" style="color: #333;">current_events</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">basecall</span><span class="p">(</span><span class="n" style="color: #333;">read</span><span class="p">,</span> <span class="n" style="color: #333;">fo</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="156" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC156" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">debug</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="157" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC157" class="line" lang="python">      <span class="n" style="color: #333;">total_events</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">current_events</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="158" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC158" class="line" lang="python">      <span class="n" style="color: #333;">time_diff</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">datetime</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">datetime</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">now</span><span class="p">()</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">start_time</span><span class="p">)</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">total_seconds</span><span class="p">()</span> <span class="o" style="font-weight: 600;">+</span> <span class="mf" style="color: #099;">0.000001</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="159" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

159

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<pre style="margin: 0;">+<span id="LC159" class="line" lang="python">      <span class="k" style="font-weight: 600;">print</span> <span class="s" style="color: #d14;">"Basecalled </span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">d events in </span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">f (</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">f ev/s)"</span> <span class="o" style="font-weight: 600;">%</span> <span class="p">(</span><span class="n" style="color: #333;">total_events</span><span class="p">,</span> <span class="n" style="color: #333;">time_diff</span><span class="p">,</span> <span class="n" style="color: #333;">total_events</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">time_diff</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="160" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC160" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="161" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC161" class="line" lang="python">  <span class="n" style="color: #333;">fo</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">close</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="162" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC162" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="163" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC163" class="line" lang="python"><span class="k" style="font-weight: 600;">if</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">watch</span><span class="p">)</span> <span class="o" style="font-weight: 600;">!=</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="164" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

164

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<pre style="margin: 0;">+<span id="LC164" class="line" lang="python">  <span class="k" style="font-weight: 600;">try</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="165" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC165" class="line" lang="python">    <span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">watchdog.observers</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">Observer</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="166" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC166" class="line" lang="python">    <span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">watchdog.events</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">PatternMatchingEventHandler</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="167" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC167" class="line" lang="python">  <span class="k" style="font-weight: 600;">except</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="168" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC168" class="line" lang="python">    <span class="k" style="font-weight: 600;">print</span> <span class="s" style="color: #d14;">"Please install watchdog to watch directories"</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="169" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC169" class="line" lang="python">    <span class="n" style="color: #333;">sys</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">exit</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="170" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC170" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="171" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC171" class="line" lang="python">  <span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">Fast5Handler</span><span class="p">(</span><span class="n" style="color: #333;">PatternMatchingEventHandler</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="172" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC172" class="line" lang="python">    <span class="s" style="color: #d14;">"""Class for handling creation fo fast5-files"""</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="173" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC173" class="line" lang="python">    <span class="n" style="color: #333;">patterns</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="s" style="color: #d14;">"*.fast5"</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="174" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC174" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">on_created</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">event</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="175" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC175" class="line" lang="python">      <span class="k" style="font-weight: 600;">print</span> <span class="s" style="color: #d14;">"Calling"</span><span class="p">,</span> <span class="n" style="color: #333;">event</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="176" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC176" class="line" lang="python">      <span class="n" style="color: #333;">file_name</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">str</span><span class="p">(</span><span class="n" style="color: #333;">os</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">path</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">basename</span><span class="p">(</span><span class="n" style="color: #333;">event</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">src_path</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="177" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC177" class="line" lang="python">      <span class="n" style="color: #333;">fasta_file_name</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">os</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">path</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">splitext</span><span class="p">(</span><span class="n" style="color: #333;">event</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">src_path</span><span class="p">)[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+</span> <span class="s" style="color: #d14;">'.fasta'</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="178" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC178" class="line" lang="python">      <span class="k" style="font-weight: 600;">with</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">fasta_file_name</span><span class="p">,</span> <span class="s" style="color: #d14;">"w"</span><span class="p">)</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">fo</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="179" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

179

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<pre style="margin: 0;">+<span id="LC179" class="line" lang="python">        <span class="n" style="color: #333;">basecall</span><span class="p">(</span><span class="n" style="color: #333;">event</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">src_path</span><span class="p">,</span> <span class="n" style="color: #333;">fo</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="180" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

180

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<pre style="margin: 0;">+<span id="LC180" class="line" lang="python">  <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">'Watch dir: '</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">watch</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="181" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

181

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<pre style="margin: 0;">+<span id="LC181" class="line" lang="python">  <span class="n" style="color: #333;">observer</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">Observer</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="182" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

182

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<pre style="margin: 0;">+<span id="LC182" class="line" lang="python">  <span class="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="s" style="color: #d14;">'Starting Observerer'</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="183" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

183

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<pre style="margin: 0;">+<span id="LC183" class="line" lang="python">  <span class="c" style="color: #998; font-style: italic;"># start watching directory for fast5-files</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="184" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

184

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<pre style="margin: 0;">+<span id="LC184" class="line" lang="python">  <span class="n" style="color: #333;">observer</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">start</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="185" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

185

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<pre style="margin: 0;">+<span id="LC185" class="line" lang="python">  <span class="n" style="color: #333;">observer</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">schedule</span><span class="p">(</span><span class="n" style="color: #333;">Fast5Handler</span><span class="p">(),</span> <span class="n" style="color: #333;">path</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">args</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">watch</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="186" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

186

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<pre style="margin: 0;">+<span id="LC186" class="line" lang="python">  <span class="k" style="font-weight: 600;">try</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="187" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

187

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<pre style="margin: 0;">+<span id="LC187" class="line" lang="python">    <span class="k" style="font-weight: 600;">while</span> <span class="bp" style="color: #999;">True</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="188" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC188" class="line" lang="python">      <span class="n" style="color: #333;">time</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">sleep</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="189" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

189

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<pre style="margin: 0;">+<span id="LC189" class="line" lang="python">  <span class="c" style="color: #998; font-style: italic;"># quit script using ctrl+c</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="190" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

190

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<pre style="margin: 0;">+<span id="LC190" class="line" lang="python">  <span class="k" style="font-weight: 600;">except</span> <span class="nb" style="color: #0086b3;">KeyboardInterrupt</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="191" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

191

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<pre style="margin: 0;">+<span id="LC191" class="line" lang="python">    <span class="n" style="color: #333;">observer</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">stop</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="192" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC192" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="193" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC193" class="line" lang="python">  <span class="n" style="color: #333;">observer</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">join</span><span class="p">()</span></span></pre>

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<br>

</li>

<li id="cb17c2adae148888e4ab22272076b4964d89034e">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#cb17c2adae148888e4ab22272076b4964d89034e"><strong>r9/extract_events.py</strong></a>

<hr>

<table class="code white" style="font-family: monospace; font-size: 12px;" bgcolor="#fff" width="100%" cellpadding="0" cellspacing="0">

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

1

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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;">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="diff-line-num new new_line" 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 class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">sys</span></span>

</pre>

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

<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;">datetime</span></span>

</pre>

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

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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 noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC5" class="line" lang="python"><span class="n" style="color: #333;">defs</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC6" class="line" lang="python">    <span class="s" style="color: #d14;">'r9.4'</span><span class="p">:</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC7" class="line" lang="python">        <span class="s" style="color: #d14;">'ed_params'</span><span class="p">:</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC8" class="line" lang="python">            <span class="s" style="color: #d14;">'window_lengths'</span><span class="p">:[</span><span class="mi" style="color: #099;">3</span><span class="p">,</span> <span class="mi" style="color: #099;">6</span><span class="p">],</span> <span class="s" style="color: #d14;">'thresholds'</span><span class="p">:[</span><span class="mf" style="color: #099;">1.4</span><span class="p">,</span> <span class="mf" style="color: #099;">1.1</span><span class="p">],</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC9" class="line" lang="python">            <span class="s" style="color: #d14;">'peak_height'</span><span class="p">:</span><span class="mf" style="color: #099;">0.2</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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 class="p">}</span></span>

</pre>

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

11

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

<pre style="margin: 0;">+<span id="LC11" class="line" lang="python">    <span class="p">},</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC12" class="line" lang="python">    <span class="s" style="color: #d14;">'r9'</span><span class="p">:</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC13" class="line" lang="python">        <span class="s" style="color: #d14;">'ed_params'</span><span class="p">:</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="s" style="color: #d14;">'window_lengths'</span><span class="p">:[</span><span class="mi" style="color: #099;">5</span><span class="p">,</span> <span class="mi" style="color: #099;">10</span><span class="p">],</span> <span class="s" style="color: #d14;">'thresholds'</span><span class="p">:[</span><span class="mf" style="color: #099;">2.0</span><span class="p">,</span> <span class="mf" style="color: #099;">1.1</span><span class="p">],</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC15" class="line" lang="python">            <span class="s" style="color: #d14;">'peak_height'</span><span class="p">:</span><span class="mf" style="color: #099;">1.2</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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 class="p">}</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="p">}</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="p">}</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="diff-line-num new old_line" 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="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">get_raw</span><span class="p">(</span><span class="n" style="color: #333;">h5</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

21

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<pre style="margin: 0;">+<span id="LC21" class="line" lang="python">  <span class="n" style="color: #333;">rk</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">h5</span><span class="p">[</span><span class="s" style="color: #d14;">"Raw/Reads"</span><span class="p">]</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">keys</span><span class="p">()[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

22

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

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

23

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

<pre style="margin: 0;">+<span id="LC23" class="line" lang="python">  <span class="n" style="color: #333;">raw</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">h5</span><span class="p">[</span><span class="s" style="color: #d14;">"Raw/Reads"</span><span class="p">][</span><span class="n" style="color: #333;">rk</span><span class="p">][</span><span class="s" style="color: #d14;">"Signal"</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

24

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

<pre style="margin: 0;">+<span id="LC24" class="line" lang="python">  <span class="n" style="color: #333;">meta</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">h5</span><span class="p">[</span><span class="s" style="color: #d14;">"UniqueGlobalKey/channel_id"</span><span class="p">]</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">attrs</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC25" class="line" lang="python">  <span class="n" style="color: #333;">offset</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">meta</span><span class="p">[</span><span class="s" style="color: #d14;">"offset"</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC26" class="line" lang="python">  <span class="n" style="color: #333;">raw_unit</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">meta</span><span class="p">[</span><span class="s" style="color: #d14;">'range'</span><span class="p">]</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">meta</span><span class="p">[</span><span class="s" style="color: #d14;">'digitisation'</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

27

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

<pre style="margin: 0;">+<span id="LC27" class="line" lang="python">  <span class="n" style="color: #333;">raw</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">raw</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">offset</span><span class="p">)</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">raw_unit</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

28

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

<pre style="margin: 0;">+<span id="LC28" class="line" lang="python">  <span class="n" style="color: #333;">sl</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">meta</span><span class="p">[</span><span class="s" style="color: #d14;">"sampling_rate"</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

30

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

<pre style="margin: 0;">+<span id="LC30" class="line" lang="python">  <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">raw</span><span class="p">,</span> <span class="n" style="color: #333;">sl</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

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

<pre style="margin: 0;">+<span id="LC32" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">find_stall</span><span class="p">(</span><span class="n" style="color: #333;">events</span><span class="p">,</span> <span class="n" style="color: #333;">threshold</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC33" class="line" lang="python">  <span class="n" style="color: #333;">count_above</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="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC34" class="line" lang="python">  <span class="n" style="color: #333;">start_ev_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="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC35" class="line" lang="python">  <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">ev_ind</span><span class="p">,</span> <span class="n" style="color: #333;">event</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">enumerate</span><span class="p">(</span><span class="n" style="color: #333;">events</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="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

36

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

<pre style="margin: 0;">+<span id="LC36" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">event</span><span class="p">[</span><span class="s" style="color: #d14;">'mean'</span><span class="p">]</span> <span class="o" style="font-weight: 600;"><=</span> <span class="n" style="color: #333;">threshold</span><span class="p">:</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

37

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<pre style="margin: 0;">+<span id="LC37" class="line" lang="python">          <span class="n" style="color: #333;">count_above</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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 class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

39

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<pre style="margin: 0;">+<span id="LC39" class="line" lang="python">          <span class="n" style="color: #333;">count_above</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

40

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

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC41" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">count_above</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="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

42

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

<pre style="margin: 0;">+<span id="LC42" class="line" lang="python">          <span class="n" style="color: #333;">start_ev_ind</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ev_ind</span> <span class="o" style="font-weight: 600;">-</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

43

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

<pre style="margin: 0;">+<span id="LC43" class="line" lang="python">          <span class="k" style="font-weight: 600;">break</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

44

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

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

45

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

<pre style="margin: 0;">+<span id="LC45" class="line" lang="python">  <span class="n" style="color: #333;">new_start</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

46

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

<pre style="margin: 0;">+<span id="LC46" class="line" lang="python">  <span class="n" style="color: #333;">count</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

47

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

<pre style="margin: 0;">+<span id="LC47" 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="n" style="color: #333;">start_ev_ind</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">events</span><span class="p">)):</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

48

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

<pre style="margin: 0;">+<span id="LC48" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">events</span><span class="p">[</span><span class="s" style="color: #d14;">'mean'</span><span class="p">][</span><span class="n" style="color: #333;">idx</span><span class="p">]</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">threshold</span><span class="p">:</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

49

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

<pre style="margin: 0;">+<span id="LC49" class="line" lang="python">          <span class="n" style="color: #333;">count</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="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="50" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

50

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

<pre style="margin: 0;">+<span id="LC50" class="line" lang="python">      <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

51

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

<pre style="margin: 0;">+<span id="LC51" class="line" lang="python">          <span class="n" style="color: #333;">count</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="52" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

52

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

<pre style="margin: 0;">+<span id="LC52" class="line" lang="python"></span>

</pre>

</td>

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

<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="53" style="width: 35px; color: rgba(0,0,0,0.3); 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 noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC53" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">count</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">3</span><span class="p">:</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC54" class="line" lang="python">          <span class="n" style="color: #333;">new_start</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">idx</span> <span class="o" style="font-weight: 600;">-</span> <span class="mi" style="color: #099;">2</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

55

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

<pre style="margin: 0;">+<span id="LC55" class="line" lang="python">          <span class="k" style="font-weight: 600;">break</span></span>

</pre>

</td>

</tr>

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

<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

56

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

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

</pre>

</td>

</tr>

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

<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC57" class="line" lang="python">  <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">new_start</span> </span>

</pre>

</td>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">get_tstat</span><span class="p">(</span><span class="n" style="color: #333;">s</span><span class="p">,</span> <span class="n" style="color: #333;">s2</span><span class="p">,</span> <span class="n" style="color: #333;">wl</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC60" class="line" lang="python">   <span class="n" style="color: #333;">eta</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">1e-100</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="61" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC61" class="line" lang="python">   <span class="n" style="color: #333;">windows1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">concatenate</span><span class="p">([[</span><span class="n" style="color: #333;">s</span><span class="p">[</span><span class="n" style="color: #333;">wl</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">]],</span> <span class="n" style="color: #333;">s</span><span class="p">[</span><span class="n" style="color: #333;">wl</span><span class="p">:]</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">s</span><span class="p">[:</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">wl</span><span class="p">]])</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="62" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC62" class="line" lang="python">   <span class="n" style="color: #333;">windows2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">concatenate</span><span class="p">([[</span><span class="n" style="color: #333;">s2</span><span class="p">[</span><span class="n" style="color: #333;">wl</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">]],</span> <span class="n" style="color: #333;">s2</span><span class="p">[</span><span class="n" style="color: #333;">wl</span><span class="p">:]</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">s2</span><span class="p">[:</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">wl</span><span class="p">]])</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC63" class="line" lang="python">   <span class="n" style="color: #333;">means</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">windows1</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">wl</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC64" class="line" lang="python">   <span class="n" style="color: #333;">variances</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">windows2</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">wl</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">means</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">means</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="65" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC65" class="line" lang="python">   <span class="n" style="color: #333;">variances</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">maximum</span><span class="p">(</span><span class="n" style="color: #333;">variances</span><span class="p">,</span> <span class="n" style="color: #333;">eta</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="66" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC66" class="line" lang="python">   <span class="n" style="color: #333;">delta</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">means</span><span class="p">[</span><span class="n" style="color: #333;">wl</span><span class="p">:]</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">means</span><span class="p">[:</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">wl</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC67" class="line" lang="python">   <span class="n" style="color: #333;">deltav</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">variances</span><span class="p">[</span><span class="n" style="color: #333;">wl</span><span class="p">:]</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">variances</span><span class="p">[:</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">wl</span><span class="p">])</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">wl</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="68" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC68" class="line" lang="python">   <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">concatenate</span><span class="p">([</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">wl</span><span class="p">),</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">abs</span><span class="p">(</span><span class="n" style="color: #333;">delta</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">sqrt</span><span class="p">(</span><span class="n" style="color: #333;">deltav</span><span class="p">)),</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">wl</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">)])</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="69" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC69" class="line" lang="python">   </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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">extract_events</span><span class="p">(</span><span class="n" style="color: #333;">h5</span><span class="p">,</span> <span class="n" style="color: #333;">chem</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">print</span> <span class="s" style="color: #d14;">"ed"</span></span>

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<td class="diff-line-num new new_line" 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">

73

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<pre style="margin: 0;">+<span id="LC73" class="line" lang="python">  <span class="n" style="color: #333;">raw</span><span class="p">,</span> <span class="n" style="color: #333;">sl</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">get_raw</span><span class="p">(</span><span class="n" style="color: #333;">h5</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="74" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

74

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

<pre style="margin: 0;">+<span id="LC74" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="75" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

75

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

<pre style="margin: 0;">+<span id="LC75" class="line" lang="python">  <span class="n" style="color: #333;">events</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">event_detect</span><span class="p">(</span><span class="n" style="color: #333;">raw</span><span class="p">,</span> <span class="n" style="color: #333;">sl</span><span class="p">,</span> <span class="o" style="font-weight: 600;">**</span><span class="n" style="color: #333;">defs</span><span class="p">[</span><span class="n" style="color: #333;">chem</span><span class="p">][</span><span class="s" style="color: #d14;">"ed_params"</span><span class="p">])</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">med</span><span class="p">,</span> <span class="n" style="color: #333;">mad</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">med_mad</span><span class="p">(</span><span class="n" style="color: #333;">events</span><span class="p">[</span><span class="s" style="color: #d14;">'mean'</span><span class="p">][</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">100</span><span class="p">:])</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

77

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

<pre style="margin: 0;">+<span id="LC77" class="line" lang="python">  <span class="n" style="color: #333;">max_thresh</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">med</span> <span class="o" style="font-weight: 600;">+</span> <span class="mf" style="color: #099;">1.48</span> <span class="o" style="font-weight: 600;">*</span> <span class="mi" style="color: #099;">2</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">mad</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

78

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

<pre style="margin: 0;">+<span id="LC78" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="79" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

79

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

<pre style="margin: 0;">+<span id="LC79" class="line" lang="python">  <span class="n" style="color: #333;">first_event</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">find_stall</span><span class="p">(</span><span class="n" style="color: #333;">events</span><span class="p">,</span> <span class="n" style="color: #333;">max_thresh</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="80" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

80

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

<pre style="margin: 0;">+<span id="LC80" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="81" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

81

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<pre style="margin: 0;">+<span id="LC81" class="line" lang="python">  <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">events</span><span class="p">[</span><span class="n" style="color: #333;">first_event</span><span class="p">:]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="82" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

82

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

</pre>

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<td class="diff-line-num new new_line" data-linenumber="83" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC83" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">med_mad</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="diff-line-num new new_line" data-linenumber="84" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC84" class="line" lang="python">  <span class="n" style="color: #333;">dmed</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">median</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="diff-line-num new new_line" data-linenumber="85" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC85" class="line" lang="python">  <span class="n" style="color: #333;">dmad</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">median</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;">dmed</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="86" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

<pre style="margin: 0;">+<span id="LC86" class="line" lang="python">  <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">dmed</span><span class="p">,</span> <span class="n" style="color: #333;">dmad</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="87" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

87

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

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

</pre>

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<td class="diff-line-num new new_line" data-linenumber="88" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC88" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">compute_prefix_sums</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="diff-line-num new new_line" 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="n" style="color: #333;">data_sq</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">data</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">data</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cumsum</span><span class="p">(</span><span class="n" style="color: #333;">data</span><span class="p">),</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cumsum</span><span class="p">(</span><span class="n" style="color: #333;">data_sq</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC92" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">peak_detect</span><span class="p">(</span><span class="n" style="color: #333;">short_data</span><span class="p">,</span> <span class="n" style="color: #333;">long_data</span><span class="p">,</span> <span class="n" style="color: #333;">short_window</span><span class="p">,</span> <span class="n" style="color: #333;">long_window</span><span class="p">,</span> <span class="n" style="color: #333;">short_threshold</span><span class="p">,</span> <span class="n" style="color: #333;">long_threshold</span><span class="p">,</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC93" class="line" lang="python"><span class="n" style="color: #333;">peak_height</span><span class="p">):</span></span>

</pre>

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

94

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

<pre style="margin: 0;">+<span id="LC94" class="line" lang="python">  <span class="n" style="color: #333;">long_mask</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="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC95" class="line" lang="python">  <span class="n" style="color: #333;">NO_PEAK_POS</span> <span class="o" style="font-weight: 600;">=</span> <span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="96" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC96" class="line" lang="python">  <span class="n" style="color: #333;">NO_PEAK_VAL</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">1e100</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="97" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC97" class="line" lang="python">  <span class="n" style="color: #333;">peaks</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="98" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

<pre style="margin: 0;">+<span id="LC98" class="line" lang="python">  <span class="n" style="color: #333;">short_peak_pos</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">NO_PEAK_POS</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="99" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

<pre style="margin: 0;">+<span id="LC99" class="line" lang="python">  <span class="n" style="color: #333;">short_peak_val</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">NO_PEAK_VAL</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="100" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC100" class="line" lang="python">  <span class="n" style="color: #333;">short_found_peak</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">False</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="python">  <span class="n" style="color: #333;">long_peak_pos</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">NO_PEAK_POS</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="102" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC102" class="line" lang="python">  <span class="n" style="color: #333;">long_peak_val</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">NO_PEAK_VAL</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="103" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC103" class="line" lang="python">  <span class="n" style="color: #333;">long_found_peak</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">False</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="104" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

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

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC105" class="line" lang="python">  <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">short_data</span><span class="p">)):</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="106" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC106" class="line" lang="python">    <span class="n" style="color: #333;">val</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">short_data</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="107" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC107" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">short_peak_pos</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">NO_PEAK_POS</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="108" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC108" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">val</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">short_peak_val</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="109" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC109" class="line" lang="python">        <span class="n" style="color: #333;">short_peak_val</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">val</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="110" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC110" class="line" lang="python">      <span class="k" style="font-weight: 600;">elif</span> <span class="n" style="color: #333;">val</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">short_peak_val</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">peak_height</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">short_peak_val</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">val</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC112" class="line" lang="python">        <span class="n" style="color: #333;">short_peak_pos</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">i</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="113" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC113" class="line" lang="python">    <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="114" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC114" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">val</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">short_peak_val</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="115" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

115

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<pre style="margin: 0;">+<span id="LC115" class="line" lang="python">        <span class="n" style="color: #333;">short_peak_pos</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">i</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="116" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC116" class="line" lang="python">        <span class="n" style="color: #333;">short_peak_val</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">val</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

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<pre style="margin: 0;">+<span id="LC117" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">short_peak_val</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">short_threshold</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

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<pre style="margin: 0;">+<span id="LC118" class="line" lang="python">        <span class="n" style="color: #333;">long_mask</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">short_peak_pos</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">short_window</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="119" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC119" class="line" lang="python">        <span class="n" style="color: #333;">long_peak_pos</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">NO_PEAK_POS</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="120" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC120" class="line" lang="python">        <span class="n" style="color: #333;">long_peak_val</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">NO_PEAK_VAL</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="121" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC121" class="line" lang="python">        <span class="n" style="color: #333;">long_found_peak</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">False</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="122" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC122" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">short_peak_val</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">val</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">peak_height</span> <span class="ow" style="font-weight: 600;">and</span> <span class="n" style="color: #333;">short_peak_val</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">short_threshold</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="123" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC123" class="line" lang="python">        <span class="n" style="color: #333;">short_found_peak</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">True</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="124" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC124" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">short_found_peak</span> <span class="ow" style="font-weight: 600;">and</span> <span class="p">(</span><span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">short_peak_pos</span><span class="p">)</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">short_window</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="diff-line-num new new_line" data-linenumber="125" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC125" class="line" lang="python">        <span class="n" style="color: #333;">peaks</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">short_peak_pos</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="126" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

126

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<pre style="margin: 0;">+<span id="LC126" class="line" lang="python">        <span class="n" style="color: #333;">short_peak_pos</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">NO_PEAK_POS</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="127" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

127

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<pre style="margin: 0;">+<span id="LC127" class="line" lang="python">        <span class="n" style="color: #333;">short_peak_val</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">val</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="128" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

128

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<pre style="margin: 0;">+<span id="LC128" class="line" lang="python">        <span class="n" style="color: #333;">short_found_peak</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">False</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="129" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

129

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<pre style="margin: 0;">+<span id="LC129" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="130" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC130" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><=</span> <span class="n" style="color: #333;">long_mask</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="131" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

131

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<pre style="margin: 0;">+<span id="LC131" class="line" lang="python">      <span class="k" style="font-weight: 600;">continue</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="132" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

132

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<pre style="margin: 0;">+<span id="LC132" class="line" lang="python">    <span class="n" style="color: #333;">val</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">long_data</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="133" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

133

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<pre style="margin: 0;">+<span id="LC133" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">long_peak_pos</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">NO_PEAK_POS</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="134" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC134" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">val</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">long_peak_val</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="135" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC135" class="line" lang="python">        <span class="n" style="color: #333;">long_peak_val</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">val</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="136" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC136" class="line" lang="python">      <span class="k" style="font-weight: 600;">elif</span> <span class="n" style="color: #333;">val</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">long_peak_val</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">peak_height</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="137" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC137" class="line" lang="python">        <span class="n" style="color: #333;">long_peak_val</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">val</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">long_peak_pos</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">i</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="140" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC140" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">val</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">long_peak_val</span><span class="p">:</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="141" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

141

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<pre style="margin: 0;">+<span id="LC141" class="line" lang="python">        <span class="n" style="color: #333;">long_peak_pos</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">i</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="142" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC142" class="line" lang="python">        <span class="n" style="color: #333;">long_peak_val</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">val</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="143" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC143" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">long_peak_val</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">val</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">peak_height</span> <span class="ow" style="font-weight: 600;">and</span> <span class="n" style="color: #333;">long_peak_val</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">long_threshold</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="144" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC144" class="line" lang="python">        <span class="n" style="color: #333;">long_found_peak</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">True</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="145" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC145" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">long_found_peak</span> <span class="ow" style="font-weight: 600;">and</span> <span class="p">(</span><span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">long_peak_pos</span><span class="p">)</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">long_window</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="diff-line-num new new_line" data-linenumber="146" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC146" class="line" lang="python">        <span class="n" style="color: #333;">peaks</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">long_peak_pos</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="147" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC147" class="line" lang="python">        <span class="n" style="color: #333;">long_peak_pos</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">NO_PEAK_POS</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="148" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC148" class="line" lang="python">        <span class="n" style="color: #333;">long_peak_val</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">val</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="149" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC149" class="line" lang="python">        <span class="n" style="color: #333;">long_found_peak</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">False</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="150" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC150" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="151" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC151" class="line" lang="python">  <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">peaks</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="152" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC152" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="153" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC153" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">generate_events</span><span class="p">(</span><span class="n" style="color: #333;">ss1</span><span class="p">,</span> <span class="n" style="color: #333;">ss2</span><span class="p">,</span> <span class="n" style="color: #333;">peaks</span><span class="p">,</span> <span class="n" style="color: #333;">sample_rate</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="154" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC154" class="line" lang="python">  <span class="n" style="color: #333;">peaks</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">ss1</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="155" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC155" class="line" lang="python">  <span class="n" style="color: #333;">events</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">empty</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">peaks</span><span class="p">),</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="p">[(</span><span class="s" style="color: #d14;">'start'</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">float</span><span class="p">),</span> <span class="p">(</span><span class="s" style="color: #d14;">'length'</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">float</span><span class="p">),</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC156" class="line" lang="python">                                       <span class="p">(</span><span class="s" style="color: #d14;">'mean'</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">float</span><span class="p">),</span> <span class="p">(</span><span class="s" style="color: #d14;">'stdv'</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">float</span><span class="p">)])</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="157" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC157" class="line" lang="python">  <span class="n" style="color: #333;">s</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC158" class="line" lang="python">  <span class="n" style="color: #333;">s1</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC159" class="line" lang="python">  <span class="n" style="color: #333;">s2</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

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<td class="diff-line-num new new_line" data-linenumber="160" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC160" class="line" lang="python">  <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span><span class="p">,</span> <span class="n" style="color: #333;">e</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">enumerate</span><span class="p">(</span><span class="n" style="color: #333;">peaks</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="161" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC161" class="line" lang="python">    <span class="n" style="color: #333;">events</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">][</span><span class="s" style="color: #d14;">"start"</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">s</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="162" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC162" class="line" lang="python">    <span class="n" style="color: #333;">l</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">e</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">s</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="163" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC163" class="line" lang="python">    <span class="n" style="color: #333;">events</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">][</span><span class="s" style="color: #d14;">"length"</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">l</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="164" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC164" class="line" lang="python">    <span class="n" style="color: #333;">m</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">ss1</span><span class="p">[</span><span class="n" style="color: #333;">e</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;">s1</span><span class="p">)</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">l</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="165" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC165" class="line" lang="python">    <span class="n" style="color: #333;">events</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">][</span><span class="s" style="color: #d14;">"mean"</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">m</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="166" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC166" class="line" lang="python">    <span class="n" style="color: #333;">v</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">max</span><span class="p">(</span><span class="mf" style="color: #099;">0.0</span><span class="p">,</span> <span class="p">(</span><span class="n" style="color: #333;">ss2</span><span class="p">[</span><span class="n" style="color: #333;">e</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;">s2</span><span class="p">)</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">l</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">m</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">m</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="167" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC167" class="line" lang="python">    <span class="n" style="color: #333;">events</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">][</span><span class="s" style="color: #d14;">"stdv"</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">sqrt</span><span class="p">(</span><span class="n" style="color: #333;">v</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="168" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC168" class="line" lang="python">    <span class="n" style="color: #333;">s</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">e</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="169" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC169" class="line" lang="python">    <span class="n" style="color: #333;">s1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ss1</span><span class="p">[</span><span class="n" style="color: #333;">e</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="170" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC170" class="line" lang="python">    <span class="n" style="color: #333;">s2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ss2</span><span class="p">[</span><span class="n" style="color: #333;">e</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="171" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC171" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="172" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC172" class="line" lang="python">  <span class="n" style="color: #333;">events</span><span class="p">[</span><span class="s" style="color: #d14;">"start"</span><span class="p">]</span> <span class="o" style="font-weight: 600;">/=</span> <span class="n" style="color: #333;">sample_rate</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="173" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC173" class="line" lang="python">  <span class="n" style="color: #333;">events</span><span class="p">[</span><span class="s" style="color: #d14;">"length"</span><span class="p">]</span> <span class="o" style="font-weight: 600;">/=</span> <span class="n" style="color: #333;">sample_rate</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="174" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC174" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="175" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC175" class="line" lang="python">  <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">events</span></span>

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<pre style="margin: 0;">+<span id="LC176" class="line" lang="python"></span>

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<pre style="margin: 0;">+<span id="LC177" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC178" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">event_detect</span><span class="p">(</span><span class="n" style="color: #333;">raw_data</span><span class="p">,</span> <span class="n" style="color: #333;">sample_rate</span><span class="p">,</span> <span class="n" style="color: #333;">window_lengths</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="mi" style="color: #099;">16</span><span class="p">,</span> <span class="mi" style="color: #099;">40</span><span class="p">],</span> <span class="n" style="color: #333;">thresholds</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="mf" style="color: #099;">8.0</span><span class="p">,</span> <span class="mf" style="color: #099;">4.0</span><span class="p">],</span> <span class="n" style="color: #333;">peak_height</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">1.0</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC179" class="line" lang="python">    <span class="s" style="color: #d14;">"""Basic, standard even detection using two t-tests</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC180" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC181" class="line" lang="python"><span class="s" style="color: #d14;">    :param raw_data: ADC values</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC182" class="line" lang="python"><span class="s" style="color: #d14;">    :param sample_rate: Sampling rate of data in Hz</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC183" class="line" lang="python"><span class="s" style="color: #d14;">    :param window_lengths: Length 2 list of window lengths across</span></span>

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<pre style="margin: 0;">+<span id="LC184" class="line" lang="python"><span class="s" style="color: #d14;">        raw data from which `t_stats` are derived</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC185" class="line" lang="python"><span class="s" style="color: #d14;">    :param thresholds: Length 2 list of thresholds on t-statistics</span></span>

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<pre style="margin: 0;">+<span id="LC186" class="line" lang="python"><span class="s" style="color: #d14;">    :peak_height: Absolute height a peak in signal must rise below</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC187" class="line" lang="python"><span class="s" style="color: #d14;">        previous and following minima to be considered relevant</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC188" class="line" lang="python"><span class="s" style="color: #d14;">    """</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC189" class="line" lang="python">    <span class="n" style="color: #333;">sums</span><span class="p">,</span> <span class="n" style="color: #333;">sumsqs</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">compute_prefix_sums</span><span class="p">(</span><span class="n" style="color: #333;">raw_data</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC190" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC191" class="line" lang="python">    <span class="n" style="color: #333;">tstats</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC192" class="line" lang="python">    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span><span class="p">,</span> <span class="n" style="color: #333;">w_len</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">enumerate</span><span class="p">(</span><span class="n" style="color: #333;">window_lengths</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC193" class="line" lang="python">        <span class="n" style="color: #333;">tstat</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">get_tstat</span><span class="p">(</span><span class="n" style="color: #333;">sums</span><span class="p">,</span> <span class="n" style="color: #333;">sumsqs</span><span class="p">,</span> <span class="n" style="color: #333;">w_len</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="194" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC194" class="line" lang="python">        <span class="n" style="color: #333;">tstats</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">tstat</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="195" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC195" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="196" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC196" class="line" lang="python">    <span class="n" style="color: #333;">peaks</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">peak_detect</span><span class="p">(</span><span class="n" style="color: #333;">tstats</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="n" style="color: #333;">tstats</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">],</span> <span class="n" style="color: #333;">window_lengths</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="n" style="color: #333;">window_lengths</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">],</span> <span class="n" style="color: #333;">thresholds</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="197" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

197

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<pre style="margin: 0;">+<span id="LC197" class="line" lang="python">                        <span class="n" style="color: #333;">thresholds</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">],</span> <span class="n" style="color: #333;">peak_height</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="198" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

198

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<pre style="margin: 0;">+<span id="LC198" class="line" lang="python">    <span class="n" style="color: #333;">events</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">generate_events</span><span class="p">(</span><span class="n" style="color: #333;">sums</span><span class="p">,</span> <span class="n" style="color: #333;">sumsqs</span><span class="p">,</span> <span class="n" style="color: #333;">peaks</span><span class="p">,</span> <span class="n" style="color: #333;">sample_rate</span><span class="p">)</span></span>

</pre>

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199

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<pre style="margin: 0;">+<span id="LC199" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC200" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">events</span></span>

</pre>

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201

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<pre style="margin: 0;">+<span id="LC201" class="line" lang="python"></span>

</pre>

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202

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<pre style="margin: 0;">+<span id="LC202" class="line" lang="python"></span></pre>

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</table>

<br>

</li>

<li id="cc16e75a5c0d4bec43fde8265866ae7011cf1fd3">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#cc16e75a5c0d4bec43fde8265866ae7011cf1fd3"><strong>r9/networks/r9.pkl</strong></a>

The diff for this file was not included because it is too large.

<br>

</li>

<li id="774dda9fc0f2c8a462807b7baf5b7da32a667279">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#774dda9fc0f2c8a462807b7baf5b7da32a667279"><strong>r9/networks/r94.pkl</strong></a>

The diff for this file was not included because it is too large.

<br>

</li>

<li id="0cfe802f13ce011681c8b607a02f0f3bb64e33b4">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#0cfe802f13ce011681c8b607a02f0f3bb64e33b4"><strong>r9/qrnnf.py</strong></a>

<hr>

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1

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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;">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="diff-line-num new new_line" 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 class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">pickle</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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 class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">sigmoid</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</span><span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">exp</span><span class="p">(</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">x</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="diff-line-num new new_line" 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 class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">OutLayer</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</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="diff-line-num new new_line" 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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">n_params</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">2</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="bp" style="color: #999;">None</span><span class="p">,</span> <span class="bp" style="color: #999;">None</span><span class="p">]</span></span>

</pre>

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

11

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

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

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">calc</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="n" style="color: #333;">otmp</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">])</span> <span class="o" style="font-weight: 600;">+</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">e_x</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">exp</span><span class="p">(</span><span class="n" style="color: #333;">otmp</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">otmp</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">max</span><span class="p">(</span><span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">keepdims</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">e_x</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">e_x</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">keepdims</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="diff-line-num new new_line" 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="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">SimpleLayer</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</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="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC19" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">n_params</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">5</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="bp" style="color: #999;">None</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">5</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<pre style="margin: 0;">+<span id="LC22" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">conv</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">w</span><span class="p">,</span> <span class="n" style="color: #333;">b</span><span class="p">,</span> <span class="n" style="color: #333;">width</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">7</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">output</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">((</span><span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="n" style="color: #333;">w</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">mid</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">width</span><span class="o" style="font-weight: 600;">/</span><span class="mi" style="color: #099;">2</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">width</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">wx</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">w</span><span class="p">[:,:,</span><span class="n" style="color: #333;">i</span><span class="p">,</span><span class="mi" style="color: #099;">0</span><span class="p">]</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">T</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">oo</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">wx</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">mid</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">output</span><span class="p">[:</span><span class="o" style="font-weight: 600;">-</span><span class="p">(</span><span class="n" style="color: #333;">mid</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">i</span><span class="p">)]</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">oo</span><span class="p">[</span><span class="n" style="color: #333;">mid</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">i</span><span class="p">:]</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC30" class="line" lang="python">      <span class="k" style="font-weight: 600;">elif</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">mid</span><span class="p">:</span></span>

</pre>

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

<pre style="margin: 0;">+<span id="LC31" class="line" lang="python">        <span class="n" style="color: #333;">output</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">oo</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

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

<pre style="margin: 0;">+<span id="LC33" class="line" lang="python">        <span class="n" style="color: #333;">output</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">mid</span><span class="p">:]</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">oo</span><span class="p">[:</span><span class="o" style="font-weight: 600;">-</span><span class="p">(</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">mid</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC34" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">output</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">b</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

36

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

<pre style="margin: 0;">+<span id="LC36" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">output</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC37" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">calc</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="n" style="color: #333;">state</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">4</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

40

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

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

</pre>

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<pre style="margin: 0;">+<span id="LC41" class="line" lang="python">    <span class="n" style="color: #333;">c1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">tanh</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">conv</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">]))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

42

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<pre style="margin: 0;">+<span id="LC42" class="line" lang="python">    <span class="n" style="color: #333;">f1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">sigmoid</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">conv</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">2</span><span class="p">],</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">3</span><span class="p">]))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">output</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">((</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">),</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">4</span><span class="p">]</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]),</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">float32</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">)):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">state</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">f1</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">state</span> <span class="o" style="font-weight: 600;">+</span> <span class="p">(</span><span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">f1</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">])</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">c1</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">output</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">state</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">array</span><span class="p">(</span><span class="n" style="color: #333;">output</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="50" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC50" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">BiSimpleLayer</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</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="diff-line-num new new_line" data-linenumber="52" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC52" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">fwd</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">SimpleLayer</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="53" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC53" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">bwd</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">SimpleLayer</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">calc</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC56" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">concatenate</span><span class="p">([</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">fwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">),</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">bwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</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="mi" style="color: #099;">1</span><span class="p">]],</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="57" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC57" class="line" lang="python">                          <span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">Rnn</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC60" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</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="diff-line-num new new_line" 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="k" style="font-weight: 600;">pass</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<pre style="margin: 0;">+<span id="LC63" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">tester</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC64" class="line" lang="python">    <span class="nb" style="color: #0086b3;">input</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="65" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC65" class="line" lang="python">    <span class="n" style="color: #333;">l1</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer1</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="66" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC66" class="line" lang="python">    <span class="n" style="color: #333;">l2</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="n" style="color: #333;">l1</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC67" class="line" lang="python">    <span class="n" style="color: #333;">l3</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="n" style="color: #333;">l2</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="68" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC68" class="line" lang="python">    <span class="n" style="color: #333;">l4</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer4</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="n" style="color: #333;">l3</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC69" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output1</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="n" style="color: #333;">l4</span><span class="p">)],</span> <span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="n" style="color: #333;">l4</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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">predict</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">l1</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer1</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">)</span></span>

</pre>

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

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<pre style="margin: 0;">+<span id="LC73" class="line" lang="python">    <span class="n" style="color: #333;">l2</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="n" style="color: #333;">l1</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="74" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC74" class="line" lang="python">    <span class="n" style="color: #333;">l3</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="n" style="color: #333;">l2</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="75" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

75

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<pre style="margin: 0;">+<span id="LC75" class="line" lang="python">    <span class="n" style="color: #333;">l4</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer4</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="n" style="color: #333;">l3</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output1</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="n" style="color: #333;">l4</span><span class="p">),</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="n" style="color: #333;">l4</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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

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<pre style="margin: 0;">+<span id="LC78" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">debug</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="79" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC79" class="line" lang="python">    <span class="n" style="color: #333;">l1</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer1</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="80" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC80" class="line" lang="python">    <span class="n" style="color: #333;">l2</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="n" style="color: #333;">l1</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="81" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC81" class="line" lang="python">    <span class="n" style="color: #333;">l3</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="n" style="color: #333;">l2</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="82" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

82

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<pre style="margin: 0;">+<span id="LC82" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">l1</span><span class="p">,</span> <span class="n" style="color: #333;">l2</span><span class="p">,</span> <span class="n" style="color: #333;">l3</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="83" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

83

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

<pre style="margin: 0;">+<span id="LC83" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="84" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC84" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">load</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">fn</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="85" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC85" class="line" lang="python">    <span class="k" style="font-weight: 600;">with</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">fn</span><span class="p">,</span> <span class="s" style="color: #d14;">"rb"</span><span class="p">)</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">f</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="86" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BiSimpleLayer</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="87" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC87" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">5</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="88" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

88

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<pre style="margin: 0;">+<span id="LC88" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer1</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">fwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">)</span></span>

</pre>

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

89

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<pre style="margin: 0;">+<span id="LC89" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">5</span><span class="p">):</span></span>

</pre>

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

90

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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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer1</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">bwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">)</span></span>

</pre>

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

91

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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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BiSimpleLayer</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC92" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">5</span><span class="p">):</span></span>

</pre>

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

93

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<pre style="margin: 0;">+<span id="LC93" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">fwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">)</span></span>

</pre>

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

94

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<pre style="margin: 0;">+<span id="LC94" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">5</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC95" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">bwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="96" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

96

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<pre style="margin: 0;">+<span id="LC96" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BiSimpleLayer</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="97" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC97" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">5</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="98" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

98

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<pre style="margin: 0;">+<span id="LC98" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">fwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="99" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

99

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<pre style="margin: 0;">+<span id="LC99" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">5</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="100" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

100

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<pre style="margin: 0;">+<span id="LC100" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">bwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">)</span></span>

</pre>

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

101

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<pre style="margin: 0;">+<span id="LC101" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer4</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BiSimpleLayer</span><span class="p">()</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC102" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">5</span><span class="p">):</span></span>

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103

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<pre style="margin: 0;">+<span id="LC103" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer4</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">fwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC104" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">5</span><span class="p">):</span></span>

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<td class="diff-line-num new new_line" 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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer4</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">bwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">)</span></span>

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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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">OutLayer</span><span class="p">()</span></span>

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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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">OutLayer</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="108" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC108" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">2</span><span class="p">):</span></span>

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<td class="diff-line-num new new_line" data-linenumber="109" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

109

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<pre style="margin: 0;">+<span id="LC109" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output1</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC110" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">2</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

111

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<pre style="margin: 0;">+<span id="LC111" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">)</span></span></pre>

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<br>

</li>

<li id="20b44790a3c2c36d70f3e5a16f36cc13e3d169cc">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#20b44790a3c2c36d70f3e5a16f36cc13e3d169cc"><strong>r9/rnnf.py</strong></a>

<hr>

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1

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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;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>

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2

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<pre style="margin: 0;">+<span id="LC2" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">pickle</span></span>

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<td class="diff-line-num new new_line" 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>

</pre>

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4

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<pre style="margin: 0;">+<span id="LC4" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">sigmoid</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">):</span></span>

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5

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<pre style="margin: 0;">+<span id="LC5" class="line" lang="python">  <span class="k" style="font-weight: 600;">return</span> <span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</span><span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">exp</span><span class="p">(</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">x</span><span class="p">))</span></span>

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<td class="diff-line-num new new_line" 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="diff-line-num new new_line" 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 class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">OutLayer</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</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="diff-line-num new new_line" 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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">n_params</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">2</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="bp" style="color: #999;">None</span><span class="p">,</span> <span class="bp" style="color: #999;">None</span><span class="p">]</span></span>

</pre>

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

11

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

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

</pre>

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

<pre style="margin: 0;">+<span id="LC12" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">calc</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="n" style="color: #333;">otmp</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">])</span> <span class="o" style="font-weight: 600;">+</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">e_x</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">exp</span><span class="p">(</span><span class="n" style="color: #333;">otmp</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">otmp</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">max</span><span class="p">(</span><span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">keepdims</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">e_x</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">e_x</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">keepdims</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">)</span></span>

</pre>

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

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

</pre>

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

<pre style="margin: 0;">+<span id="LC17" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">SimpleLayer</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</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="diff-line-num new new_line" 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 class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">n_params</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">10</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="bp" style="color: #999;">None</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">10</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

21

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

</pre>

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<pre style="margin: 0;">+<span id="LC22" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">calc</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">state</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">9</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="c" style="color: #998; font-style: italic;">#    output = []</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">output</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">((</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">),</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">2</span><span class="p">]</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]),</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">float32</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">)):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">update_gate</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">sigmoid</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="n" style="color: #333;">state</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">6</span><span class="p">])</span> <span class="o" style="font-weight: 600;">+</span> </span>

</pre>

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<td class="diff-line-num new new_line" 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;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">],</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">4</span><span class="p">])</span> <span class="o" style="font-weight: 600;">+</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">8</span><span class="p">])</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">reset_gate</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">sigmoid</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="n" style="color: #333;">state</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">5</span><span class="p">])</span> <span class="o" style="font-weight: 600;">+</span> </span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC31" class="line" lang="python">                           <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">],</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">3</span><span class="p">])</span> <span class="o" style="font-weight: 600;">+</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

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<pre style="margin: 0;">+<span id="LC32" class="line" lang="python">                           <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">7</span><span class="p">])</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">new_val</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">tanh</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">],</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">])</span> <span class="o" style="font-weight: 600;">+</span> </span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC34" class="line" lang="python">                        <span class="n" style="color: #333;">reset_gate</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="n" style="color: #333;">state</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">])</span> <span class="o" style="font-weight: 600;">+</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="mi" style="color: #099;">2</span><span class="p">])</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">state</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">update_gate</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">state</span> <span class="o" style="font-weight: 600;">+</span> <span class="p">(</span><span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">update_gate</span><span class="p">)</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">new_val</span></span>

</pre>

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<td class="diff-line-num new new_line" 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;">output</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">state</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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 class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">array</span><span class="p">(</span><span class="n" style="color: #333;">output</span><span class="p">)</span></span>

</pre>

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

<pre style="margin: 0;">+<span id="LC39" class="line" lang="python"></span>

</pre>

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

<pre style="margin: 0;">+<span id="LC40" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">BiSimpleLayer</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC41" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</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="diff-line-num new new_line" 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 class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">fwd</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">SimpleLayer</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">bwd</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">SimpleLayer</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">calc</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">concatenate</span><span class="p">([</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">fwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">),</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">bwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</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="mi" style="color: #099;">1</span><span class="p">]],</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></span>

</pre>

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

<pre style="margin: 0;">+<span id="LC48" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">Rnn</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="50" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC50" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</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="diff-line-num new new_line" 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="python">    <span class="k" style="font-weight: 600;">pass</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="52" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC52" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="53" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC53" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">predict</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">l1</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer1</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">l2</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="n" style="color: #333;">l1</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">l3</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="n" style="color: #333;">l2</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="57" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC57" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output1</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="n" style="color: #333;">l3</span><span class="p">),</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="n" style="color: #333;">l3</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">debug</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC60" class="line" lang="python">    <span class="n" style="color: #333;">l1</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer1</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="61" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC61" class="line" lang="python">    <span class="n" style="color: #333;">l2</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="n" style="color: #333;">l1</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="62" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC62" class="line" lang="python">    <span class="n" style="color: #333;">l3</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">calc</span><span class="p">(</span><span class="n" style="color: #333;">l2</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">l1</span><span class="p">,</span> <span class="n" style="color: #333;">l2</span><span class="p">,</span> <span class="n" style="color: #333;">l3</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC64" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="65" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC65" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">load</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">fn</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="66" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC66" class="line" lang="python">    <span class="k" style="font-weight: 600;">with</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">fn</span><span class="p">,</span> <span class="s" style="color: #d14;">"rb"</span><span class="p">)</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">f</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC67" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BiSimpleLayer</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="68" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC68" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">10</span><span class="p">):</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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer1</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">fwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC70" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">10</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer1</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">bwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BiSimpleLayer</span><span class="p">()</span></span>

</pre>

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

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<pre style="margin: 0;">+<span id="LC73" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">10</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="74" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC74" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">fwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="75" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC75" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">10</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">bwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BiSimpleLayer</span><span class="p">()</span></span>

</pre>

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

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<pre style="margin: 0;">+<span id="LC78" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">10</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="79" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC79" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">fwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="80" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC80" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">10</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="81" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">bwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="82" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC82" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">OutLayer</span><span class="p">()</span></span>

</pre>

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83

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<pre style="margin: 0;">+<span id="LC83" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">OutLayer</span><span class="p">()</span></span>

</pre>

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84

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<pre style="margin: 0;">+<span id="LC84" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">2</span><span class="p">):</span></span>

</pre>

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85

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<pre style="margin: 0;">+<span id="LC85" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output1</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">)</span></span>

</pre>

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86

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<pre style="margin: 0;">+<span id="LC86" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="mi" style="color: #099;">2</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC87" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">)</span></span></pre>

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</table>

<br>

</li>

<li id="ad3cd21d6e4882d0654ac2060a6cb81185f70382">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#ad3cd21d6e4882d0654ac2060a6cb81185f70382"><strong>r9/training/README</strong></a>

<hr>

<table class="code white" style="font-family: monospace; font-size: 12px;" bgcolor="#fff" width="100%" cellpadding="0" cellspacing="0">

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1

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<pre style="margin: 0;">+<span id="LC1" class="line" lang="plaintext">You need to have theano and sklearn installed for training.</span>

</pre>

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

<pre style="margin: 0;">+<span id="LC2" class="line" lang="plaintext">Input files should have following format:</span>

</pre>

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3

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

</pre>

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<td class="diff-line-num new new_line" 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="plaintext"><reference sequence></span>

</pre>

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<td class="diff-line-num new new_line" 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="plaintext"><mean of first event> <std of first event> <lenght of first event></span>

</pre>

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<td class="diff-line-num new new_line" 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="plaintext"><mean of second event> <std of second event> <lenght of second event></span>

</pre>

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

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

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

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

</pre>

</td>

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<td class="diff-line-num new new_line" 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">See examples.</span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

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

</pre>

</td>

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

11

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

<pre style="margin: 0;">+<span id="LC11" class="line" lang="plaintext">Get alignment of events:</span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="plaintext">python realign.py ../networks/r94.pkl <list of files></span>

</pre>

</td>

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13

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

</pre>

</td>

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14

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<pre style="margin: 0;">+<span id="LC14" class="line" lang="plaintext">For each file with <name> it creates a file <name>r, so for file 1.txt it will create 1.txtr.</span>

</pre>

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

</pre>

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

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<pre style="margin: 0;">+<span id="LC17" class="line" lang="plaintext">python train.py <optionally name of starting network like ../networks/r94.pkl> <list of files></span>

</pre>

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<pre style="margin: 0;">+<span id="LC18" class="line" lang="plaintext"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC19" class="line" lang="plaintext">Remember to put files ending with r into training.</span>

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

</pre>

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<pre style="margin: 0;">+<span id="LC21" class="line" lang="plaintext">After each epoch the training will output:</span>

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<pre style="margin: 0;">+<span id="LC22" class="line" lang="plaintext"><number of epoch> <current training log likelihood> <accuracy of first softmax> <accuracy of second</span>

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<pre style="margin: 0;">+<span id="LC23" class="line" lang="plaintext">softmax> <approximate overall sequence identity> <time></span>

</pre>

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<pre style="margin: 0;">+<span id="LC24" class="line" lang="plaintext"><distribution of outputs from first softmax></span>

</pre>

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<pre style="margin: 0;">+<span id="LC25" class="line" lang="plaintext"><distribution of outputs from second softmax></span>

</pre>

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<pre style="margin: 0;">+<span id="LC26" class="line" lang="plaintext"><confusion matrix for first softmax></span>

</pre>

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<pre style="margin: 0;">+<span id="LC27" class="line" lang="plaintext"><confusion matrix for second softmax></span>

</pre>

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

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<pre style="margin: 0;">+<span id="LC29" class="line" lang="plaintext">In folder with timestamp of training start there will be file names latest.pkl and each 20</span>

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<pre style="margin: 0;">+<span id="LC30" class="line" lang="plaintext">epoch will be saved current snapshot of the network. </span>

</pre>

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

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<br>

</li>

<li id="37d1b73e773fd84899ae9e5de260038bfce28c06">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#37d1b73e773fd84899ae9e5de260038bfce28c06"><strong>r9/training/example_data/100.txt</strong></a>

The diff for this file was not included because it is too large.

<br>

</li>

<li id="eff01c00e057b0c42e042e5ab89fdff80c36c2a8">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#eff01c00e057b0c42e042e5ab89fdff80c36c2a8"><strong>r9/training/example_data/1007.txt</strong></a>

The diff for this file was not included because it is too large.

<br>

</li>

<li id="0517c1d174b6c8ed22aaefde47305e31f167ab99">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#0517c1d174b6c8ed22aaefde47305e31f167ab99"><strong>r9/training/qrnn.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;">theano</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">th</span></span>

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<pre style="margin: 0;">+<span id="LC2" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">theano.tensor</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">T</span></span>

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3

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<pre style="margin: 0;">+<span id="LC3" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">theano.tensor.nnet</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">sigmoid</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">theano.tensor.nnet</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">conv2d</span></span>

</pre>

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<td class="diff-line-num new new_line" 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;">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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6

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<pre style="margin: 0;">+<span id="LC6" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">theano_toolkit</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">updates</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">pickle</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<pre style="margin: 0;">+<span id="LC9" class="line" lang="python"><span class="n" style="color: #333;">hidden_size</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">128</span></span>

</pre>

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10

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

</pre>

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<pre style="margin: 0;">+<span id="LC11" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">orthonormal_wts</span><span class="p">(</span><span class="n" style="color: #333;">n</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="LC12" class="line" lang="python">  <span class="n" style="color: #333;">nm</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">max</span><span class="p">(</span><span class="n" style="color: #333;">n</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="LC13" class="line" lang="python">  <span class="n" style="color: #333;">svd_u</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">linalg</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">svd</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">randn</span><span class="p">(</span><span class="n" style="color: #333;">nm</span><span class="p">,</span> <span class="n" style="color: #333;">nm</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="LC14" class="line" lang="python">  <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">svd_u</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">astype</span><span class="p">(</span><span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">config</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">floatX</span><span class="p">)[:</span><span class="n" style="color: #333;">n</span><span class="p">,</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="LC15" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC16" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">init_wts</span><span class="p">(</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">argv</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="mf" style="color: #099;">0.1</span> <span class="o" style="font-weight: 600;">*</span> <span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">rand</span><span class="p">(</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">argv</span><span class="p">)</span> <span class="o" style="font-weight: 600;">-</span> <span class="mf" style="color: #099;">0.5</span><span class="p">)</span></span>

</pre>

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

</pre>

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<pre style="margin: 0;">+<span id="LC19" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">share</span><span class="p">(</span><span class="n" style="color: #333;">array</span><span class="p">,</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">config</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">floatX</span><span class="p">,</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">None</span><span class="p">):</span></span>

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<pre style="margin: 0;">+<span id="LC20" class="line" lang="python">  <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shared</span><span class="p">(</span><span class="n" style="color: #333;">value</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">asarray</span><span class="p">(</span><span class="n" style="color: #333;">array</span><span class="p">,</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">dtype</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">name</span><span class="p">)</span></span>

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

</pre>

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<pre style="margin: 0;">+<span id="LC22" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">ConvLayer</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC23" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">,</span> <span class="n" style="color: #333;">width</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">7</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="nb" style="color: #0086b3;">id</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">str</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">randint</span><span class="p">(</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">10000000</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC25" class="line" lang="python">    <span class="n" style="color: #333;">wc</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">init_wts</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">,</span> <span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">width</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"wc"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC26" class="line" lang="python">    <span class="n" style="color: #333;">bc</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"bc"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC27" class="line" lang="python">    <span class="nb" style="color: #0086b3;">input</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dimshuffle</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</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="LC28" class="line" lang="python">    <span class="n" style="color: #333;">inpr</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">reshape</span><span class="p">((</span><span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">],</span> <span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">2</span><span class="p">],</span> <span class="mi" style="color: #099;">1</span><span class="p">))</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dimshuffle</span><span class="p">(</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="mi" style="color: #099;">3</span><span class="p">)</span></span>

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

</pre>

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<pre style="margin: 0;">+<span id="LC30" class="line" lang="python">    <span class="n" style="color: #333;">c1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">conv2d</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">inpr</span><span class="p">,</span> <span class="n" style="color: #333;">filters</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">wc</span><span class="p">,</span> <span class="n" style="color: #333;">border_mode</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'half'</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">bc</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">reshape</span><span class="p">((</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">bc</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="mi" style="color: #099;">1</span><span class="p">,</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="LC31" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">tanh</span><span class="p">(</span><span class="n" style="color: #333;">c1</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flatten</span><span class="p">(</span><span class="mi" style="color: #099;">3</span><span class="p">)</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dimshuffle</span><span class="p">(</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">)</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dimshuffle</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</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="LC32" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC33" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">wc</span><span class="p">,</span> <span class="n" style="color: #333;">bc</span><span class="p">]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC34" class="line" lang="python">  </span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC36" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">BatchLayer</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">,</span> <span class="n" style="color: #333;">width</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">7</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC38" class="line" lang="python">    <span class="nb" style="color: #0086b3;">id</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">str</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">randint</span><span class="p">(</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">10000000</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC39" class="line" lang="python">    <span class="n" style="color: #333;">wc</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">init_wts</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">,</span> <span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">width</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"wc"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC40" class="line" lang="python">    <span class="n" style="color: #333;">bc</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"bc"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC41" class="line" lang="python">    <span class="n" style="color: #333;">wf</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">init_wts</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">,</span> <span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">width</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"wf"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC42" class="line" lang="python">    <span class="n" style="color: #333;">bf</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"bf"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">h0</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"h0"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="nb" style="color: #0086b3;">input</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dimshuffle</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</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="LC45" class="line" lang="python">    <span class="n" style="color: #333;">inpr</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">reshape</span><span class="p">((</span><span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">],</span> <span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">2</span><span class="p">],</span> <span class="mi" style="color: #099;">1</span><span class="p">))</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dimshuffle</span><span class="p">(</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="mi" style="color: #099;">3</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">c1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">conv2d</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">inpr</span><span class="p">,</span> <span class="n" style="color: #333;">filters</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">wc</span><span class="p">,</span> <span class="n" style="color: #333;">border_mode</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'half'</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">bc</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">reshape</span><span class="p">((</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">bc</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">c1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">tanh</span><span class="p">(</span><span class="n" style="color: #333;">c1</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flatten</span><span class="p">(</span><span class="mi" style="color: #099;">3</span><span class="p">)</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dimshuffle</span><span class="p">(</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">)</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dimshuffle</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<pre style="margin: 0;">+<span id="LC50" class="line" lang="python">    <span class="n" style="color: #333;">f1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">conv2d</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">inpr</span><span class="p">,</span> <span class="n" style="color: #333;">filters</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">wf</span><span class="p">,</span> <span class="n" style="color: #333;">border_mode</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">'half'</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">bf</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">reshape</span><span class="p">((</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">bf</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="mi" style="color: #099;">1</span><span class="p">,</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="LC51" class="line" lang="python">    <span class="n" style="color: #333;">f1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">nnet</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">sigmoid</span><span class="p">(</span><span class="n" style="color: #333;">f1</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flatten</span><span class="p">(</span><span class="mi" style="color: #099;">3</span><span class="p">)</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dimshuffle</span><span class="p">(</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="p">)</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dimshuffle</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="52" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC52" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dbg</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">f1</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="53" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC53" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC54" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">step</span><span class="p">(</span><span class="n" style="color: #333;">in_t</span><span class="p">,</span> <span class="n" style="color: #333;">in_g</span><span class="p">,</span> <span class="n" style="color: #333;">out_tm1</span><span class="p">):</span></span>

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<pre style="margin: 0;">+<span id="LC55" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#      return in_t</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">in_g</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">out_tm1</span> <span class="o" style="font-weight: 600;">+</span> <span class="p">(</span><span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">in_g</span><span class="p">)</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">in_t</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="57" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

</pre>

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<pre style="margin: 0;">+<span id="LC58" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="n" style="color: #333;">_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">scan</span><span class="p">(</span></span>

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<pre style="margin: 0;">+<span id="LC59" class="line" lang="python">       <span class="n" style="color: #333;">step</span><span class="p">,</span> <span class="n" style="color: #333;">sequences</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="n" style="color: #333;">c1</span><span class="p">,</span> <span class="n" style="color: #333;">f1</span><span class="p">],</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC60" class="line" lang="python">       <span class="n" style="color: #333;">outputs_info</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">alloc</span><span class="p">(</span><span class="n" style="color: #333;">h0</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="n" style="color: #333;">nunits</span><span class="p">)])</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC61" class="line" lang="python"></span>

</pre>

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

</pre>

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<pre style="margin: 0;">+<span id="LC63" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">wc</span><span class="p">,</span> <span class="n" style="color: #333;">bc</span><span class="p">,</span> <span class="n" style="color: #333;">wf</span><span class="p">,</span> <span class="n" style="color: #333;">bf</span><span class="p">,</span> <span class="n" style="color: #333;">h0</span><span class="p">]</span></span>

</pre>

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

</pre>

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<pre style="margin: 0;">+<span id="LC65" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">BiBatchLayer</span><span class="p">():</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC66" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC67" class="line" lang="python">    <span class="n" style="color: #333;">fwd</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BatchLayer</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC68" class="line" lang="python">    <span class="n" style="color: #333;">bwd</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BatchLayer</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">[::</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">],</span> <span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">)</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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">fwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">bwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC70" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">concatenate</span><span class="p">([</span><span class="n" style="color: #333;">fwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="n" style="color: #333;">bwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">[::</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">]],</span> <span class="n" style="color: #333;">axis</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="LC71" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dbg</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">fwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dbg</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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

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<pre style="margin: 0;">+<span id="LC73" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">OutBatchLayer</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC74" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">in_size</span><span class="p">,</span> <span class="n" style="color: #333;">n_classes</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="75" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC75" class="line" lang="python">    <span class="nb" style="color: #0086b3;">id</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">str</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">randint</span><span class="p">(</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">10000000</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">w</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">init_wts</span><span class="p">(</span><span class="n" style="color: #333;">in_size</span><span class="p">,</span> <span class="n" style="color: #333;">n_classes</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">id</span><span class="o" style="font-weight: 600;">+</span><span class="s" style="color: #d14;">"w"</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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;">b</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">n_classes</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">id</span><span class="o" style="font-weight: 600;">+</span><span class="s" style="color: #d14;">"b"</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC78" class="line" lang="python">    <span class="n" style="color: #333;">otmp</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">w</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">b</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC79" class="line" lang="python">    <span class="n" style="color: #333;">e_x</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">exp</span><span class="p">(</span><span class="n" style="color: #333;">otmp</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">otmp</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">max</span><span class="p">(</span><span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">2</span><span class="p">,</span> <span class="n" style="color: #333;">keepdims</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC80" class="line" lang="python">    <span class="n" style="color: #333;">o2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">e_x</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">e_x</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">2</span><span class="p">,</span> <span class="n" style="color: #333;">keepdims</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC81" class="line" lang="python">    <span class="n" style="color: #333;">eps</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.00000001</span></span>

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<pre style="margin: 0;">+<span id="LC82" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">clip</span><span class="p">(</span><span class="n" style="color: #333;">o2</span><span class="p">,</span> <span class="n" style="color: #333;">eps</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">eps</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC83" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">w</span><span class="p">,</span> <span class="n" style="color: #333;">b</span><span class="p">]</span></span>

</pre>

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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="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">BatchNet</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC86" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">in_size</span><span class="p">,</span> <span class="n" style="color: #333;">n_classes</span><span class="p">,</span> <span class="n" style="color: #333;">only_test</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">False</span><span class="p">,</span> <span class="n" style="color: #333;">with_jacob</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">False</span><span class="p">,</span> <span class="n" style="color: #333;">use_first</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">,</span></span>

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<pre style="margin: 0;">+<span id="LC87" class="line" lang="python"><span class="n" style="color: #333;">use_second</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC88" class="line" lang="python">    <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">seed</span><span class="p">(</span><span class="mi" style="color: #099;">49</span><span class="p">)</span></span>

</pre>

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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="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">input</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">ftensor3</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">imatrix</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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">imatrix</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC92" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC93" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BiBatchLayer</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dimshuffle</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="p">),</span> <span class="n" style="color: #333;">in_size</span><span class="p">,</span> <span class="n" style="color: #333;">hidden_size</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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BiBatchLayer</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">hidden_size</span><span class="p">,</span> <span class="n" style="color: #333;">hidden_size</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC95" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#    self.layer2 = ConvLayer(self.layer.output, 2*hidden_size, 2*hidden_size)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="96" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC96" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BiBatchLayer</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">hidden_size</span><span class="p">,</span> <span class="n" style="color: #333;">hidden_size</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="97" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC97" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer4</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BiBatchLayer</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">hidden_size</span><span class="p">,</span> <span class="n" style="color: #333;">hidden_size</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="98" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC98" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#    self.layer4 = ConvLayer(self.layer3.output, 2*hidden_size, 2*hidden_size)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="99" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC99" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">OutBatchLayer</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer4</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">hidden_size</span><span class="p">,</span> <span class="n" style="color: #333;">n_classes</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC100" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dimshuffle</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</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="LC101" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output_flat</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">reshape</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">*</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">],</span> <span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="102" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC102" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets_flat</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flatten</span><span class="p">(</span><span class="n" style="color: #333;">ndim</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="LC103" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cost</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

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104

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<pre style="margin: 0;">+<span id="LC104" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">use_first</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

105

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<pre style="margin: 0;">+<span id="LC105" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cost</span> <span class="o" style="font-weight: 600;">=</span> <span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">mean</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">log</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output_flat</span><span class="p">)[</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">arange</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets_flat</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]),</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets_flat</span><span class="p">])</span> </span>

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<td class="diff-line-num new new_line" data-linenumber="106" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC106" class="line" lang="python">    </span>

</pre>

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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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">OutBatchLayer</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer4</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">hidden_size</span><span class="p">,</span> <span class="n" style="color: #333;">n_classes</span><span class="p">)</span></span>

</pre>

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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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dimshuffle</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</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="LC109" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2_flat</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">reshape</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="p">,</span> <span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">*</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">],</span> <span 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="LC110" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets2_flat</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flatten</span><span class="p">(</span><span class="n" style="color: #333;">ndim</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="LC111" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">use_second</span><span class="p">:</span></span>

</pre>

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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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cost</span> <span class="o" style="font-weight: 600;">+=</span> <span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">mean</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">log</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2_flat</span><span class="p">)[</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">arange</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets2_flat</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]),</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets2_flat</span><span class="p">])</span> </span>

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<pre style="margin: 0;">+<span id="LC113" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC114" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#    self.coster = th.function(inputs=[self.input, self.targets, self.targets2], outputs=[self.cost]) </span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC115" class="line" lang="python">    <span class="c" style="color: #998; font-style: italic;">#self.predict = th.function(inputs=[self.input], outputs=[self.output]) </span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC116" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">tester</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">function</span><span class="p">(</span><span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">input</span><span class="p">],</span> <span class="n" style="color: #333;">outputs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="p">])</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC117" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">debug</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">function</span><span class="p">(</span><span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">input</span><span class="p">],</span> <span class="n" style="color: #333;">outputs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span></span>

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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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">])</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC119" class="line" lang="python"></span>

</pre>

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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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layers</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer4</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer2</span><span class="p">]</span></span>

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<pre style="margin: 0;">+<span id="LC121" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC122" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layers</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">l</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">]</span></span>

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

</pre>

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<pre style="margin: 0;">+<span id="LC124" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">grad_params</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layers</span><span class="p">[:</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">2</span><span class="p">]</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">l</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC125" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">use_first</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC126" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">grad_params</span> <span class="o" style="font-weight: 600;">+=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC127" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">use_second</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC128" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">grad_params</span> <span class="o" style="font-weight: 600;">+=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC129" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC130" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#    self.top_prob_sum = T.mean(T.log(T.max(self.output[0], axis=1))) +\</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC131" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#                        T.mean(T.log(T.max(self.output2[0], axis=1)))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC132" class="line" lang="python">            </span>

</pre>

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<pre style="margin: 0;">+<span id="LC133" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#    self.grad_in = th.function(inputs=[self.input], outputs=T.grad(self.top_prob_sum, self.input))</span></span>

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<pre style="margin: 0;">+<span id="LC134" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC135" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="ow" style="font-weight: 600;">not</span> <span class="n" style="color: #333;">only_test</span><span class="p">:</span></span>

</pre>

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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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">lr</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">fscalar</span><span class="p">()</span></span>

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<pre style="margin: 0;">+<span id="LC137" class="line" lang="python">      <span class="n" style="color: #333;">inputs</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">input</span><span class="p">]</span></span>

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<pre style="margin: 0;">+<span id="LC138" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">use_first</span><span class="p">:</span></span>

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<pre style="margin: 0;">+<span id="LC139" class="line" lang="python">        <span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC140" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">use_second</span><span class="p">:</span></span>

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<pre style="margin: 0;">+<span id="LC141" class="line" lang="python">        <span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets2</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC142" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#      inputs.append(self.lr)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC143" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">trainer</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">function</span><span class="p">(</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC144" class="line" lang="python">          <span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">inputs</span><span class="p">,</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC145" class="line" lang="python">          <span class="n" style="color: #333;">outputs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cost</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="p">],</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="146" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

146

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<pre style="margin: 0;">+<span id="LC146" class="line" lang="python">          <span class="n" style="color: #333;">updates</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">updates</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">adam</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">grad_params</span><span class="p">,</span> <span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">grad</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cost</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">grad_params</span><span class="p">)),</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="147" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC147" class="line" lang="python">                               <span class="n" style="color: #333;">learning_rate</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">0.0001</span><span class="p">,</span> <span class="n" style="color: #333;">epsilon</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">1e-6</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="148" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC148" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="149" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC149" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">save</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">fn</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC150" class="line" lang="python">    <span class="k" style="font-weight: 600;">with</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">fn</span><span class="p">,</span> <span class="s" style="color: #d14;">"wb"</span><span class="p">)</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">f</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="151" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC151" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span> <span class="ow" style="font-weight: 600;">in</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="152" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC152" class="line" lang="python">        <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dump</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">get_value</span><span class="p">(),</span> <span class="n" style="color: #333;">f</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC153" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC154" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">load</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">fn</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC155" class="line" lang="python">    <span class="k" style="font-weight: 600;">with</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">fn</span><span class="p">,</span> <span class="s" style="color: #d14;">"rb"</span><span class="p">)</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">f</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="156" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC156" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span> <span class="ow" style="font-weight: 600;">in</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC157" 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;">set_value</span><span class="p">(</span><span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC158" class="line" lang="python"></span></pre>

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1

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<pre style="margin: 0;">+<span id="LC1" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <cstdio></span></span>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC2" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <vector></span></span>

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<td class="diff-line-num new new_line" 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="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <cmath></span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC4" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <map></span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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 noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC5" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <string></span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC6" class="line" lang="cpp"><span class="cp" style="color: #999; font-weight: 600;">#include <algorithm></span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC8" class="line" lang="cpp"><span class="k" style="font-weight: 600;">using</span> <span class="k" style="font-weight: 600;">namespace</span> <span class="n" style="color: #333;">std</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC10" class="line" lang="cpp"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">string2</span> <span class="p">{</span></span>

</pre>

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

11

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

<pre style="margin: 0;">+<span id="LC11" class="line" lang="cpp"> <span class="k" style="font-weight: 600;">public</span><span class="o" style="font-weight: 600;">:</span></span>

</pre>

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

<pre style="margin: 0;">+<span id="LC12" class="line" lang="cpp">  <span class="n" style="color: #333;">string2</span><span class="p">()</span> <span class="p">{}</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="cpp">  <span class="n" style="color: #333;">string2</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">char</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">x</span><span class="p">)</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="cpp">    <span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC15" class="line" lang="cpp">    <span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC16" class="line" lang="cpp">    <span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="mi" style="color: #099;">2</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="cpp">    <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="mi" style="color: #099;">2</span> <span class="o" style="font-weight: 600;">&&</span> <span class="n" style="color: #333;">x</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">];</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">++</span><span class="p">)</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="cpp">      <span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">x</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">];</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="cpp">    <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="cpp">  <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

21

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

22

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<pre style="margin: 0;">+<span id="LC22" class="line" lang="cpp">  <span class="n" style="color: #333;">string2</span> <span class="k" style="font-weight: 600;">operator</span><span class="o" style="font-weight: 600;">=</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="kt" style="color: #458; font-weight: 600;">char</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">x</span><span class="p">)</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

23

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

<pre style="margin: 0;">+<span id="LC23" class="line" lang="cpp">    <span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

24

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

<pre style="margin: 0;">+<span id="LC24" class="line" lang="cpp">    <span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC25" class="line" lang="cpp">    <span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="mi" style="color: #099;">2</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="cpp">    <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="mi" style="color: #099;">2</span> <span class="o" style="font-weight: 600;">&&</span> <span class="n" style="color: #333;">x</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">];</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">++</span><span class="p">)</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

27

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<pre style="margin: 0;">+<span id="LC27" class="line" lang="cpp">      <span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">x</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">];</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

28

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

<pre style="margin: 0;">+<span id="LC28" class="line" lang="cpp">    <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC29" class="line" lang="cpp">    <span class="k" style="font-weight: 600;">return</span> <span class="o" style="font-weight: 600;">*</span><span class="k" style="font-weight: 600;">this</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

30

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

<pre style="margin: 0;">+<span id="LC30" class="line" lang="cpp">  <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="cpp">  <span class="n" style="color: #333;">string2</span> <span class="k" style="font-weight: 600;">operator</span><span class="o" style="font-weight: 600;">=</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">string2</span> <span class="n" style="color: #333;">x</span><span class="p">)</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="cpp">    <span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span><span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">x</span><span class="p">.</span><span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">];</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC34" class="line" lang="cpp">    <span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">]</span><span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">x</span><span class="p">.</span><span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">];</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

35

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

<pre style="margin: 0;">+<span id="LC35" class="line" lang="cpp">    <span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="mi" style="color: #099;">2</span><span class="p">]</span><span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">x</span><span class="p">.</span><span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="mi" style="color: #099;">2</span><span class="p">];</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

36

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

<pre style="margin: 0;">+<span id="LC36" class="line" lang="cpp">    <span class="k" style="font-weight: 600;">return</span> <span class="o" style="font-weight: 600;">*</span><span class="k" style="font-weight: 600;">this</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

37

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<pre style="margin: 0;">+<span id="LC37" class="line" lang="cpp">  <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

38

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

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

39

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

<pre style="margin: 0;">+<span id="LC39" class="line" lang="cpp">  <span class="n" style="color: #333;">string2</span> <span class="k" style="font-weight: 600;">operator</span><span class="o" style="font-weight: 600;">=</span><span class="p">(</span><span class="k" style="font-weight: 600;">const</span> <span class="n" style="color: #333;">string</span><span class="o" style="font-weight: 600;">&</span> <span class="n" style="color: #333;">x</span><span class="p">)</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

40

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

<pre style="margin: 0;">+<span id="LC40" class="line" lang="cpp">    <span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC41" class="line" lang="cpp">    <span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

42

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

<pre style="margin: 0;">+<span id="LC42" class="line" lang="cpp">    <span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="mi" style="color: #099;">2</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

43

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

<pre style="margin: 0;">+<span id="LC43" class="line" lang="cpp">    <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="mi" style="color: #099;">2</span> <span class="o" style="font-weight: 600;">&&</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">x</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">();</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">++</span><span class="p">)</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

44

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

<pre style="margin: 0;">+<span id="LC44" class="line" lang="cpp">      <span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">x</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">];</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

45

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

<pre style="margin: 0;">+<span id="LC45" class="line" lang="cpp">    <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

46

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

<pre style="margin: 0;">+<span id="LC46" class="line" lang="cpp">    <span class="k" style="font-weight: 600;">return</span> <span class="o" style="font-weight: 600;">*</span><span class="k" style="font-weight: 600;">this</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

47

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

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

48

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

<pre style="margin: 0;">+<span id="LC48" class="line" lang="cpp"></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

49

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

<pre style="margin: 0;">+<span id="LC49" 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="k" style="font-weight: 600;">operator</span><span class="p">[](</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">i</span><span class="p">)</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="50" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

50

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

<pre style="margin: 0;">+<span id="LC50" class="line" lang="cpp">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">];</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

51

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

<pre style="margin: 0;">+<span id="LC51" class="line" lang="cpp">  <span class="p">}</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="52" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

52

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

<pre style="margin: 0;">+<span id="LC52" class="line" lang="cpp"></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="53" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

53

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

<pre style="margin: 0;">+<span id="LC53" class="line" lang="cpp">  <span class="kt" style="color: #458; font-weight: 600;">char</span> <span class="n" style="color: #333;">x_</span><span class="p">[</span><span class="mi" style="color: #099;">3</span><span class="p">];</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

54

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

<pre style="margin: 0;">+<span id="LC54" class="line" lang="cpp"><span class="p">};</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

55

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

<pre style="margin: 0;">+<span id="LC55" class="line" lang="cpp"></span>

</pre>

</td>

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<td class="diff-line-num new new_line" 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">

56

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<pre style="margin: 0;">+<span id="LC56" class="line" lang="cpp"><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="nf" style="color: #900; font-weight: 600;">main</span><span class="p">()</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

57

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

<pre style="margin: 0;">+<span id="LC57" class="line" lang="cpp">  <span class="kt" style="color: #458; font-weight: 600;">char</span> <span class="n" style="color: #333;">ss</span><span class="p">[</span><span class="mi" style="color: #099;">100000</span><span class="p">];</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

58

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

<pre style="margin: 0;">+<span id="LC58" class="line" lang="cpp">  <span class="n" style="color: #333;">scanf</span><span class="p">(</span><span class="s" style="color: #d14;">"%s</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">"</span><span class="p">,</span> <span class="n" style="color: #333;">ss</span><span class="p">);</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

59

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

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="60" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

60

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

<pre style="margin: 0;">+<span id="LC60" class="line" lang="cpp">  <span class="n" style="color: #333;">string</span> <span class="n" style="color: #333;">ref</span><span class="p">(</span><span class="n" style="color: #333;">ss</span><span class="p">);</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

61

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

<pre style="margin: 0;">+<span id="LC61" class="line" lang="cpp">  <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">mapping</span><span class="p">[</span><span class="mi" style="color: #099;">256</span><span class="p">];</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

62

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

<pre style="margin: 0;">+<span id="LC62" class="line" lang="cpp">  <span class="n" style="color: #333;">mapping</span><span class="p">[</span><span class="sc" style="color: #d14;">'A'</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

63

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

<pre style="margin: 0;">+<span id="LC63" class="line" lang="cpp">  <span class="n" style="color: #333;">mapping</span><span class="p">[</span><span class="sc" style="color: #d14;">'C'</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">1</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC64" class="line" lang="cpp">  <span class="n" style="color: #333;">mapping</span><span class="p">[</span><span class="sc" style="color: #d14;">'G'</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">2</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="65" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

65

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

<pre style="margin: 0;">+<span id="LC65" class="line" lang="cpp">  <span class="n" style="color: #333;">mapping</span><span class="p">[</span><span class="sc" style="color: #d14;">'T'</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">3</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="66" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

66

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

<pre style="margin: 0;">+<span id="LC66" class="line" lang="cpp">  <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">range</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">50</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="67" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

67

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

<pre style="margin: 0;">+<span id="LC67" class="line" lang="cpp">  <span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">double</span><span class="o" style="font-weight: 600;">>></span> <span class="n" style="color: #333;">probs</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="68" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

68

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

<pre style="margin: 0;">+<span id="LC68" class="line" lang="cpp">  <span class="k" style="font-weight: 600;">while</span> <span class="p">(</span><span class="nb" style="color: #0086b3;">true</span><span class="p">)</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="69" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

69

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

<pre style="margin: 0;">+<span id="LC69" class="line" lang="cpp">    <span class="kt" style="color: #458; font-weight: 600;">double</span> <span class="n" style="color: #333;">a</span><span class="p">,</span> <span class="n" style="color: #333;">c</span><span class="p">,</span> <span class="n" style="color: #333;">g</span><span class="p">,</span> <span class="n" style="color: #333;">t</span><span class="p">,</span> <span class="n" style="color: #333;">n</span><span class="p">;</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

70

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

<pre style="margin: 0;">+<span id="LC70" class="line" lang="cpp">    <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">scanf</span><span class="p">(</span><span class="s" style="color: #d14;">"%lf %lf %lf %lf %lf"</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">a</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">c</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">g</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">t</span><span class="p">,</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">n</span><span class="p">)</span><span class="o" style="font-weight: 600;"><</span><span class="mi" style="color: #099;">5</span><span class="p">)</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

71

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

<pre style="margin: 0;">+<span id="LC71" class="line" lang="cpp">      <span class="k" style="font-weight: 600;">break</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

72

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

<pre style="margin: 0;">+<span id="LC72" class="line" lang="cpp">    <span class="p">}</span></span>

</pre>

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

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<pre style="margin: 0;">+<span id="LC73" class="line" lang="cpp">    <span class="n" style="color: #333;">probs</span><span class="p">.</span><span class="n" style="color: #333;">push_back</span><span class="p">(</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">double</span><span class="o" style="font-weight: 600;">></span><span class="p">({</span><span class="n" style="color: #333;">log</span><span class="p">(</span><span class="n" style="color: #333;">a</span><span class="p">),</span> <span class="n" style="color: #333;">log</span><span class="p">(</span><span class="n" style="color: #333;">c</span><span class="p">),</span> <span class="n" style="color: #333;">log</span><span class="p">(</span><span class="n" style="color: #333;">g</span><span class="p">),</span> <span class="n" style="color: #333;">log</span><span class="p">(</span><span class="n" style="color: #333;">t</span><span class="p">),</span> <span class="n" style="color: #333;">log</span><span class="p">(</span><span class="n" style="color: #333;">n</span><span class="p">)}));</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="74" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

74

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<pre style="margin: 0;">+<span id="LC74" class="line" lang="cpp">  <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="75" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

75

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<pre style="margin: 0;">+<span id="LC75" class="line" lang="cpp">  <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">limit</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">min</span><span class="p">(</span><span class="mi" style="color: #099;">100</span><span class="p">,</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span><span class="p">)</span><span class="n" style="color: #333;">ref</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span><span class="o" style="font-weight: 600;">/</span><span class="mi" style="color: #099;">2</span><span class="p">);</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="cpp">  <span class="k" style="font-weight: 600;">while</span> <span class="p">(</span><span class="n" style="color: #333;">range</span> <span class="o" style="font-weight: 600;"><</span> <span class="mi" style="color: #099;">30000</span><span class="p">)</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

77

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<pre style="margin: 0;">+<span id="LC77" class="line" lang="cpp">    <span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">double</span><span class="o" style="font-weight: 600;">>></span> <span class="n" style="color: #333;">poses</span><span class="p">(</span><span class="n" style="color: #333;">probs</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span><span class="o" style="font-weight: 600;">+</span><span class="mi" style="color: #099;">1</span><span class="p">);</span></span>

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

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<pre style="margin: 0;">+<span id="LC78" class="line" lang="cpp">    <span class="n" style="color: #333;">vector</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;">string2</span><span class="o" style="font-weight: 600;">>></span> <span class="n" style="color: #333;">prevs</span><span class="p">(</span><span class="n" style="color: #333;">probs</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span><span class="o" style="font-weight: 600;">+</span><span class="mi" style="color: #099;">1</span><span class="p">);</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC79" class="line" lang="cpp">    <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">poses</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">();</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">+=</span><span class="mi" style="color: #099;">2</span><span class="p">)</span> <span class="p">{</span></span>

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<pre style="margin: 0;">+<span id="LC80" class="line" lang="cpp">      <span class="n" style="color: #333;">poses</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="kt" style="color: #458; font-weight: 600;">double</span><span class="o" style="font-weight: 600;">></span><span class="p">(</span><span class="n" style="color: #333;">ref</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span><span class="o" style="font-weight: 600;">+</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="o" style="font-weight: 600;">-</span><span class="mf" style="color: #099;">1e30</span><span class="p">);</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC81" class="line" lang="cpp">      <span class="n" style="color: #333;">prevs</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">string2</span><span class="o" style="font-weight: 600;">></span><span class="p">(</span><span class="n" style="color: #333;">ref</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span><span class="o" style="font-weight: 600;">+</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="s" style="color: #d14;">""</span><span class="p">);</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="82" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC82" class="line" lang="cpp">    <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="83" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC83" class="line" lang="cpp">    <span class="n" style="color: #333;">poses</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">][</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="84" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC84" class="line" lang="cpp">    <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">poses</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">].</span><span class="n" style="color: #333;">size</span><span class="p">()</span> <span class="o" style="font-weight: 600;">&&</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">limit</span><span class="p">;</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">++</span><span class="p">)</span> <span class="p">{</span></span>

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<pre style="margin: 0;">+<span id="LC85" class="line" lang="cpp">      <span class="n" style="color: #333;">poses</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">][</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span><span class="p">;</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC86" class="line" lang="cpp">    <span class="p">}</span></span>

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<td class="diff-line-num new new_line" data-linenumber="87" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

87

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<pre style="margin: 0;">+<span id="LC87" class="line" lang="cpp">    <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">last_bp</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">50</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="88" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

88

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<pre style="margin: 0;">+<span id="LC88" class="line" lang="cpp">    <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">2</span><span class="p">;</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><=</span> <span class="n" style="color: #333;">probs</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">();</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">+=</span><span class="mi" style="color: #099;">2</span><span class="p">)</span> <span class="p">{</span></span>

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

89

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<pre style="margin: 0;">+<span id="LC89" class="line" lang="cpp">      <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">j</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">max</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">last_bp</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">range</span><span class="p">);</span> <span class="n" style="color: #333;">j</span> <span class="o" style="font-weight: 600;"><=</span> <span class="n" style="color: #333;">ref</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span> <span class="o" style="font-weight: 600;">&&</span> <span class="n" style="color: #333;">j</span> <span class="o" style="font-weight: 600;"><=</span> <span class="n" style="color: #333;">last_bp</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">range</span><span class="p">;</span> <span class="n" style="color: #333;">j</span><span class="o" style="font-weight: 600;">++</span><span class="p">)</span> <span class="p">{</span></span>

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

90

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<pre style="margin: 0;">+<span id="LC90" class="line" lang="cpp">        <span class="c1" style="color: #998; font-style: italic;">// NN</span></span>

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

91

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<pre style="margin: 0;">+<span id="LC91" class="line" lang="cpp">        <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">></span> <span class="mi" style="color: #099;">2</span><span class="p">)</span> <span class="p">{</span></span>

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

92

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<pre style="margin: 0;">+<span id="LC92" class="line" lang="cpp">          <span class="kt" style="color: #458; font-weight: 600;">double</span> <span class="n" style="color: #333;">np</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">poses</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">2</span><span class="p">][</span><span class="n" style="color: #333;">j</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">probs</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">2</span><span class="p">][</span><span class="mi" style="color: #099;">4</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">probs</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">][</span><span class="mi" style="color: #099;">4</span><span class="p">];</span></span>

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<td class="diff-line-num new new_line" 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="cpp">          <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">np</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">poses</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">][</span><span class="n" style="color: #333;">j</span><span class="p">])</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="cpp">            <span class="n" style="color: #333;">poses</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">][</span><span class="n" style="color: #333;">j</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC95" class="line" lang="cpp">            <span class="n" style="color: #333;">prevs</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">][</span><span class="n" style="color: #333;">j</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">"NN"</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="96" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC96" class="line" lang="cpp">          <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="97" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC97" class="line" lang="cpp">        <span class="p">}</span></span>

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<td class="diff-line-num new new_line" data-linenumber="98" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC98" class="line" lang="cpp">        <span class="c1" style="color: #998; font-style: italic;">// NX</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="99" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC99" class="line" lang="cpp">        <span class="kt" style="color: #458; font-weight: 600;">double</span> <span class="n" style="color: #333;">np</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">poses</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">2</span><span class="p">][</span><span class="n" style="color: #333;">j</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;">probs</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">2</span><span class="p">][</span><span class="mi" style="color: #099;">4</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">probs</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">][</span><span class="n" style="color: #333;">mapping</span><span class="p">[</span><span class="n" style="color: #333;">ref</span><span class="p">[</span><span class="n" style="color: #333;">j</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="LC100" class="line" lang="cpp">        <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">np</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">poses</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">][</span><span class="n" style="color: #333;">j</span><span class="p">])</span> <span class="p">{</span></span>

</pre>

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

101

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<pre style="margin: 0;">+<span id="LC101" class="line" lang="cpp">          <span class="n" style="color: #333;">poses</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">][</span><span class="n" style="color: #333;">j</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="102" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

102

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<pre style="margin: 0;">+<span id="LC102" class="line" lang="cpp">          <span class="n" style="color: #333;">prevs</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">][</span><span class="n" style="color: #333;">j</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">string</span><span class="p">(</span><span class="s" style="color: #d14;">"N"</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">ref</span><span class="p">[</span><span class="n" style="color: #333;">j</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">];</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="103" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

103

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<pre style="margin: 0;">+<span id="LC103" class="line" lang="cpp">        <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="104" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

104

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

</pre>

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<td class="diff-line-num new new_line" 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">

105

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<pre style="margin: 0;">+<span id="LC105" class="line" lang="cpp">        <span class="c1" style="color: #998; font-style: italic;">//XX</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="106" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

106

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<pre style="margin: 0;">+<span id="LC106" class="line" lang="cpp">        <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">j</span> <span class="o" style="font-weight: 600;">></span> <span class="mi" style="color: #099;">1</span><span class="p">)</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="107" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

107

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<pre style="margin: 0;">+<span id="LC107" class="line" lang="cpp">          <span class="kt" style="color: #458; font-weight: 600;">double</span> <span class="n" style="color: #333;">np</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">poses</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">2</span><span class="p">][</span><span class="n" style="color: #333;">j</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">2</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">probs</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">2</span><span class="p">][</span><span class="n" style="color: #333;">mapping</span><span class="p">[</span><span class="n" style="color: #333;">ref</span><span class="p">[</span><span class="n" style="color: #333;">j</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">2</span><span class="p">]]]</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">probs</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">][</span><span class="n" style="color: #333;">mapping</span><span class="p">[</span><span class="n" style="color: #333;">ref</span><span class="p">[</span><span class="n" style="color: #333;">j</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">]]];</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="108" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

108

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<pre style="margin: 0;">+<span id="LC108" class="line" lang="cpp">          <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">np</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">poses</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">][</span><span class="n" style="color: #333;">j</span><span class="p">])</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="109" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC109" class="line" lang="cpp">            <span class="n" style="color: #333;">poses</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">][</span><span class="n" style="color: #333;">j</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="110" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

110

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<pre style="margin: 0;">+<span id="LC110" class="line" lang="cpp">            <span class="n" style="color: #333;">prevs</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">][</span><span class="n" style="color: #333;">j</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ref</span><span class="p">.</span><span class="n" style="color: #333;">substr</span><span class="p">(</span><span class="n" style="color: #333;">j</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">2</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="p">);</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

111

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<pre style="margin: 0;">+<span id="LC111" class="line" lang="cpp">          <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

112

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<pre style="margin: 0;">+<span id="LC112" class="line" lang="cpp">        <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="113" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC113" class="line" lang="cpp">      <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="114" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC114" class="line" lang="cpp">      <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">cur_bp</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">max</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">last_bp</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">range</span><span class="p">);</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="115" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC115" class="line" lang="cpp">      <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">j</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">max</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">last_bp</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">range</span><span class="p">);</span> <span class="n" style="color: #333;">j</span> <span class="o" style="font-weight: 600;"><=</span> <span class="n" style="color: #333;">ref</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span> <span class="o" style="font-weight: 600;">&&</span> <span class="n" style="color: #333;">j</span> <span class="o" style="font-weight: 600;"><=</span> <span class="n" style="color: #333;">last_bp</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">range</span><span class="p">;</span> <span class="n" style="color: #333;">j</span><span class="o" style="font-weight: 600;">++</span><span class="p">)</span> <span class="p">{</span></span>

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<pre style="margin: 0;">+<span id="LC116" class="line" lang="cpp">        <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">poses</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">][</span><span class="n" style="color: #333;">j</span><span class="p">]</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">poses</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">][</span><span class="n" style="color: #333;">cur_bp</span><span class="p">])</span> <span class="p">{</span></span>

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<pre style="margin: 0;">+<span id="LC117" class="line" lang="cpp">          <span class="n" style="color: #333;">cur_bp</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">j</span><span class="p">;</span></span>

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<td class="diff-line-num new new_line" 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">

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<pre style="margin: 0;">+<span id="LC118" class="line" lang="cpp">        <span class="p">}</span></span>

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<pre style="margin: 0;">+<span id="LC119" class="line" lang="cpp">      <span class="p">}</span></span>

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<pre style="margin: 0;">+<span id="LC120" class="line" lang="cpp">      <span class="n" style="color: #333;">last_bp</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">cur_bp</span><span class="p">;</span></span>

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<td class="diff-line-num new new_line" data-linenumber="121" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC121" class="line" lang="cpp">    <span class="p">}</span></span>

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<pre style="margin: 0;">+<span id="LC122" class="line" lang="cpp"><span class="c1" style="color: #998; font-style: italic;">//    fprintf(stderr, "back size %d last_bp %d\n", poses.back().size(), last_bp);</span></span>

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<pre style="margin: 0;">+<span id="LC123" class="line" lang="cpp">    <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">best_pos</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">poses</span><span class="p">.</span><span class="n" style="color: #333;">back</span><span class="p">().</span><span class="n" style="color: #333;">size</span><span class="p">()</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">40</span><span class="p">;</span></span>

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<td class="diff-line-num new new_line" data-linenumber="124" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC124" class="line" lang="cpp">    <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">poses</span><span class="p">.</span><span class="n" style="color: #333;">back</span><span class="p">().</span><span class="n" style="color: #333;">size</span><span class="p">()</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">limit</span><span class="p">;</span> <span class="n" style="color: #333;">i</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">poses</span><span class="p">.</span><span class="n" style="color: #333;">back</span><span class="p">().</span><span class="n" style="color: #333;">size</span><span class="p">();</span> <span class="n" style="color: #333;">i</span><span class="o" style="font-weight: 600;">++</span><span class="p">)</span> <span class="p">{</span></span>

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<td class="diff-line-num new new_line" data-linenumber="125" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC125" class="line" lang="cpp">      <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">poses</span><span class="p">.</span><span class="n" style="color: #333;">back</span><span class="p">()[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">poses</span><span class="p">.</span><span class="n" style="color: #333;">back</span><span class="p">()[</span><span class="n" style="color: #333;">best_pos</span><span class="p">])</span> <span class="p">{</span></span>

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<td class="diff-line-num new new_line" data-linenumber="126" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC126" class="line" lang="cpp">        <span class="n" style="color: #333;">best_pos</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">i</span><span class="p">;</span></span>

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<td class="diff-line-num new new_line" data-linenumber="127" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC127" class="line" lang="cpp">      <span class="p">}</span></span>

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<pre style="margin: 0;">+<span id="LC128" class="line" lang="cpp">    <span class="p">}</span></span>

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<pre style="margin: 0;">+<span id="LC129" class="line" lang="cpp">    <span class="cm" style="color: #998; font-style: italic;">/*int total = 0;</span></span>

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<pre style="margin: 0;">+<span id="LC130" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;">    int rel = 0;</span></span>

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<pre style="margin: 0;">+<span id="LC131" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;">    int better = 0;</span></span>

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<td class="diff-line-num new new_line" data-linenumber="132" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC132" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;">    for (int i = 0; i < poses.size(); i += 2) {</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC133" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;">      for (int j = 0; j < poses[i].size(); j++) {</span></span>

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<td class="diff-line-num new new_line" data-linenumber="134" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC134" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;">        total += 1;</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="135" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC135" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;">        if (poses[i][j] > -1e29) {</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC136" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;">          rel += 1;</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="137" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC137" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;">        }</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="cpp"><span class="cm" style="color: #998; font-style: italic;">        if (poses[i][j] > poses.back()[best_pos]) {</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC139" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;">          better += 1;</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC140" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;">        }</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="141" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC141" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;">      }</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC142" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;">    }</span></span>

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<td class="diff-line-num new new_line" data-linenumber="143" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC143" class="line" lang="cpp"><span class="cm" style="color: #998; font-style: italic;">    fprintf(stderr, "total %d rel %d better %d\n", total, rel, better);*/</span></span>

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<td class="diff-line-num new new_line" data-linenumber="144" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC144" class="line" lang="cpp">    <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">poses</span><span class="p">.</span><span class="n" style="color: #333;">back</span><span class="p">()[</span><span class="n" style="color: #333;">best_pos</span><span class="p">]</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">probs</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span> <span class="o" style="font-weight: 600;">*</span> <span class="mi" style="color: #099;">2</span> <span class="o" style="font-weight: 600;">></span> <span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">10</span><span class="p">)</span> <span class="p">{</span></span>

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<td class="diff-line-num new new_line" data-linenumber="145" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC145" class="line" lang="cpp">      <span class="n" style="color: #333;">fprintf</span><span class="p">(</span><span class="n" style="color: #333;">stderr</span><span class="p">,</span> <span class="s" style="color: #d14;">"best pos %d %lf %d</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">"</span><span class="p">,</span> <span class="n" style="color: #333;">best_pos</span><span class="p">,</span> <span class="n" style="color: #333;">poses</span><span class="p">.</span><span class="n" style="color: #333;">back</span><span class="p">()[</span><span class="n" style="color: #333;">best_pos</span><span class="p">]</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">probs</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span> <span class="o" style="font-weight: 600;">*</span> <span class="mi" style="color: #099;">2</span><span class="p">,</span> <span class="n" style="color: #333;">range</span><span class="p">);</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="146" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC146" class="line" lang="cpp">      <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">ipos</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">poses</span><span class="p">.</span><span class="n" style="color: #333;">size</span><span class="p">()</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="147" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC147" class="line" lang="cpp">      <span class="kt" style="color: #458; font-weight: 600;">int</span> <span class="n" style="color: #333;">jpos</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">best_pos</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="148" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC148" class="line" lang="cpp"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="149" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC149" class="line" lang="cpp">      <span class="n" style="color: #333;">vector</span><span class="o" style="font-weight: 600;"><</span><span class="n" style="color: #333;">string2</span><span class="o" style="font-weight: 600;">></span> <span class="n" style="color: #333;">out</span><span class="p">;</span></span>

</pre>

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</td>

<td class="diff-line-num new new_line" data-linenumber="150" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

150

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<pre style="margin: 0;">+<span id="LC150" class="line" lang="cpp">      <span class="k" style="font-weight: 600;">while</span> <span class="p">(</span><span class="n" style="color: #333;">ipos</span> <span class="o" style="font-weight: 600;">></span> <span class="mi" style="color: #099;">0</span><span class="p">)</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="151" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

151

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

<pre style="margin: 0;">+<span id="LC151" class="line" lang="cpp">        <span class="k" style="font-weight: 600;">auto</span> <span class="n" style="color: #333;">back</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">prevs</span><span class="p">[</span><span class="n" style="color: #333;">ipos</span><span class="p">][</span><span class="n" style="color: #333;">jpos</span><span class="p">];</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="152" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

152

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<pre style="margin: 0;">+<span id="LC152" class="line" lang="cpp">        <span class="n" style="color: #333;">out</span><span class="p">.</span><span class="n" style="color: #333;">push_back</span><span class="p">(</span><span class="n" style="color: #333;">back</span><span class="p">);</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="153" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

153

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<pre style="margin: 0;">+<span id="LC153" class="line" lang="cpp">        <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">back</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">==</span> <span class="sc" style="color: #d14;">'N'</span> <span class="o" style="font-weight: 600;">&&</span> <span class="n" style="color: #333;">back</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">]</span> <span class="o" style="font-weight: 600;">==</span> <span class="sc" style="color: #d14;">'N'</span><span class="p">)</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="154" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

154

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<pre style="margin: 0;">+<span id="LC154" class="line" lang="cpp">          <span class="n" style="color: #333;">ipos</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="diff-line-num new new_line" data-linenumber="155" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

155

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<pre style="margin: 0;">+<span id="LC155" class="line" lang="cpp">        <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="156" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

156

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<pre style="margin: 0;">+<span id="LC156" 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;">back</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">==</span> <span class="sc" style="color: #d14;">'N'</span> <span class="o" style="font-weight: 600;">&&</span> <span class="n" style="color: #333;">back</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">]</span> <span class="o" style="font-weight: 600;">!=</span> <span class="sc" style="color: #d14;">'N'</span><span class="p">)</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="157" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

157

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<pre style="margin: 0;">+<span id="LC157" class="line" lang="cpp">          <span class="n" style="color: #333;">ipos</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="diff-line-num new new_line" data-linenumber="158" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC158" class="line" lang="cpp">          <span class="n" style="color: #333;">jpos</span> <span class="o" style="font-weight: 600;">-=</span> <span class="mi" style="color: #099;">1</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="159" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC159" class="line" lang="cpp">        <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="160" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC160" 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;">back</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">!=</span> <span class="sc" style="color: #d14;">'N'</span> <span class="o" style="font-weight: 600;">&&</span> <span class="n" style="color: #333;">back</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">]</span> <span class="o" style="font-weight: 600;">!=</span> <span class="sc" style="color: #d14;">'N'</span><span class="p">)</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="161" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

161

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<pre style="margin: 0;">+<span id="LC161" class="line" lang="cpp">          <span class="n" style="color: #333;">ipos</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="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="162" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC162" class="line" lang="cpp">          <span class="n" style="color: #333;">jpos</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="diff-line-num new new_line" data-linenumber="163" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

163

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<pre style="margin: 0;">+<span id="LC163" class="line" lang="cpp">        <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="164" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

164

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

</pre>

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<td class="diff-line-num new new_line" data-linenumber="165" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

165

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<pre style="margin: 0;">+<span id="LC165" class="line" lang="cpp">      <span class="n" style="color: #333;">reverse</span><span class="p">(</span><span class="n" style="color: #333;">out</span><span class="p">.</span><span class="n" style="color: #333;">begin</span><span class="p">(),</span> <span class="n" style="color: #333;">out</span><span class="p">.</span><span class="n" style="color: #333;">end</span><span class="p">());</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="166" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

166

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<pre style="margin: 0;">+<span id="LC166" class="line" lang="cpp">      <span class="k" style="font-weight: 600;">for</span> <span class="p">(</span><span class="k" style="font-weight: 600;">auto</span> <span class="o" style="font-weight: 600;">&</span><span class="n" style="color: #333;">o</span><span class="o" style="font-weight: 600;">:</span> <span class="n" style="color: #333;">out</span><span class="p">)</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="167" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

167

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<pre style="margin: 0;">+<span id="LC167" class="line" lang="cpp">        <span class="n" style="color: #333;">printf</span><span class="p">(</span><span class="s" style="color: #d14;">"%s</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">"</span><span class="p">,</span> <span class="n" style="color: #333;">o</span><span class="p">.</span><span class="n" style="color: #333;">x_</span><span class="p">);</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="168" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

168

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

</pre>

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<td class="diff-line-num new new_line" data-linenumber="169" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

169

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<pre style="margin: 0;">+<span id="LC169" class="line" lang="cpp">      <span class="n" style="color: #333;">fprintf</span><span class="p">(</span><span class="n" style="color: #333;">stderr</span><span class="p">,</span> <span class="s" style="color: #d14;">"start pos %d</span><span class="se" style="color: #d14;">\n</span><span class="s" style="color: #d14;">"</span><span class="p">,</span> <span class="n" style="color: #333;">jpos</span><span class="p">);</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="170" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

170

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<pre style="margin: 0;">+<span id="LC170" class="line" lang="cpp">      <span class="k" style="font-weight: 600;">if</span> <span class="p">(</span><span class="n" style="color: #333;">best_pos</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">poses</span><span class="p">.</span><span class="n" style="color: #333;">back</span><span class="p">().</span><span class="n" style="color: #333;">size</span><span class="p">()</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">limit</span> <span class="o" style="font-weight: 600;">||</span> <span class="n" style="color: #333;">jpos</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">limit</span> <span class="o" style="font-weight: 600;">-</span> <span class="mi" style="color: #099;">1</span><span class="p">)</span> <span class="p">{</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="171" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

171

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<pre style="margin: 0;">+<span id="LC171" class="line" lang="cpp">        <span class="k" style="font-weight: 600;">return</span> <span class="mi" style="color: #099;">1</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="172" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

172

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<pre style="margin: 0;">+<span id="LC172" class="line" lang="cpp">      <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="173" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

173

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<pre style="margin: 0;">+<span id="LC173" class="line" lang="cpp">      <span class="k" style="font-weight: 600;">return</span> <span class="mi" style="color: #099;">47</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="174" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

174

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<pre style="margin: 0;">+<span id="LC174" class="line" lang="cpp">    <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="175" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

175

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<pre style="margin: 0;">+<span id="LC175" class="line" lang="cpp">    <span class="n" style="color: #333;">range</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="diff-line-num new new_line" data-linenumber="176" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

176

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<pre style="margin: 0;">+<span id="LC176" class="line" lang="cpp">  <span class="p">}</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="177" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

177

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<pre style="margin: 0;">+<span id="LC177" class="line" lang="cpp">  <span class="k" style="font-weight: 600;">return</span> <span class="mi" style="color: #099;">1</span><span class="p">;</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="178" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

178

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<pre style="margin: 0;">+<span id="LC178" class="line" lang="cpp"><span class="p">}</span></span></pre>

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</table>

<br>

</li>

<li id="9aefc6b2f66179a7f688701f6316248e1afc13e2">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#9aefc6b2f66179a7f688701f6316248e1afc13e2"><strong>r9/training/realign.py</strong></a>

<hr>

<table class="code white" style="font-family: monospace; font-size: 12px;" bgcolor="#fff" width="100%" cellpadding="0" cellspacing="0">

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

1

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<pre style="margin: 0;">+<span id="LC1" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">qrnn</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">BatchNet</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">pickle</span></span>

</pre>

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

<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;">sys</span></span>

</pre>

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

<pre style="margin: 0;">+<span id="LC4" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>

</pre>

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<td class="diff-line-num new new_line" 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;">datetime</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">collections</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">defaultdict</span></span>

</pre>

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

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<pre style="margin: 0;">+<span id="LC7" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">os</span></span>

</pre>

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

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<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;">sklearn.metrics</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">confusion_matrix</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC9" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">theano</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">th</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">multiprocessing</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">Pool</span></span>

</pre>

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

11

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<pre style="margin: 0;">+<span id="LC11" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">subprocess</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC12" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">scale</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">m25</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">percentile</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="mi" style="color: #099;">25</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">m75</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">percentile</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="mi" style="color: #099;">75</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="python">  <span class="n" style="color: #333;">s50</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">median</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">2</span><span class="p">])</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">me25</span> <span class="o" style="font-weight: 600;">=</span> <span class="o" style="font-weight: 600;">-</span><span class="mf" style="color: #099;">0.3</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">me75</span><span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.3</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC19" class="line" lang="python">  <span class="n" style="color: #333;">se50</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.6103758</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="n" style="color: #333;">ret</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">array</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

21

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<pre style="margin: 0;">+<span id="LC21" class="line" lang="python">  <span class="n" style="color: #333;">scale</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">me75</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">me25</span><span class="p">)</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</span><span class="n" style="color: #333;">m75</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">m25</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="n" style="color: #333;">m25</span> <span class="o" style="font-weight: 600;">*=</span> <span class="n" style="color: #333;">scale</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

23

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<pre style="margin: 0;">+<span id="LC23" class="line" lang="python">  <span class="n" style="color: #333;">shift</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">me25</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">m25</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

24

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

<pre style="margin: 0;">+<span id="LC24" class="line" lang="python">  <span class="n" style="color: #333;">ret</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">scale</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">shift</span></span>

</pre>

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

<pre style="margin: 0;">+<span id="LC25" class="line" lang="python">  <span class="n" style="color: #333;">ret</span><span class="p">[:,</span><span class="mi" style="color: #099;">1</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ret</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">]</span><span class="o" style="font-weight: 600;">**</span><span class="mi" style="color: #099;">2</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC26" class="line" lang="python">  </span>

</pre>

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<td class="diff-line-num new new_line" 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">

27

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

<pre style="margin: 0;">+<span id="LC27" class="line" lang="python">  <span class="n" style="color: #333;">sscale</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">se50</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">s50</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

28

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

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

</pre>

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

<pre style="margin: 0;">+<span id="LC29" class="line" lang="python">  <span class="n" style="color: #333;">ret</span><span class="p">[:,</span><span class="mi" style="color: #099;">2</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">2</span><span class="p">]</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">sscale</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

30

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<pre style="margin: 0;">+<span id="LC30" class="line" lang="python">  <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">ret</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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">

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<pre style="margin: 0;">+<span id="LC32" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">print_stats</span><span class="p">(</span><span class="n" style="color: #333;">o</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="n" style="color: #333;">stats</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">defaultdict</span><span class="p">(</span><span class="nb" style="color: #0086b3;">int</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC34" class="line" lang="python">  <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">x</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">o</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

35

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<pre style="margin: 0;">+<span id="LC35" class="line" lang="python">    <span class="n" style="color: #333;">stats</span><span class="p">[</span><span class="n" style="color: #333;">x</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

36

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

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

37

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

<pre style="margin: 0;">+<span id="LC37" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" 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">

38

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<pre style="margin: 0;">+<span id="LC38" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">flatten2</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">x</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">reshape</span><span class="p">((</span><span class="n" style="color: #333;">x</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">x</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">],</span> <span 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="LC40" class="line" lang="python"></span>

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<pre style="margin: 0;">+<span id="LC41" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">realign</span><span class="p">(</span><span class="n" style="color: #333;">s</span><span class="p">):</span></span>

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<pre style="margin: 0;">+<span id="LC42" class="line" lang="python">  <span class="n" style="color: #333;">ps</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">s</span> </span>

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<pre style="margin: 0;">+<span id="LC43" class="line" lang="python">  <span class="n" style="color: #333;">o1</span><span class="p">,</span> <span class="n" style="color: #333;">o2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ntwk</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">tester</span><span class="p">([</span><span class="n" style="color: #333;">scale</span><span class="p">(</span><span class="n" style="color: #333;">data_x</span><span class="p">[</span><span class="n" style="color: #333;">ps</span><span class="p">])])</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC44" class="line" lang="python">  <span class="n" style="color: #333;">o1m</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">argmax</span><span class="p">(</span><span class="n" style="color: #333;">o1</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</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="LC45" class="line" lang="python">  <span class="n" style="color: #333;">o2m</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">argmax</span><span class="p">(</span><span class="n" style="color: #333;">o2</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</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="LC46" class="line" lang="python">  <span class="n" style="color: #333;">alph</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">"ACGTN"</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC47" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#      fo = open(base_dir+"output%s.fasta" % ps, "w")</span></span>

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<pre style="margin: 0;">+<span id="LC48" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#      print (">xx", file=fo)</span></span>

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<pre style="margin: 0;">+<span id="LC49" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#      for a, b in zip(o1m, o2m):</span></span>

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<pre style="margin: 0;">+<span id="LC50" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#        if a < 4: </span></span>

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<pre style="margin: 0;">+<span id="LC51" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#          fo.write(alph[a])</span></span>

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<pre style="margin: 0;">+<span id="LC52" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#        if b < 4: </span></span>

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<pre style="margin: 0;">+<span id="LC53" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#         fo.write(alph[b])</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC54" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#      fo.close()      </span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC55" class="line" lang="python">  <span class="n" style="color: #333;">f</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">base_dir</span><span class="o" style="font-weight: 600;">+</span><span class="s" style="color: #d14;">"tmpb-</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">s.in"</span> <span class="o" style="font-weight: 600;">%</span> <span class="n" style="color: #333;">s</span><span class="p">,</span> <span class="s" style="color: #d14;">"w"</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC56" class="line" lang="python">  <span class="k" style="font-weight: 600;">print</span> <span class="o" style="font-weight: 600;">>></span><span class="n" style="color: #333;">f</span><span class="p">,</span> <span class="n" style="color: #333;">refs</span><span class="p">[</span><span class="n" style="color: #333;">ps</span><span class="p">]</span></span>

</pre>

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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;">a</span><span class="p">,</span> <span class="n" style="color: #333;">b</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">zip</span><span class="p">(</span><span class="n" style="color: #333;">o1</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="n" style="color: #333;">o2</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

58

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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="o" style="font-weight: 600;">>></span><span class="n" style="color: #333;">f</span><span class="p">,</span> <span class="s" style="color: #d14;">" "</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">join</span><span class="p">(</span><span class="nb" style="color: #0086b3;">map</span><span class="p">(</span><span class="nb" style="color: #0086b3;">str</span><span class="p">,</span> <span class="n" style="color: #333;">a</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

59

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

<pre style="margin: 0;">+<span id="LC59" class="line" lang="python">    <span class="k" style="font-weight: 600;">print</span> <span class="o" style="font-weight: 600;">>></span><span class="n" style="color: #333;">f</span><span class="p">,</span> <span class="s" style="color: #d14;">" "</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">join</span><span class="p">(</span><span class="nb" style="color: #0086b3;">map</span><span class="p">(</span><span class="nb" style="color: #0086b3;">str</span><span class="p">,</span> <span class="n" style="color: #333;">b</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="60" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

60

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

<pre style="margin: 0;">+<span id="LC60" class="line" lang="python">  <span class="n" style="color: #333;">f</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">close</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

61

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

<pre style="margin: 0;">+<span id="LC61" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" 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">

62

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

<pre style="margin: 0;">+<span id="LC62" class="line" lang="python">  <span class="k" style="font-weight: 600;">print</span> <span class="s" style="color: #d14;">"s"</span><span class="p">,</span> <span class="n" style="color: #333;">s</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

63

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<pre style="margin: 0;">+<span id="LC63" class="line" lang="python">  <span class="n" style="color: #333;">ret</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">subprocess</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">call</span><span class="p">(</span><span class="s" style="color: #d14;">"ulimit -v 32000000; ./realign <</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">stmpb-</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">s.in ></span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">stmpb-</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">s.out"</span> <span class="o" style="font-weight: 600;">%</span> <span class="p">(</span><span class="n" style="color: #333;">base_dir</span><span class="p">,</span> <span class="n" style="color: #333;">s</span><span class="p">,</span> <span class="n" style="color: #333;">base_dir</span><span class="p">,</span> <span class="n" style="color: #333;">s</span><span class="p">),</span> <span class="n" style="color: #333;">shell</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">)</span></span>

</pre>

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

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="65" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

65

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

<pre style="margin: 0;">+<span id="LC65" class="line" lang="python">  <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">ret</span> <span class="o" style="font-weight: 600;">!=</span> <span class="mi" style="color: #099;">47</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="66" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

66

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

<pre style="margin: 0;">+<span id="LC66" class="line" lang="python">    <span class="k" style="font-weight: 600;">print</span> <span class="s" style="color: #d14;">"fail"</span><span class="p">,</span> <span class="n" style="color: #333;">s</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="67" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

67

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<pre style="margin: 0;">+<span id="LC67" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="68" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

68

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

</pre>

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<td class="diff-line-num new new_line" data-linenumber="69" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

69

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<pre style="margin: 0;">+<span id="LC69" class="line" lang="python">  <span class="n" style="color: #333;">f</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">base_dir</span><span class="o" style="font-weight: 600;">+</span><span class="s" style="color: #d14;">"tmpb-</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">s.out"</span> <span class="o" style="font-weight: 600;">%</span> <span class="n" style="color: #333;">s</span><span class="p">)</span></span>

</pre>

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

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<pre style="margin: 0;">+<span id="LC70" class="line" lang="python">  <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span><span class="p">,</span> <span class="n" style="color: #333;">l</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">enumerate</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

71

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<pre style="margin: 0;">+<span id="LC71" class="line" lang="python">    <span class="n" style="color: #333;">data_y</span><span class="p">[</span><span class="n" style="color: #333;">ps</span><span class="p">][</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">mapping</span><span class="p">[</span><span class="n" style="color: #333;">l</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

72

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<pre style="margin: 0;">+<span id="LC72" class="line" lang="python">    <span class="n" style="color: #333;">data_y2</span><span class="p">[</span><span class="n" style="color: #333;">ps</span><span class="p">][</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">mapping</span><span class="p">[</span><span class="n" style="color: #333;">l</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">]]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

73

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

<pre style="margin: 0;">+<span id="LC73" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="74" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

74

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

<pre style="margin: 0;">+<span id="LC74" class="line" lang="python">  <span class="n" style="color: #333;">fo</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">names</span><span class="p">[</span><span class="n" style="color: #333;">s</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+</span> <span class="s" style="color: #d14;">"r"</span><span class="p">,</span> <span class="s" style="color: #d14;">"w"</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="75" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

75

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

<pre style="margin: 0;">+<span id="LC75" class="line" lang="python">  <span class="k" style="font-weight: 600;">print</span> <span class="o" style="font-weight: 600;">>></span><span class="n" style="color: #333;">fo</span><span class="p">,</span> <span class="n" style="color: #333;">refs</span><span class="p">[</span><span class="n" style="color: #333;">s</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

76

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

<pre style="margin: 0;">+<span id="LC76" class="line" lang="python">  <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">y</span><span class="p">,</span> <span class="n" style="color: #333;">y2</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">zip</span><span class="p">(</span><span class="n" style="color: #333;">data_x</span><span class="p">[</span><span class="n" style="color: #333;">s</span><span class="p">],</span> <span class="n" style="color: #333;">data_y</span><span class="p">[</span><span class="n" style="color: #333;">s</span><span class="p">],</span> <span class="n" style="color: #333;">data_y2</span><span class="p">[</span><span class="n" style="color: #333;">s</span><span class="p">]):</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

77

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

<pre style="margin: 0;">+<span id="LC77" class="line" lang="python">    <span class="k" style="font-weight: 600;">print</span> <span class="o" style="font-weight: 600;">>></span><span class="n" style="color: #333;">fo</span><span class="p">,</span> <span class="s" style="color: #d14;">" "</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">join</span><span class="p">(</span><span class="nb" style="color: #0086b3;">map</span><span class="p">(</span><span class="nb" style="color: #0086b3;">str</span><span class="p">,</span> <span class="n" style="color: #333;">x</span><span class="p">)),</span> <span class="s" style="color: #d14;">"</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">c</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">c"</span> <span class="o" style="font-weight: 600;">%</span> <span class="p">(</span><span class="n" style="color: #333;">alph</span><span class="p">[</span><span class="n" style="color: #333;">y</span><span class="p">],</span> <span class="n" style="color: #333;">alph</span><span class="p">[</span><span class="n" style="color: #333;">y2</span><span class="p">])</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

78

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

<pre style="margin: 0;">+<span id="LC78" class="line" lang="python">  <span class="n" style="color: #333;">fo</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">close</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="79" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

79

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

<pre style="margin: 0;">+<span id="LC79" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="80" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

<pre style="margin: 0;">+<span id="LC80" class="line" lang="python"><span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">__name__</span> <span class="o" style="font-weight: 600;">==</span> <span class="s" style="color: #d14;">'__main__'</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="81" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

81

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

<pre style="margin: 0;">+<span id="LC81" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="82" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

82

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

<pre style="margin: 0;">+<span id="LC82" class="line" lang="python">  <span class="n" style="color: #333;">chars</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">"ACGT"</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="83" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

<pre style="margin: 0;">+<span id="LC83" class="line" lang="python">  <span class="n" style="color: #333;">mapping</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">{</span><span class="s" style="color: #d14;">"A"</span><span class="p">:</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="s" style="color: #d14;">"C"</span><span class="p">:</span> <span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="s" style="color: #d14;">"G"</span><span class="p">:</span> <span class="mi" style="color: #099;">2</span><span class="p">,</span> <span class="s" style="color: #d14;">"T"</span><span class="p">:</span> <span class="mi" style="color: #099;">3</span><span class="p">,</span> <span class="s" style="color: #d14;">"N"</span><span class="p">:</span> <span class="mi" style="color: #099;">4</span><span class="p">}</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="84" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

84

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

<pre style="margin: 0;">+<span id="LC84" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="85" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

85

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

<pre style="margin: 0;">+<span id="LC85" class="line" lang="python">  <span class="n" style="color: #333;">n_dims</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">4</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="86" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

<pre style="margin: 0;">+<span id="LC86" class="line" lang="python">  <span class="n" style="color: #333;">n_classes</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">5</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="87" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

87

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

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

</pre>

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<td class="diff-line-num new new_line" data-linenumber="88" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

88

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

<pre style="margin: 0;">+<span id="LC88" class="line" lang="python">  <span class="n" style="color: #333;">data_x</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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

89

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<pre style="margin: 0;">+<span id="LC89" class="line" lang="python">  <span class="n" style="color: #333;">data_y</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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

90

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

<pre style="margin: 0;">+<span id="LC90" class="line" lang="python">  <span class="n" style="color: #333;">data_y2</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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

91

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

<pre style="margin: 0;">+<span id="LC91" class="line" lang="python">  <span class="n" style="color: #333;">refs</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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

92

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

<pre style="margin: 0;">+<span id="LC92" class="line" lang="python">  <span class="n" style="color: #333;">names</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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

93

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

<pre style="margin: 0;">+<span id="LC93" class="line" lang="python"></span>

</pre>

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

94

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

<pre style="margin: 0;">+<span id="LC94" class="line" lang="python">  <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">fn</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">sys</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">argv</span><span class="p">[</span><span class="mi" style="color: #099;">2</span><span class="p">:]:</span></span>

</pre>

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

95

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

<pre style="margin: 0;">+<span id="LC95" class="line" lang="python">    <span class="n" style="color: #333;">f</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">fn</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="96" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

96

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<pre style="margin: 0;">+<span id="LC96" class="line" lang="python">    <span class="n" style="color: #333;">ref</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">f</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">readline</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="97" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

97

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<pre style="margin: 0;">+<span id="LC97" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">ref</span><span class="p">)</span> <span class="o" style="font-weight: 600;">></span> <span class="mi" style="color: #099;">30000</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="98" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

98

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

<pre style="margin: 0;">+<span id="LC98" class="line" lang="python">      <span class="k" style="font-weight: 600;">print</span> <span class="s" style="color: #d14;">"out"</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">ref</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="99" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

99

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<pre style="margin: 0;">+<span id="LC99" class="line" lang="python">      <span class="k" style="font-weight: 600;">continue</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="100" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

100

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<pre style="margin: 0;">+<span id="LC100" class="line" lang="python">    <span class="n" style="color: #333;">refs</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">ref</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">strip</span><span class="p">())</span></span>

</pre>

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

101

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<pre style="margin: 0;">+<span id="LC101" class="line" lang="python">    <span class="n" style="color: #333;">names</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">fn</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="102" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

102

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<pre style="margin: 0;">+<span id="LC102" class="line" lang="python">    <span class="n" style="color: #333;">X</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="103" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

103

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

<pre style="margin: 0;">+<span id="LC103" class="line" lang="python">    <span class="n" style="color: #333;">Y</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="104" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

104

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<pre style="margin: 0;">+<span id="LC104" class="line" lang="python">    <span class="n" style="color: #333;">Y2</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

105

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

<pre style="margin: 0;">+<span id="LC105" class="line" lang="python">    <span class="k" style="font-weight: 600;">print</span> <span class="s" style="color: #d14;">"</span><span class="se" style="color: #d14;">\r</span><span class="s" style="color: #d14;">fn"</span><span class="p">,</span> <span class="n" style="color: #333;">fn</span><span class="p">,</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="106" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

106

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<pre style="margin: 0;">+<span id="LC106" class="line" lang="python">    <span class="n" style="color: #333;">sys</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">stdout</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flush</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="107" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

107

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<pre style="margin: 0;">+<span id="LC107" class="line" lang="python">    <span class="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;">f</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="108" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

108

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<pre style="margin: 0;">+<span id="LC108" class="line" lang="python">      <span class="n" style="color: #333;">its</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">l</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">strip</span><span class="p">()</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">split</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="109" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

109

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<pre style="margin: 0;">+<span id="LC109" class="line" lang="python">      <span class="n" style="color: #333;">mean</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">float</span><span class="p">(</span><span class="n" style="color: #333;">its</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">])</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="110" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

110

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<pre style="margin: 0;">+<span id="LC110" class="line" lang="python">      <span class="n" style="color: #333;">std</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">float</span><span class="p">(</span><span class="n" style="color: #333;">its</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">])</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

111

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<pre style="margin: 0;">+<span id="LC111" class="line" lang="python">      <span class="n" style="color: #333;">length</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">float</span><span class="p">(</span><span class="n" style="color: #333;">its</span><span class="p">[</span><span class="mi" style="color: #099;">2</span><span class="p">])</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

112

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<pre style="margin: 0;">+<span id="LC112" class="line" lang="python">      <span class="n" style="color: #333;">X</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">([</span><span class="n" style="color: #333;">mean</span><span class="p">,</span> <span class="n" style="color: #333;">mean</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">mean</span><span class="p">,</span> <span class="n" style="color: #333;">std</span><span class="p">,</span> <span class="n" style="color: #333;">length</span><span class="p">])</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="113" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

113

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<pre style="margin: 0;">+<span id="LC113" class="line" lang="python">      <span class="n" style="color: #333;">Y</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="mi" style="color: #099;">4</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="114" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

114

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<pre style="margin: 0;">+<span id="LC114" class="line" lang="python">      <span class="n" style="color: #333;">Y2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="mi" style="color: #099;">4</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="115" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

115

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<pre style="margin: 0;">+<span id="LC115" class="line" lang="python">    <span class="n" style="color: #333;">data_x</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">array</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">,</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">config</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">floatX</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="116" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC116" class="line" lang="python">    <span class="n" style="color: #333;">data_y</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">array</span><span class="p">(</span><span class="n" style="color: #333;">Y</span><span class="p">,</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">int32</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">data_y2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">array</span><span class="p">(</span><span class="n" style="color: #333;">Y2</span><span class="p">,</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">int32</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

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

</pre>

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<td class="diff-line-num new new_line" data-linenumber="119" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC119" class="line" lang="python">  <span class="k" style="font-weight: 600;">print</span> <span class="p">(</span><span class="s" style="color: #d14;">"done"</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">)</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">x</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">refs</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="120" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

120

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<pre style="margin: 0;">+<span id="LC120" class="line" lang="python">  <span class="n" style="color: #333;">sys</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">stdout</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flush</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="121" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

121

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<pre style="margin: 0;">+<span id="LC121" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC122" class="line" lang="python">  <span class="n" style="color: #333;">ntwk</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BatchNet</span><span class="p">(</span><span class="n" style="color: #333;">n_dims</span><span class="p">,</span> <span class="n" style="color: #333;">n_classes</span><span class="p">,</span> <span class="n" style="color: #333;">only_test</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">)</span></span>

</pre>

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123

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<pre style="margin: 0;">+<span id="LC123" class="line" lang="python">  <span class="n" style="color: #333;">ntwk</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">sys</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">argv</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">])</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="124" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

124

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<pre style="margin: 0;">+<span id="LC124" class="line" lang="python">  <span class="n" style="color: #333;">base_dir</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">str</span><span class="p">(</span><span class="n" style="color: #333;">datetime</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">datetime</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">now</span><span class="p">())</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="125" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

125

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

<pre style="margin: 0;">+<span id="LC125" class="line" lang="python">  <span class="n" style="color: #333;">base_dir</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">base_dir</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">replace</span><span class="p">(</span><span class="s" style="color: #d14;">' '</span><span class="p">,</span> <span class="s" style="color: #d14;">'_'</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="126" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

126

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

<pre style="margin: 0;">+<span id="LC126" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="127" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

127

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<pre style="margin: 0;">+<span id="LC127" class="line" lang="python">  <span class="n" style="color: #333;">os</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">mkdir</span><span class="p">(</span><span class="n" style="color: #333;">base_dir</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="128" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

128

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<pre style="margin: 0;">+<span id="LC128" class="line" lang="python">  <span class="n" style="color: #333;">base_dir</span> <span class="o" style="font-weight: 600;">+=</span> <span class="s" style="color: #d14;">"/"</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="129" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

129

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<pre style="margin: 0;">+<span id="LC129" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="130" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

130

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<pre style="margin: 0;">+<span id="LC130" 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;">Pool</span><span class="p">(</span><span class="mi" style="color: #099;">8</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="131" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

131

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<pre style="margin: 0;">+<span id="LC131" class="line" lang="python">  <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">map</span><span class="p">(</span><span class="n" style="color: #333;">realign</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;">data_x</span><span class="p">)))</span></span></pre>

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<br>

</li>

<li id="fcf38fa279cdb310d466d6bb22e7dff5bdeb4b6d">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#fcf38fa279cdb310d466d6bb22e7dff5bdeb4b6d"><strong>r9/training/rnn.py</strong></a>

<hr>

<table class="code white" style="font-family: monospace; font-size: 12px;" bgcolor="#fff" width="100%" cellpadding="0" cellspacing="0">

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

1

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

<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;">theano</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">th</span></span>

</pre>

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

<pre style="margin: 0;">+<span id="LC2" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">theano.tensor</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">T</span></span>

</pre>

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

<pre style="margin: 0;">+<span id="LC3" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">theano.tensor.nnet</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">sigmoid</span></span>

</pre>

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

<pre style="margin: 0;">+<span id="LC4" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC5" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">theano_toolkit</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">updates</span></span>

</pre>

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

<pre style="margin: 0;">+<span id="LC6" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">pickle</span></span>

</pre>

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

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

</pre>

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

<pre style="margin: 0;">+<span id="LC8" class="line" lang="python"><span class="n" style="color: #333;">hidden_size</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">100</span></span>

</pre>

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

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

</pre>

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<td class="diff-line-num new new_line" 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 class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">orthonormal_wts</span><span class="p">(</span><span class="n" style="color: #333;">n</span><span class="p">,</span> <span class="n" style="color: #333;">m</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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;">nm</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">max</span><span class="p">(</span><span class="n" style="color: #333;">n</span><span class="p">,</span> <span class="n" style="color: #333;">m</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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;">svd_u</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">linalg</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">svd</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">randn</span><span class="p">(</span><span class="n" style="color: #333;">nm</span><span class="p">,</span> <span class="n" style="color: #333;">nm</span><span class="p">))[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">svd_u</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">astype</span><span class="p">(</span><span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">config</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">floatX</span><span class="p">)[:</span><span class="n" style="color: #333;">n</span><span class="p">,</span> <span class="p">:</span><span class="n" style="color: #333;">m</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">init_wts</span><span class="p">(</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">argv</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="k" style="font-weight: 600;">return</span> <span class="mf" style="color: #099;">0.4</span> <span class="o" style="font-weight: 600;">*</span> <span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">rand</span><span class="p">(</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">argv</span><span class="p">)</span> <span class="o" style="font-weight: 600;">-</span> <span class="mf" style="color: #099;">0.5</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">share</span><span class="p">(</span><span class="n" style="color: #333;">array</span><span class="p">,</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">config</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">floatX</span><span class="p">,</span> <span class="n" style="color: #333;">name</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="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC19" class="line" lang="python">  <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shared</span><span class="p">(</span><span class="n" style="color: #333;">value</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">asarray</span><span class="p">(</span><span class="n" style="color: #333;">array</span><span class="p">,</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">dtype</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">name</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">OutLayer</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC22" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">in_size</span><span class="p">,</span> <span class="n" style="color: #333;">n_classes</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="nb" style="color: #0086b3;">id</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">str</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">randint</span><span class="p">(</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">10000000</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC24" class="line" lang="python">    <span class="n" style="color: #333;">w</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">init_wts</span><span class="p">(</span><span class="n" style="color: #333;">in_size</span><span class="p">,</span> <span class="n" style="color: #333;">n_classes</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">id</span><span class="o" style="font-weight: 600;">+</span><span class="s" style="color: #d14;">"w"</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">b</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">n_classes</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">id</span><span class="o" style="font-weight: 600;">+</span><span class="s" style="color: #d14;">"b"</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC26" class="line" lang="python">    <span class="n" style="color: #333;">eps</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.0000001</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">clip</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">nnet</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">softmax</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">w</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">b</span><span class="p">),</span> <span class="n" style="color: #333;">eps</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">eps</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC28" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">w</span><span class="p">,</span> <span class="n" style="color: #333;">b</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<pre style="margin: 0;">+<span id="LC30" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">SimpleLayer</span><span class="p">:</span></span>

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<pre style="margin: 0;">+<span id="LC31" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC32" class="line" lang="python">    <span class="nb" style="color: #0086b3;">id</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">str</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">randint</span><span class="p">(</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">10000000</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC33" class="line" lang="python">    <span class="n" style="color: #333;">wio</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">orthonormal_wts</span><span class="p">(</span><span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"wio"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span>  <span class="c" style="color: #998; font-style: italic;"># input to output</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC34" class="line" lang="python">    <span class="n" style="color: #333;">wir</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">orthonormal_wts</span><span class="p">(</span><span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"wir"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span>  <span class="c" style="color: #998; font-style: italic;"># input to output</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC35" class="line" lang="python">    <span class="n" style="color: #333;">wiu</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">orthonormal_wts</span><span class="p">(</span><span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"wiu"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span>  <span class="c" style="color: #998; font-style: italic;"># input to output</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC36" class="line" lang="python">    <span class="n" style="color: #333;">woo</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">orthonormal_wts</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"woo"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span>  <span class="c" style="color: #998; font-style: italic;"># output to output</span></span>

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<pre style="margin: 0;">+<span id="LC37" class="line" lang="python">    <span class="n" style="color: #333;">wou</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">orthonormal_wts</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"wou"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span>  <span class="c" style="color: #998; font-style: italic;"># output to output</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="n" style="color: #333;">wor</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">orthonormal_wts</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"wor"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span>  <span class="c" style="color: #998; font-style: italic;"># output to output</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">bo</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"bo"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">bu</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"bu"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC41" class="line" lang="python">    <span class="n" style="color: #333;">br</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"br"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="n" style="color: #333;">h0</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"h0"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<pre style="margin: 0;">+<span id="LC44" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">step</span><span class="p">(</span><span class="n" style="color: #333;">in_t</span><span class="p">,</span> <span class="n" style="color: #333;">out_tm1</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC45" class="line" lang="python">      <span class="n" style="color: #333;">update_gate</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">sigmoid</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="n" style="color: #333;">out_tm1</span><span class="p">,</span> <span class="n" style="color: #333;">wou</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="n" style="color: #333;">in_t</span><span class="p">,</span> <span class="n" style="color: #333;">wiu</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">bu</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">reset_gate</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">sigmoid</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="n" style="color: #333;">out_tm1</span><span class="p">,</span> <span class="n" style="color: #333;">wor</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="n" style="color: #333;">in_t</span><span class="p">,</span> <span class="n" style="color: #333;">wir</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">br</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">new_val</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">tanh</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="n" style="color: #333;">in_t</span><span class="p">,</span> <span class="n" style="color: #333;">wio</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">reset_gate</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="n" style="color: #333;">out_tm1</span><span class="p">,</span> <span class="n" style="color: #333;">woo</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">bo</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC48" class="line" lang="python">      <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">update_gate</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">out_tm1</span> <span class="o" style="font-weight: 600;">+</span> <span class="p">(</span><span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">update_gate</span><span class="p">)</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">new_val</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC49" class="line" lang="python">    </span>

</pre>

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<pre style="margin: 0;">+<span id="LC50" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="n" style="color: #333;">_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">scan</span><span class="p">(</span></span>

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<pre style="margin: 0;">+<span id="LC51" class="line" lang="python">      <span class="n" style="color: #333;">step</span><span class="p">,</span> <span class="n" style="color: #333;">sequences</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="nb" style="color: #0086b3;">input</span><span class="p">],</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC52" class="line" lang="python">      <span class="n" style="color: #333;">outputs_info</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="n" style="color: #333;">h0</span><span class="p">])</span></span>

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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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">wio</span><span class="p">,</span> <span class="n" style="color: #333;">woo</span><span class="p">,</span> <span class="n" style="color: #333;">bo</span><span class="p">,</span> <span class="n" style="color: #333;">wir</span><span class="p">,</span> <span class="n" style="color: #333;">wiu</span><span class="p">,</span> <span class="n" style="color: #333;">wor</span><span class="p">,</span> <span class="n" style="color: #333;">wou</span><span class="p">,</span> <span class="n" style="color: #333;">br</span><span class="p">,</span> <span class="n" style="color: #333;">bu</span><span class="p">,</span> <span class="n" style="color: #333;">h0</span><span class="p">]</span></span>

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<pre style="margin: 0;">+<span id="LC55" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC56" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">BiSimpleLayer</span><span class="p">():</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC57" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC58" class="line" lang="python">    <span class="n" style="color: #333;">fwd</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">SimpleLayer</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC59" class="line" lang="python">    <span class="n" style="color: #333;">bwd</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">SimpleLayer</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">[::</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">],</span> <span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC60" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">fwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">bwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span></span>

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<pre style="margin: 0;">+<span id="LC61" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">concatenate</span><span class="p">([</span><span class="n" style="color: #333;">fwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="n" style="color: #333;">bwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">[::</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">]],</span> <span class="n" style="color: #333;">axis</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="LC62" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC63" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">SimpleNet</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC64" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">in_size</span><span class="p">,</span> <span class="n" style="color: #333;">n_classes</span><span class="p">,</span> <span class="n" style="color: #333;">only_test</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">False</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC65" class="line" lang="python">    <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">seed</span><span class="p">(</span><span class="mi" style="color: #099;">47</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC66" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">input</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">fmatrix</span><span class="p">()</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC67" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">ivector</span><span class="p">()</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC68" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">ivector</span><span class="p">()</span></span>

</pre>

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

</pre>

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<pre style="margin: 0;">+<span id="LC70" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BiSimpleLayer</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">in_size</span><span class="p">,</span> <span class="n" style="color: #333;">hidden_size</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC71" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BiSimpleLayer</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">hidden_size</span><span class="p">,</span> <span class="n" style="color: #333;">hidden_size</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC72" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BiSimpleLayer</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">hidden_size</span><span class="p">,</span> <span class="n" style="color: #333;">hidden_size</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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">OutLayer</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">hidden_size</span><span class="p">,</span> <span class="n" style="color: #333;">n_classes</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC74" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span></span>

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<pre style="margin: 0;">+<span id="LC75" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">OutLayer</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">hidden_size</span><span class="p">,</span> <span class="n" style="color: #333;">n_classes</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC76" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span></span>

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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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cost</span> <span class="o" style="font-weight: 600;">=</span> <span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">mean</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">log</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">)[</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">arange</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]),</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets</span><span class="p">])</span> </span>

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<pre style="margin: 0;">+<span id="LC78" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cost</span> <span class="o" style="font-weight: 600;">+=</span> <span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">mean</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">log</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="p">)[</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">arange</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]),</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets2</span><span class="p">])</span> </span>

</pre>

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<pre style="margin: 0;">+<span id="LC79" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC80" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#    self.coster = th.function(inputs=[self.input, self.targets, self.targets2], outputs=self.cost) </span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC81" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#    self.predict = th.function(inputs=[self.input], outputs=[self.output]) </span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC82" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">tester</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">function</span><span class="p">(</span><span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">input</span><span class="p">],</span> <span class="n" style="color: #333;">outputs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="p">])</span></span>

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<pre style="margin: 0;">+<span id="LC83" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC84" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layers</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer2</span><span class="p">]</span></span>

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<pre style="margin: 0;">+<span id="LC85" class="line" lang="python"></span>

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<pre style="margin: 0;">+<span id="LC86" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layers</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">l</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">]</span></span>

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<pre style="margin: 0;">+<span id="LC87" class="line" lang="python">    <span class="n" style="color: #333;">total_pars</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

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<pre style="margin: 0;">+<span id="LC88" class="line" lang="python">    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span> <span class="ow" style="font-weight: 600;">in</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</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;">shape</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">get_value</span><span class="p">()</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span></span>

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<pre style="margin: 0;">+<span id="LC90" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">shape</span><span class="p">)</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">1</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC91" class="line" lang="python">        <span class="n" style="color: #333;">total_pars</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC92" class="line" lang="python">      <span class="k" style="font-weight: 600;">elif</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">shape</span><span class="p">)</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">2</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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;">total_pars</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC95" class="line" lang="python">        <span class="k" style="font-weight: 600;">assert</span><span class="p">(</span><span class="bp" style="color: #999;">False</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="96" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC96" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">total_pars</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">total_pars</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="97" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC97" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="ow" style="font-weight: 600;">not</span> <span class="n" style="color: #333;">only_test</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="98" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC98" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">lr</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">fscalar</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="99" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC99" class="line" lang="python">      <span class="n" style="color: #333;">inputs</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">input</span><span class="p">]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC100" class="line" lang="python">      <span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="python">      <span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets2</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="102" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC102" class="line" lang="python">      <span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">lr</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="103" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC103" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">trainer</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">function</span><span class="p">(</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="104" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC104" class="line" lang="python">          <span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">inputs</span><span class="p">,</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">outputs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cost</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="p">],</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="106" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC106" class="line" lang="python">          <span class="n" style="color: #333;">updates</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">updates</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">momentum</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">,</span> <span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">grad</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cost</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">)),</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="107" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC107" class="line" lang="python">                                   <span class="n" style="color: #333;">learning_rate</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">lr</span><span class="p">,</span> <span class="n" style="color: #333;">mu</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">0.8</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="108" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC108" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cost_and_grad</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">function</span><span class="p">(</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="109" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

109

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<pre style="margin: 0;">+<span id="LC109" class="line" lang="python">          <span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">inputs</span><span class="p">[:</span><span class="mi" style="color: #099;">3</span><span class="p">],</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="110" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

110

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<pre style="margin: 0;">+<span id="LC110" class="line" lang="python">          <span class="n" style="color: #333;">outputs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cost</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">grad</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cost</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC112" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">save</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">fn</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="113" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC113" class="line" lang="python">    <span class="k" style="font-weight: 600;">with</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">fn</span><span class="p">,</span> <span class="s" style="color: #d14;">"wb"</span><span class="p">)</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">f</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="114" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC114" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span> <span class="ow" style="font-weight: 600;">in</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="115" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC115" class="line" lang="python">        <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dump</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">get_value</span><span class="p">(),</span> <span class="n" style="color: #333;">f</span><span class="p">)</span></span>

</pre>

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

</pre>

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<pre style="margin: 0;">+<span id="LC117" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">load</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">fn</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

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<pre style="margin: 0;">+<span id="LC118" class="line" lang="python">    <span class="k" style="font-weight: 600;">with</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">fn</span><span class="p">,</span> <span class="s" style="color: #d14;">"rb"</span><span class="p">)</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">f</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="119" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC119" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span> <span class="ow" style="font-weight: 600;">in</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC120" 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;">set_value</span><span class="p">(</span><span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC121" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC122" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">flatten_grad</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">to_flatten</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="123" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC123" class="line" lang="python">    <span class="n" style="color: #333;">ret</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">total_pars</span><span class="p">,</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">config</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">floatX</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC124" class="line" lang="python">    <span class="n" style="color: #333;">cur_pos</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

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<td class="diff-line-num new new_line" data-linenumber="125" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC125" class="line" lang="python">    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">to_flatten</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="126" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC126" class="line" lang="python">      <span class="n" style="color: #333;">par</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flatten</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="127" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC127" class="line" lang="python">      <span class="n" style="color: #333;">l</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">par</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="128" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC128" class="line" lang="python">      <span class="n" style="color: #333;">ret</span><span class="p">[</span><span class="n" style="color: #333;">cur_pos</span><span class="p">:</span><span class="n" style="color: #333;">cur_pos</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">l</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">par</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="129" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC129" class="line" lang="python">      <span class="n" style="color: #333;">cur_pos</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">l</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="130" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC130" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">ret</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="131" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC131" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="132" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC132" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">get_params</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="diff-line-num new new_line" data-linenumber="133" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC133" class="line" lang="python">    <span class="n" style="color: #333;">ret</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">total_pars</span><span class="p">,</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">config</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">floatX</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC134" class="line" lang="python">    <span class="n" style="color: #333;">cur_pos</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

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<td class="diff-line-num new new_line" data-linenumber="135" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC135" class="line" lang="python">    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span> <span class="ow" style="font-weight: 600;">in</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="136" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC136" class="line" lang="python">      <span class="n" style="color: #333;">par</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">get_value</span><span class="p">()</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flatten</span><span class="p">()</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC137" class="line" lang="python">      <span class="n" style="color: #333;">l</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">par</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC138" class="line" lang="python">      <span class="n" style="color: #333;">ret</span><span class="p">[</span><span class="n" style="color: #333;">cur_pos</span><span class="p">:</span><span class="n" style="color: #333;">cur_pos</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">l</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">par</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC139" class="line" lang="python">      <span class="n" style="color: #333;">cur_pos</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">l</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC140" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">ret</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC141" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC142" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">set_params</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">params</span><span class="p">):</span></span>

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<pre style="margin: 0;">+<span id="LC143" class="line" lang="python">    <span class="n" style="color: #333;">cur_pos</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

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<td class="diff-line-num new new_line" data-linenumber="144" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC144" class="line" lang="python">    <span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">asarray</span><span class="p">(</span><span class="n" style="color: #333;">params</span><span class="p">,</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">config</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">floatX</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC145" class="line" lang="python">    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span> <span class="ow" style="font-weight: 600;">in</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</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;">l</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">get_value</span><span class="p">()</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flatten</span><span class="p">())</span></span>

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<pre style="margin: 0;">+<span id="LC147" 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;">set_value</span><span class="p">(</span><span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">cur_pos</span><span class="p">:</span><span class="n" style="color: #333;">cur_pos</span><span class="o" style="font-weight: 600;">+</span><span class="n" style="color: #333;">l</span><span class="p">]</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">reshape</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">get_value</span><span class="p">()</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">))</span></span>

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<pre style="margin: 0;">+<span id="LC148" class="line" lang="python">      <span class="n" style="color: #333;">cur_pos</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">l</span></span>

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<pre style="margin: 0;">+<span id="LC149" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC150" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">BatchLayer</span><span class="p">:</span></span>

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<pre style="margin: 0;">+<span id="LC151" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">):</span></span>

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<pre style="margin: 0;">+<span id="LC152" class="line" lang="python">    <span class="nb" style="color: #0086b3;">id</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">str</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">randint</span><span class="p">(</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">10000000</span><span class="p">))</span></span>

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<pre style="margin: 0;">+<span id="LC153" class="line" lang="python">    <span class="n" style="color: #333;">wio</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">orthonormal_wts</span><span class="p">(</span><span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"wio"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span>  <span class="c" style="color: #998; font-style: italic;"># input to output</span></span>

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<pre style="margin: 0;">+<span id="LC154" class="line" lang="python">    <span class="n" style="color: #333;">wir</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">orthonormal_wts</span><span class="p">(</span><span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"wir"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span>  <span class="c" style="color: #998; font-style: italic;"># input to output</span></span>

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<pre style="margin: 0;">+<span id="LC155" class="line" lang="python">    <span class="n" style="color: #333;">wiu</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">orthonormal_wts</span><span class="p">(</span><span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"wiu"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span>  <span class="c" style="color: #998; font-style: italic;"># input to output</span></span>

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<td class="diff-line-num new new_line" data-linenumber="156" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC156" class="line" lang="python">    <span class="n" style="color: #333;">woo</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">orthonormal_wts</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"woo"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span>  <span class="c" style="color: #998; font-style: italic;"># output to output</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="157" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC157" class="line" lang="python">    <span class="n" style="color: #333;">wou</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">orthonormal_wts</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"wou"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span>  <span class="c" style="color: #998; font-style: italic;"># output to output</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="158" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC158" class="line" lang="python">    <span class="n" style="color: #333;">wor</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">orthonormal_wts</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"wor"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span>  <span class="c" style="color: #998; font-style: italic;"># output to output</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="159" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC159" class="line" lang="python">    <span class="n" style="color: #333;">bo</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"bo"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="160" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC160" class="line" lang="python">    <span class="n" style="color: #333;">bu</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"bu"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="161" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC161" class="line" lang="python">    <span class="n" style="color: #333;">br</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"br"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="162" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC162" class="line" lang="python">    <span class="n" style="color: #333;">h0</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">nunits</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="s" style="color: #d14;">"h0"</span><span class="o" style="font-weight: 600;">+</span><span class="nb" style="color: #0086b3;">id</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="163" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC163" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="164" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC164" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">step</span><span class="p">(</span><span class="n" style="color: #333;">in_t</span><span class="p">,</span> <span class="n" style="color: #333;">out_tm1</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="165" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC165" class="line" lang="python">      <span class="n" style="color: #333;">update_gate</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">sigmoid</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="n" style="color: #333;">out_tm1</span><span class="p">,</span> <span class="n" style="color: #333;">wou</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="n" style="color: #333;">in_t</span><span class="p">,</span> <span class="n" style="color: #333;">wiu</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">bu</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="166" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC166" class="line" lang="python">      <span class="n" style="color: #333;">reset_gate</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">sigmoid</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="n" style="color: #333;">out_tm1</span><span class="p">,</span> <span class="n" style="color: #333;">wor</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="n" style="color: #333;">in_t</span><span class="p">,</span> <span class="n" style="color: #333;">wir</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">br</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="167" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC167" class="line" lang="python">      <span class="n" style="color: #333;">new_val</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">tanh</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="n" style="color: #333;">in_t</span><span class="p">,</span> <span class="n" style="color: #333;">wio</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">reset_gate</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="n" style="color: #333;">out_tm1</span><span class="p">,</span> <span class="n" style="color: #333;">woo</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">bo</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC168" class="line" lang="python">      <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">update_gate</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">out_tm1</span> <span class="o" style="font-weight: 600;">+</span> <span class="p">(</span><span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">update_gate</span><span class="p">)</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">new_val</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="169" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC169" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="170" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC170" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">step_res</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">step</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">alloc</span><span class="p">(</span><span class="n" style="color: #333;">h0</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">]))</span></span>

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<pre style="margin: 0;">+<span id="LC171" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="n" style="color: #333;">_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">scan</span><span class="p">(</span></span>

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<pre style="margin: 0;">+<span id="LC172" class="line" lang="python">       <span class="n" style="color: #333;">step</span><span class="p">,</span> <span class="n" style="color: #333;">sequences</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="nb" style="color: #0086b3;">input</span><span class="p">],</span></span>

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<pre style="margin: 0;">+<span id="LC173" class="line" lang="python">       <span class="n" style="color: #333;">outputs_info</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">alloc</span><span class="p">(</span><span class="n" style="color: #333;">h0</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">],</span> <span class="n" style="color: #333;">nunits</span><span class="p">)])</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC174" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC175" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">wio</span><span class="p">,</span> <span class="n" style="color: #333;">woo</span><span class="p">,</span> <span class="n" style="color: #333;">bo</span><span class="p">,</span> <span class="n" style="color: #333;">wir</span><span class="p">,</span> <span class="n" style="color: #333;">wiu</span><span class="p">,</span> <span class="n" style="color: #333;">wor</span><span class="p">,</span> <span class="n" style="color: #333;">wou</span><span class="p">,</span> <span class="n" style="color: #333;">br</span><span class="p">,</span> <span class="n" style="color: #333;">bu</span><span class="p">,</span> <span class="n" style="color: #333;">h0</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="176" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC176" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC177" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">BiBatchLayer</span><span class="p">():</span></span>

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<td class="diff-line-num new new_line" data-linenumber="178" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC178" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="179" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC179" class="line" lang="python">    <span class="n" style="color: #333;">fwd</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BatchLayer</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC180" class="line" lang="python">    <span class="n" style="color: #333;">bwd</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BatchLayer</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">[::</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">],</span> <span class="n" style="color: #333;">nin</span><span class="p">,</span> <span class="n" style="color: #333;">nunits</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC181" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">fwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">bwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span></span>

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<pre style="margin: 0;">+<span id="LC182" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">concatenate</span><span class="p">([</span><span class="n" style="color: #333;">fwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="n" style="color: #333;">bwd</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">[::</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">1</span><span class="p">]],</span> <span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">2</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC183" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC184" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">OutBatchLayer</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC185" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">in_size</span><span class="p">,</span> <span class="n" style="color: #333;">n_classes</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="186" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC186" class="line" lang="python">    <span class="nb" style="color: #0086b3;">id</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">str</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">randint</span><span class="p">(</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">10000000</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="187" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC187" class="line" lang="python">    <span class="n" style="color: #333;">w</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">init_wts</span><span class="p">(</span><span class="n" style="color: #333;">in_size</span><span class="p">,</span> <span class="n" style="color: #333;">n_classes</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">id</span><span class="o" style="font-weight: 600;">+</span><span class="s" style="color: #d14;">"w"</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC188" class="line" lang="python">    <span class="n" style="color: #333;">b</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">share</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">n_classes</span><span class="p">),</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="nb" style="color: #0086b3;">id</span><span class="o" style="font-weight: 600;">+</span><span class="s" style="color: #d14;">"b"</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC189" class="line" lang="python">    <span class="n" style="color: #333;">otmp</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dot</span><span class="p">(</span><span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="n" style="color: #333;">w</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">b</span></span>

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<pre style="margin: 0;">+<span id="LC190" class="line" lang="python">    <span class="n" style="color: #333;">e_x</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">exp</span><span class="p">(</span><span class="n" style="color: #333;">otmp</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">otmp</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">max</span><span class="p">(</span><span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">2</span><span class="p">,</span> <span class="n" style="color: #333;">keepdims</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">))</span></span>

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<pre style="margin: 0;">+<span id="LC191" class="line" lang="python">    <span class="n" style="color: #333;">o2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">e_x</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">e_x</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">2</span><span class="p">,</span> <span class="n" style="color: #333;">keepdims</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC192" class="line" lang="python">    <span class="n" style="color: #333;">eps</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.00000001</span></span>

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<pre style="margin: 0;">+<span id="LC193" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">clip</span><span class="p">(</span><span class="n" style="color: #333;">o2</span><span class="p">,</span> <span class="n" style="color: #333;">eps</span><span class="p">,</span> <span class="mi" style="color: #099;">1</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">eps</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="194" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC194" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">w</span><span class="p">,</span> <span class="n" style="color: #333;">b</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="195" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC195" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC196" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">BatchNet</span><span class="p">:</span></span>

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<pre style="margin: 0;">+<span id="LC197" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">in_size</span><span class="p">,</span> <span class="n" style="color: #333;">n_classes</span><span class="p">,</span> <span class="n" style="color: #333;">only_test</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">False</span><span class="p">,</span> <span class="n" style="color: #333;">with_jacob</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">False</span><span class="p">,</span> <span class="n" style="color: #333;">use_first</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">,</span></span>

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<td class="diff-line-num new new_line" data-linenumber="198" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC198" class="line" lang="python"><span class="n" style="color: #333;">use_second</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC199" class="line" lang="python">    <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">seed</span><span class="p">(</span><span class="mi" style="color: #099;">47</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC200" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">input</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">ftensor3</span><span class="p">()</span></span>

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<pre style="margin: 0;">+<span id="LC201" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">imatrix</span><span class="p">()</span></span>

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<pre style="margin: 0;">+<span id="LC202" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">imatrix</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="203" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC203" class="line" lang="python"></span>

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<td class="diff-line-num new new_line" data-linenumber="204" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC204" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BiBatchLayer</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">input</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dimshuffle</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="p">),</span> <span class="n" style="color: #333;">in_size</span><span class="p">,</span> <span class="n" style="color: #333;">hidden_size</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC205" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BiBatchLayer</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">hidden_size</span><span class="p">,</span> <span class="n" style="color: #333;">hidden_size</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC206" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BiBatchLayer</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">hidden_size</span><span class="p">,</span> <span class="n" style="color: #333;">hidden_size</span><span class="p">)</span></span>

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<td class="diff-line-num new new_line" data-linenumber="207" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC207" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">OutBatchLayer</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">hidden_size</span><span class="p">,</span> <span class="n" style="color: #333;">n_classes</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC208" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dimshuffle</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="p">)</span></span>

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<td class="diff-line-num new new_line" data-linenumber="209" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC209" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output_flat</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">reshape</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">*</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">],</span> <span 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="LC210" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets_flat</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flatten</span><span class="p">(</span><span class="n" style="color: #333;">ndim</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="LC211" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cost</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

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<pre style="margin: 0;">+<span id="LC212" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">use_first</span><span class="p">:</span></span>

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<pre style="margin: 0;">+<span id="LC213" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cost</span> <span class="o" style="font-weight: 600;">=</span> <span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">mean</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">log</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output_flat</span><span class="p">)[</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">arange</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets_flat</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]),</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets_flat</span><span class="p">])</span> </span>

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<pre style="margin: 0;">+<span id="LC214" class="line" lang="python">    </span>

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<pre style="margin: 0;">+<span id="LC215" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">OutBatchLayer</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">hidden_size</span><span class="p">,</span> <span class="n" style="color: #333;">n_classes</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC216" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dimshuffle</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC217" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2_flat</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">reshape</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="p">,</span> <span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">*</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">],</span> <span 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="LC218" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets2_flat</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flatten</span><span class="p">(</span><span class="n" style="color: #333;">ndim</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="LC219" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">use_second</span><span class="p">:</span></span>

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<pre style="margin: 0;">+<span id="LC220" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cost</span> <span class="o" style="font-weight: 600;">+=</span> <span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">mean</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">log</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2_flat</span><span class="p">)[</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">arange</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets2_flat</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]),</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets2_flat</span><span class="p">])</span> </span>

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<pre style="margin: 0;">+<span id="LC221" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC222" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#    self.coster = th.function(inputs=[self.input, self.targets, self.targets2], outputs=[self.cost]) </span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC223" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">predict</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">function</span><span class="p">(</span><span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">input</span><span class="p">],</span> <span class="n" style="color: #333;">outputs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">])</span> </span>

</pre>

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<pre style="margin: 0;">+<span id="LC224" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">tester</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">function</span><span class="p">(</span><span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">input</span><span class="p">],</span> <span class="n" style="color: #333;">outputs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="p">])</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC225" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">debug</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">function</span><span class="p">(</span><span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">input</span><span class="p">],</span> <span class="n" style="color: #333;">outputs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC226" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">])</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC227" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC228" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layers</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer2</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layer3</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer2</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="229" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC229" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC230" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layers</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">l</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="231" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC231" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC232" class="line" lang="python">    <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">grad_params</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">layers</span><span class="p">[:</span><span class="o" style="font-weight: 600;">-</span><span class="mi" style="color: #099;">2</span><span class="p">]</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">l</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC233" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">use_first</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC234" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">grad_params</span> <span class="o" style="font-weight: 600;">+=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC235" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">use_second</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC236" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">grad_params</span> <span class="o" style="font-weight: 600;">+=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">out_layer2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span></span>

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

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<pre style="margin: 0;">+<span id="LC238" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#    self.top_prob_sum = T.mean(T.log(T.max(self.output[0], axis=1))) +\</span></span>

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<pre style="margin: 0;">+<span id="LC239" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#                        T.mean(T.log(T.max(self.output2[0], axis=1)))</span></span>

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<pre style="margin: 0;">+<span id="LC240" class="line" lang="python">            </span>

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<pre style="margin: 0;">+<span id="LC241" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#    self.grad_in = th.function(inputs=[self.input], outputs=T.grad(self.top_prob_sum, self.input))</span></span>

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<pre style="margin: 0;">+<span id="LC242" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC243" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">with_jacob</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC244" class="line" lang="python">      <span class="bp" style="color: #999;">self</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="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">iscalar</span><span class="p">()</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC245" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">j1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">grad</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">log</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">max</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">][</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">index</span><span class="p">])),</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">input</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC246" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">j2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">grad</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">log</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">max</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">][</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">index</span><span class="p">])),</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">input</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC247" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">jacob</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">function</span><span class="p">(</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC248" class="line" lang="python">        <span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">input</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">index</span><span class="p">],</span> <span class="n" style="color: #333;">outputs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">j1</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">j2</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]])</span></span>

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<pre style="margin: 0;">+<span id="LC249" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="ow" style="font-weight: 600;">not</span> <span class="n" style="color: #333;">only_test</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC250" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">lr</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">fscalar</span><span class="p">()</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC251" class="line" lang="python">      <span class="n" style="color: #333;">inputs</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">input</span><span class="p">]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC252" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">use_first</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC253" class="line" lang="python">        <span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC254" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">use_second</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC255" class="line" lang="python">        <span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">targets2</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC256" class="line" lang="python">      <span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">lr</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="257" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC257" class="line" lang="python">      <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">trainer</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">function</span><span class="p">(</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC258" class="line" lang="python">          <span class="n" style="color: #333;">inputs</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">inputs</span><span class="p">,</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="259" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC259" class="line" lang="python">          <span class="n" style="color: #333;">outputs</span><span class="o" style="font-weight: 600;">=</span><span class="p">[</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cost</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">output2</span><span class="p">],</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC260" class="line" lang="python">          <span class="n" style="color: #333;">updates</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">updates</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">momentum</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">grad_params</span><span class="p">,</span> <span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">grad</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">cost</span><span class="p">,</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">grad_params</span><span class="p">)),</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC261" class="line" lang="python">                                   <span class="n" style="color: #333;">learning_rate</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">lr</span><span class="p">,</span> <span class="n" style="color: #333;">mu</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">0.8</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC262" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC263" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">save</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">fn</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="264" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC264" class="line" lang="python">    <span class="k" style="font-weight: 600;">with</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">fn</span><span class="p">,</span> <span class="s" style="color: #d14;">"wb"</span><span class="p">)</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">f</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="265" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC265" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span> <span class="ow" style="font-weight: 600;">in</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="266" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC266" class="line" lang="python">        <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dump</span><span class="p">(</span><span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">get_value</span><span class="p">(),</span> <span class="n" style="color: #333;">f</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC267" class="line" lang="python"></span>

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<pre style="margin: 0;">+<span id="LC268" class="line" lang="python">  <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">load</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">fn</span><span class="p">):</span></span>

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<pre style="margin: 0;">+<span id="LC269" class="line" lang="python">    <span class="k" style="font-weight: 600;">with</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">fn</span><span class="p">,</span> <span class="s" style="color: #d14;">"rb"</span><span class="p">)</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">f</span><span class="p">:</span></span>

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<pre style="margin: 0;">+<span id="LC270" class="line" lang="python">      <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span> <span class="ow" style="font-weight: 600;">in</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">params</span><span class="p">:</span></span>

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<pre style="margin: 0;">+<span id="LC271" 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;">set_value</span><span class="p">(</span><span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">))</span></span>

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<pre style="margin: 0;">+<span id="LC272" class="line" lang="python"></span></pre>

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<br>

</li>

<li id="9ff9bea61d256fee5c72b764819830fb22f09858">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#9ff9bea61d256fee5c72b764819830fb22f09858"><strong>r9/training/theano_toolkit/README.md</strong></a>

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<pre style="margin: 0;">+<span id="LC1" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">Helper methods for Theano</span></span>

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<pre style="margin: 0;">+<span id="LC2" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">=========================</span></span>

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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">Some helper methods for working with Theano for neural networks.</span>

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

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<pre style="margin: 0;">+<span id="LC6" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">## `hinton.py`</span></span>

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<pre style="margin: 0;">+<span id="LC7" class="line" lang="markdown"><span class="p">![</span><span class="nv" style="color: teal;">Hinton Diagrams</span><span class="p">](</span><span class="sx" style="color: #d14;">https://blog.wtf.sg/wp-content/uploads/2014/05/Screenshot-from-2014-05-04-013804.png</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC8" class="line" lang="markdown">Quick visualisation method of numpy matrices in the terminal. See the <span class="p">[</span><span class="nv" style="color: teal;">blog post</span><span class="p">](</span><span class="sx" style="color: #d14;">https://blog.wtf.sg/2014/05/04/terminal-hinton-diagrams/</span><span class="p">)</span>.</span>

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

</pre>

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<pre style="margin: 0;">+<span id="LC10" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">## `utils.py`</span></span>

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<pre style="margin: 0;">+<span id="LC11" class="line" lang="markdown"></span>

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<pre style="margin: 0;">+<span id="LC12" class="line" lang="markdown">Miscellaneous helper functions for initialising weight matrices, vector softmax, etc.</span>

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

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14

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<pre style="margin: 0;">+<span id="LC14" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">## `parameters.py`</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="markdown"></span>

</pre>

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<td class="diff-line-num new new_line" 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="markdown">Syntax sugar when declaring parameters.</span>

</pre>

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<td class="diff-line-num new new_line" 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="markdown"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC18" class="line" lang="markdown"><span class="p">```</span><span class="nl">python</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC19" class="line" lang="markdown"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">theano_toolkit.parameters</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">Parameters</span></span>

</pre>

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

</pre>

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<td class="diff-line-num new new_line" 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="markdown"><span class="n" style="color: #333;">P</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">Parameters</span><span class="p">()</span></span>

</pre>

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

</pre>

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<pre style="margin: 0;">+<span id="LC23" 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;">W</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="mi" style="color: #099;">10</span><span class="p">,</span><span class="mi" style="color: #099;">10</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC24" 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;">b</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="mi" style="color: #099;">10</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC25" class="line" lang="markdown"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC26" class="line" lang="markdown"><span class="c" style="color: #998; font-style: italic;"># build model here.</span></span>

</pre>

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

</pre>

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<pre style="margin: 0;">+<span id="LC28" class="line" lang="markdown"><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">P</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">values</span><span class="p">()</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC29" class="line" lang="markdown"><span class="n" style="color: #333;">gradients</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">grad</span><span class="p">(</span><span class="n" style="color: #333;">cost</span><span class="p">,</span><span class="n" style="color: #333;">wrt</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">params</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC30" class="line" lang="markdown"><span class="p">```</span></span>

</pre>

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

</pre>

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<pre style="margin: 0;">+<span id="LC32" class="line" lang="markdown"><span class="gu" style="color: #800080; font-weight: 600;">#### Experimental</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="markdown"></span>

</pre>

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

<pre style="margin: 0;">+<span id="LC34" class="line" lang="markdown">More syntax sugar for initialising parameters.</span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

35

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

</pre>

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<td class="diff-line-num new new_line" 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="markdown"><span class="n" style="color: #333;">P</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">Parameters</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

37

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<pre style="margin: 0;">+<span id="LC37" class="line" lang="markdown"></span>

</pre>

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<td class="diff-line-num new new_line" 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="markdown"><span class="k" style="font-weight: 600;">with</span> <span class="n" style="color: #333;">P</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

39

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<pre style="margin: 0;">+<span id="LC39" class="line" lang="markdown">      <span class="n" style="color: #333;">W</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="mi" style="color: #099;">10</span><span class="p">,</span><span class="mi" style="color: #099;">10</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="markdown">      <span class="n" style="color: #333;">b</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="mi" style="color: #099;">10</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="markdown"></span>

</pre>

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<td class="diff-line-num new new_line" 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">

42

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<pre style="margin: 0;">+<span id="LC42" class="line" lang="markdown"><span class="c" style="color: #998; font-style: italic;"># use W and b to define model instead of P.W and P.b</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

43

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="markdown"><span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">P</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">values</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="markdown"><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="markdown"><span class="p">```</span></span></pre>

</td>

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</table>

<br>

</li>

<li id="15f8acac11a6080cc00246b8ed1d3a0e3a28a069">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#15f8acac11a6080cc00246b8ed1d3a0e3a28a069"><strong>r9/training/theano_toolkit/__init__.py</strong></a>

<hr>

<table class="code white" style="font-family: monospace; font-size: 12px;" bgcolor="#fff" width="100%" cellpadding="0" cellspacing="0">

</table>

<br>

</li>

<li id="41d2d928bca3fc546b2fd6feffb41b4bca17fd7c">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#41d2d928bca3fc546b2fd6feffb41b4bca17fd7c"><strong>r9/training/theano_toolkit/hinton.py</strong></a>

<hr>

<table class="code white" style="font-family: monospace; font-size: 12px;" bgcolor="#fff" width="100%" cellpadding="0" cellspacing="0">

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

1

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

<pre style="margin: 0;">+<span id="LC1" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;"># coding=utf-8</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC2" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">__future__</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">print_function</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

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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="diff-line-num new new_line" 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 class="n" style="color: #333;">chars</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="s" style="color: #d14;">" "</span><span class="p">,</span> <span class="s" style="color: #d14;">"▁"</span><span class="p">,</span> <span class="s" style="color: #d14;">"▂"</span><span class="p">,</span> <span class="s" style="color: #d14;">"▃"</span><span class="p">,</span> <span class="s" style="color: #d14;">"▄"</span><span class="p">,</span> <span class="s" style="color: #d14;">"▅"</span><span class="p">,</span> <span class="s" style="color: #d14;">"▆"</span><span class="p">,</span> <span class="s" style="color: #d14;">"▇"</span><span class="p">,</span> <span class="s" style="color: #d14;">"█"</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

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

</pre>

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

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

</pre>

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

<pre style="margin: 0;">+<span id="LC7" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">BarHack</span><span class="p">(</span><span class="nb" style="color: #0086b3;">str</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<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;">__str__</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="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC10" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">internal</span></span>

</pre>

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

11

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

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC12" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__len__</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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC13" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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

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

</pre>

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<td class="diff-line-num new new_line" 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 noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

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

</pre>

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<td class="diff-line-num new new_line" 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="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">plot</span><span class="p">(</span><span class="n" style="color: #333;">arr</span><span class="p">,</span> <span class="n" style="color: #333;">max_val</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="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC17" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">max_val</span> <span class="ow" style="font-weight: 600;">is</span> <span class="bp" style="color: #999;">None</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">max_arr</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">arr</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC19" class="line" lang="python">        <span class="n" style="color: #333;">max_val</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">max</span><span class="p">(</span><span class="nb" style="color: #0086b3;">abs</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">max</span><span class="p">(</span><span class="n" style="color: #333;">max_arr</span><span class="p">)),</span> <span class="nb" style="color: #0086b3;">abs</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">min</span><span class="p">(</span><span class="n" style="color: #333;">max_arr</span><span class="p">)))</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

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

</pre>

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<td class="diff-line-num new new_line" 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">

21

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<pre style="margin: 0;">+<span id="LC21" class="line" lang="python">    <span class="n" style="color: #333;">opts</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">get_printoptions</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

22

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<pre style="margin: 0;">+<span id="LC22" class="line" lang="python">    <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">set_printoptions</span><span class="p">(</span><span class="n" style="color: #333;">edgeitems</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">500</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">print</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">array2string</span><span class="p">(</span><span class="n" style="color: #333;">arr</span><span class="p">,</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

24

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<pre style="margin: 0;">+<span id="LC24" class="line" lang="python">                          <span class="n" style="color: #333;">formatter</span><span class="o" style="font-weight: 600;">=</span><span class="p">{</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="s" style="color: #d14;">'float_kind'</span><span class="p">:</span> <span class="k" style="font-weight: 600;">lambda</span> <span class="n" style="color: #333;">x</span><span class="p">:</span> <span class="n" style="color: #333;">visual</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">max_val</span><span class="p">),</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="s" style="color: #d14;">'int_kind'</span><span class="p">:</span> <span class="k" style="font-weight: 600;">lambda</span> <span class="n" style="color: #333;">x</span><span class="p">:</span> <span class="n" style="color: #333;">visual</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">max_val</span><span class="p">)},</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

27

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<pre style="margin: 0;">+<span id="LC27" class="line" lang="python">                          <span class="n" style="color: #333;">max_line_width</span><span class="o" style="font-weight: 600;">=</span><span class="mi" style="color: #099;">5000</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

28

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

</pre>

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<td class="diff-line-num new new_line" 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 class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">set_printoptions</span><span class="p">(</span><span class="o" style="font-weight: 600;">**</span><span class="n" style="color: #333;">opts</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<pre style="margin: 0;">+<span id="LC32" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">visual</span><span class="p">(</span><span class="n" style="color: #333;">val</span><span class="p">,</span> <span class="n" style="color: #333;">max_val</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">if</span> <span class="nb" style="color: #0086b3;">abs</span><span class="p">(</span><span class="n" style="color: #333;">val</span><span class="p">)</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">max_val</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC34" class="line" lang="python">        <span class="n" style="color: #333;">step</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">chars</span><span class="p">)</span> <span class="o" style="font-weight: 600;">-</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">step</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">int</span><span class="p">(</span><span class="nb" style="color: #0086b3;">abs</span><span class="p">(</span><span class="nb" style="color: #0086b3;">float</span><span class="p">(</span><span class="n" style="color: #333;">val</span><span class="p">)</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">max_val</span><span class="p">)</span> <span class="o" style="font-weight: 600;">*</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">chars</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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;">colourstart</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">""</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="n" style="color: #333;">colourend</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">""</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">val</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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40

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<pre style="margin: 0;">+<span id="LC40" class="line" lang="python">        <span class="n" style="color: #333;">colourstart</span><span class="p">,</span> <span class="n" style="color: #333;">colourend</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">'</span><span class="se" style="color: #d14;">\033</span><span class="s" style="color: #d14;">[90m'</span><span class="p">,</span> <span class="s" style="color: #d14;">'</span><span class="se" style="color: #d14;">\033</span><span class="s" style="color: #d14;">[0m'</span></span>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">colourstart</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">chars</span><span class="p">[</span><span class="n" style="color: #333;">step</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">colourend</span></span></pre>

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<br>

</li>

<li id="bc2bd132a29370f66f2adbf6bb853480c4cb3afa">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#bc2bd132a29370f66f2adbf6bb853480c4cb3afa"><strong>r9/training/theano_toolkit/ops.py</strong></a>

<hr>

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1

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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;">theano.tensor</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">T</span></span>

</pre>

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

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

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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4

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<pre style="margin: 0;">+<span id="LC4" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">log_sum_exp</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">None</span><span class="p">,</span> <span class="n" style="color: #333;">keepdims</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">False</span><span class="p">):</span></span>

</pre>

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5

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<pre style="margin: 0;">+<span id="LC5" class="line" lang="python">    <span class="n" style="color: #333;">k</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">max</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">axis</span><span class="p">,</span> <span class="n" style="color: #333;">keepdims</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">)</span></span>

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6

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<pre style="margin: 0;">+<span id="LC6" class="line" lang="python">    <span class="n" style="color: #333;">sum_x_</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">log</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">exp</span><span class="p">(</span><span class="n" style="color: #333;">x</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">k</span><span class="p">),</span> <span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">axis</span><span class="p">,</span> <span class="n" style="color: #333;">keepdims</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">keepdims</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC7" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">sum_x_</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">k</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">reshape</span><span class="p">(</span><span class="n" style="color: #333;">sum_x_</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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9

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

</pre>

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<pre style="margin: 0;">+<span id="LC10" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">log_softmax</span><span class="p">(</span><span class="n" style="color: #333;">x</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;">return</span> <span class="n" style="color: #333;">x</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">log_sum_exp</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=-</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">keepdims</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">)</span></span>

</pre>

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12

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

</pre>

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13

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

</pre>

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

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">nnet</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">softplus</span><span class="p">(</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">x</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">softmax</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="n" style="color: #333;">e_x</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">exp</span><span class="p">(</span><span class="n" style="color: #333;">x</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">max</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=-</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">keepdims</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC20" class="line" lang="python">    <span class="n" style="color: #333;">out</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">e_x</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">e_x</span><span class="p">,</span> <span class="n" style="color: #333;">axis</span><span class="o" style="font-weight: 600;">=-</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">keepdims</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">out</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

22

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

</pre>

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

</pre>

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<pre style="margin: 0;">+<span id="LC24" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">log_add</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">y</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">k</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">maximum</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">y</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC26" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">log</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">exp</span><span class="p">(</span><span class="n" style="color: #333;">x</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">k</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">exp</span><span class="p">(</span><span class="n" style="color: #333;">y</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">k</span><span class="p">))</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">k</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="diff-line-num new new_line" 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>

</pre>

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<pre style="margin: 0;">+<span id="LC29" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">binary_crossentropy</span><span class="p">(</span><span class="n" style="color: #333;">sigmoid_x</span><span class="p">,</span> <span class="n" style="color: #333;">y</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC30" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">sigmoid_x</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">owner</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">op</span> <span class="o" style="font-weight: 600;">==</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">nnet</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">sigmoid</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC31" class="line" lang="python">        <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">softplus</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

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<pre style="margin: 0;">+<span id="LC32" class="line" lang="python">            <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">switch</span><span class="p">(</span><span class="n" style="color: #333;">x</span> <span class="o" style="font-weight: 600;">></span> <span class="mi" style="color: #099;">20</span><span class="p">,</span> <span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">nnet</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">softplus</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">x</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">sigmoid_x</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">owner</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">inputs</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="o" style="font-weight: 600;">-</span> <span class="p">(</span><span class="n" style="color: #333;">y</span> <span class="o" style="font-weight: 600;">*</span> <span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">softplus</span><span class="p">(</span><span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">x</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="p">(</span><span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">y</span><span class="p">)</span> <span class="o" style="font-weight: 600;">*</span> <span class="o" style="font-weight: 600;">-</span><span class="n" style="color: #333;">softplus</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

36

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<pre style="margin: 0;">+<span id="LC36" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">nnet</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">binary_crossentropy</span><span class="p">(</span><span class="n" style="color: #333;">sigmoid_x</span><span class="p">,</span> <span class="n" style="color: #333;">y</span><span class="p">)</span></span></pre>

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<br>

</li>

<li id="30691cb5f6c2b7891f0eb4cc030e875c99adff78">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#30691cb5f6c2b7891f0eb4cc030e875c99adff78"><strong>r9/training/theano_toolkit/parameters.py</strong></a>

<hr>

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

<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;">theano</span></span>

</pre>

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

<pre style="margin: 0;">+<span id="LC2" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>

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<td class="diff-line-num new new_line" 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">

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

<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;">cPickle</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">pickle</span></span>

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

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<pre style="margin: 0;">+<span id="LC4" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">functools</span> <span class="kn" style="font-weight: 600;">import</span> <span class="nb" style="color: #0086b3;">reduce</span></span>

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<td class="diff-line-num new new_line" 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">

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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;">inspect</span></span>

</pre>

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

</pre>

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<pre style="margin: 0;">+<span id="LC7" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">sys</span></span>

</pre>

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

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

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<pre style="margin: 0;">+<span id="LC10" class="line" lang="python"><span class="k" style="font-weight: 600;">class</span> <span class="nc" style="color: #458; font-weight: 600;">Parameters</span><span class="p">():</span></span>

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

11

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

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__init__</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="diff-line-num new old_line" 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="diff-line-num new new_line" 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 class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">__dict__</span><span class="p">[</span><span class="s" style="color: #d14;">'params'</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">{}</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__setattr__</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">name</span><span class="p">,</span> <span class="n" style="color: #333;">array</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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 class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">__dict__</span><span class="p">[</span><span class="s" style="color: #d14;">'params'</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">name</span> <span class="ow" style="font-weight: 600;">not</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">params</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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;">params</span><span class="p">[</span><span class="n" style="color: #333;">name</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">theano</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shared</span><span class="p">(</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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 class="n" style="color: #333;">value</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">asarray</span><span class="p">(</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="n" style="color: #333;">array</span><span class="p">,</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

21

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<pre style="margin: 0;">+<span id="LC21" class="line" lang="python">                    <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">theano</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">config</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">floatX</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

22

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

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

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

23

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

<pre style="margin: 0;">+<span id="LC23" class="line" lang="python">                <span class="n" style="color: #333;">borrow</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">True</span><span class="p">,</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

24

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<pre style="margin: 0;">+<span id="LC24" class="line" lang="python">                <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">name</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC25" class="line" lang="python">            <span class="p">)</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC26" class="line" lang="python">        <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

27

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

<pre style="margin: 0;">+<span id="LC27" class="line" lang="python">            <span class="k" style="font-weight: 600;">print</span> <span class="o" style="font-weight: 600;">>></span> <span class="n" style="color: #333;">sys</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">stderr</span><span class="p">,</span> <span class="s" style="color: #d14;">"</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">s already assigned"</span> <span class="o" style="font-weight: 600;">%</span> <span class="n" style="color: #333;">name</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

28

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

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

</pre>

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<pre style="margin: 0;">+<span id="LC29" class="line" lang="python">            <span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">name</span><span class="p">]</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">set_value</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">asarray</span><span class="p">(</span></span>

</pre>

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30

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<pre style="margin: 0;">+<span id="LC30" class="line" lang="python">                <span class="n" style="color: #333;">array</span><span class="p">,</span></span>

</pre>

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31

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<pre style="margin: 0;">+<span id="LC31" class="line" lang="python">                <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">theano</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">config</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">floatX</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="p">))</span></span>

</pre>

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

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC34" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__setitem__</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">name</span><span class="p">,</span> <span class="n" style="color: #333;">array</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">__setattr__</span><span class="p">(</span><span class="n" style="color: #333;">name</span><span class="p">,</span> <span class="n" style="color: #333;">array</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

36

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

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__getitem__</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">name</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

38

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<pre style="margin: 0;">+<span id="LC38" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">__getattr__</span><span class="p">(</span><span class="n" style="color: #333;">name</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<pre style="margin: 0;">+<span id="LC40" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__getattr__</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">name</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">__dict__</span><span class="p">[</span><span class="s" style="color: #d14;">'params'</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">name</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

43

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

</pre>

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<td class="diff-line-num new new_line" 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">

44

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<pre style="margin: 0;">+<span id="LC44" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">remove</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">name</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">del</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">__dict__</span><span class="p">[</span><span class="s" style="color: #d14;">'params'</span><span class="p">][</span><span class="n" style="color: #333;">name</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">values</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="diff-line-num new new_line" 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="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">__dict__</span><span class="p">[</span><span class="s" style="color: #d14;">'params'</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">params</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">values</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="50" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC50" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" 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="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">save</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">filename</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="52" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC52" class="line" lang="python">        <span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">__dict__</span><span class="p">[</span><span class="s" style="color: #d14;">'params'</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="53" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC53" class="line" lang="python">        <span class="k" style="font-weight: 600;">with</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">filename</span><span class="p">,</span> <span class="s" style="color: #d14;">'wb'</span><span class="p">)</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">f</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">dump</span><span class="p">({</span><span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">name</span><span class="p">:</span> <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">get_value</span><span class="p">()</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">params</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">values</span><span class="p">()},</span> <span class="n" style="color: #333;">f</span><span class="p">,</span> <span class="mi" style="color: #099;">2</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

55

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<pre style="margin: 0;">+<span id="LC55" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">load</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="n" style="color: #333;">filename</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="57" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC57" class="line" lang="python">        <span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">__dict__</span><span class="p">[</span><span class="s" style="color: #d14;">'params'</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">loaded</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">pickle</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">filename</span><span class="p">,</span> <span class="s" style="color: #d14;">'rb'</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">k</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">params</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC60" class="line" lang="python">            <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">k</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">loaded</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="61" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC61" class="line" lang="python">                <span class="n" style="color: #333;">params</span><span class="p">[</span><span class="n" style="color: #333;">k</span><span class="p">]</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">set_value</span><span class="p">(</span><span class="n" style="color: #333;">loaded</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="diff-line-num new new_line" 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="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

63

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<pre style="margin: 0;">+<span id="LC63" class="line" lang="python">                <span class="k" style="font-weight: 600;">print</span> <span class="o" style="font-weight: 600;">>></span> <span class="n" style="color: #333;">sys</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">stderr</span><span class="p">,</span> <span class="s" style="color: #d14;">"</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">s does not exist."</span> <span class="o" style="font-weight: 600;">%</span> <span class="n" style="color: #333;">k</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="65" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

65

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<pre style="margin: 0;">+<span id="LC65" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__enter__</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="diff-line-num new new_line" data-linenumber="66" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

66

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<pre style="margin: 0;">+<span id="LC66" class="line" lang="python">        <span class="n" style="color: #333;">_</span><span class="p">,</span> <span class="n" style="color: #333;">_</span><span class="p">,</span> <span class="n" style="color: #333;">_</span><span class="p">,</span> <span class="n" style="color: #333;">env_locals</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">inspect</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">getargvalues</span><span class="p">(</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="67" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

67

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<pre style="margin: 0;">+<span id="LC67" class="line" lang="python">            <span class="n" style="color: #333;">inspect</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">currentframe</span><span class="p">()</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">f_back</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="68" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

68

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<pre style="margin: 0;">+<span id="LC68" class="line" lang="python">        <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">__dict__</span><span class="p">[</span><span class="s" style="color: #d14;">'_env_locals'</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">env_locals</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">keys</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="69" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

</pre>

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

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<pre style="margin: 0;">+<span id="LC70" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">__exit__</span><span class="p">(</span><span class="bp" style="color: #999;">self</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">type</span><span class="p">,</span> <span class="n" style="color: #333;">value</span><span class="p">,</span> <span class="n" style="color: #333;">traceback</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

71

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<pre style="margin: 0;">+<span id="LC71" class="line" lang="python">        <span class="n" style="color: #333;">_</span><span class="p">,</span> <span class="n" style="color: #333;">_</span><span class="p">,</span> <span class="n" style="color: #333;">_</span><span class="p">,</span> <span class="n" style="color: #333;">env_locals</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">inspect</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">getargvalues</span><span class="p">(</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

72

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<pre style="margin: 0;">+<span id="LC72" class="line" lang="python">            <span class="n" style="color: #333;">inspect</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">currentframe</span><span class="p">()</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">f_back</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

73

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<pre style="margin: 0;">+<span id="LC73" class="line" lang="python">        <span class="n" style="color: #333;">prev_env_locals</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">__dict__</span><span class="p">[</span><span class="s" style="color: #d14;">'_env_locals'</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="74" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC74" class="line" lang="python">        <span class="k" style="font-weight: 600;">del</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">__dict__</span><span class="p">[</span><span class="s" style="color: #d14;">'_env_locals'</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="75" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC75" class="line" lang="python">        <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">k</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">env_locals</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">keys</span><span class="p">():</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">k</span> <span class="ow" style="font-weight: 600;">not</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">prev_env_locals</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

77

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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="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">__setattr__</span><span class="p">(</span><span class="n" style="color: #333;">k</span><span class="p">,</span> <span class="n" style="color: #333;">env_locals</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="diff-line-num new new_line" data-linenumber="78" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC78" class="line" lang="python">                <span class="n" style="color: #333;">env_locals</span><span class="p">[</span><span class="n" style="color: #333;">k</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">__getattr__</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="LC79" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="bp" style="color: #999;">True</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC80" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC81" class="line" lang="python">    <span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">parameter_count</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="LC82" class="line" lang="python">        <span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">operator</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC83" class="line" lang="python">        <span class="n" style="color: #333;">params</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">self</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">__dict__</span><span class="p">[</span><span class="s" style="color: #d14;">'params'</span><span class="p">]</span></span>

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<pre style="margin: 0;">+<span id="LC84" class="line" lang="python">        <span class="n" style="color: #333;">count</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">0</span></span>

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<pre style="margin: 0;">+<span id="LC85" class="line" lang="python">        <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">params</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">values</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;">shape</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">get_value</span><span class="p">()</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC87" class="line" lang="python">            <span class="k" style="font-weight: 600;">if</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">shape</span><span class="p">)</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC88" class="line" lang="python">                <span class="n" style="color: #333;">count</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC89" class="line" lang="python">            <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC90" class="line" lang="python">                <span class="n" style="color: #333;">count</span> <span class="o" style="font-weight: 600;">+=</span> <span class="nb" style="color: #0086b3;">reduce</span><span class="p">(</span><span class="n" style="color: #333;">operator</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">mul</span><span class="p">,</span> <span class="n" style="color: #333;">shape</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC91" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">count</span></span></pre>

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<br>

</li>

<li id="754ba309917ad15b6a3fe37b42d1a63b3bcc3ea9">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#754ba309917ad15b6a3fe37b42d1a63b3bcc3ea9"><strong>r9/training/theano_toolkit/updates.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;">from</span> <span class="nn" style="color: #555;">itertools</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">izip</span></span>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC2" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">theano.tensor</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">T</span></span>

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<pre style="margin: 0;">+<span id="LC3" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>

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

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<pre style="margin: 0;">+<span id="LC4" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">parameters</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">Parameters</span></span>

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<td class="diff-line-num new new_line" 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">

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<pre style="margin: 0;">+<span id="LC5" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">functools</span> <span class="kn" style="font-weight: 600;">import</span> <span class="nb" style="color: #0086b3;">reduce</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="python"></span>

</pre>

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

</pre>

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<pre style="margin: 0;">+<span id="LC8" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">clip_deltas</span><span class="p">(</span><span class="n" style="color: #333;">gradients</span><span class="p">,</span> <span class="n" style="color: #333;">clip_size</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC9" class="line" lang="python">    <span class="n" style="color: #333;">grad_mag</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">sqrt</span><span class="p">(</span><span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">sqr</span><span class="p">(</span><span class="n" style="color: #333;">w</span><span class="p">))</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">w</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">gradients</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC10" class="line" lang="python">    <span class="n" style="color: #333;">scale</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">clip_size</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">maximum</span><span class="p">(</span><span class="n" style="color: #333;">clip_size</span><span class="p">,</span> <span class="n" style="color: #333;">grad_mag</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;">return</span> <span class="p">[</span><span class="n" style="color: #333;">scale</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">g</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">g</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">gradients</span><span class="p">]</span></span>

</pre>

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

</pre>

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

</pre>

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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;">nan_shield</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span> <span class="n" style="color: #333;">deltas</span><span class="p">,</span> <span class="n" style="color: #333;">other_updates</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC15" class="line" lang="python">    <span class="n" style="color: #333;">delta_sum</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">d</span><span class="p">)</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">d</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">deltas</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC16" class="line" lang="python">    <span class="n" style="color: #333;">not_finite</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">isnan</span><span class="p">(</span><span class="n" style="color: #333;">delta_sum</span><span class="p">)</span> <span class="o" style="font-weight: 600;">|</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">isinf</span><span class="p">(</span><span class="n" style="color: #333;">delta_sum</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">parameter_updates</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[(</span><span class="n" style="color: #333;">p</span><span class="p">,</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">switch</span><span class="p">(</span><span class="n" style="color: #333;">not_finite</span><span class="p">,</span> <span class="mf" style="color: #099;">0.9</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;">p</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">d</span><span class="p">))</span></span>

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<pre style="margin: 0;">+<span id="LC18" class="line" lang="python">                         <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span><span class="p">,</span> <span class="n" style="color: #333;">d</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span> <span class="n" style="color: #333;">deltas</span><span class="p">)]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC19" class="line" lang="python">    <span class="n" style="color: #333;">other_updates</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[(</span><span class="n" style="color: #333;">p</span><span class="p">,</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">switch</span><span class="p">(</span><span class="n" style="color: #333;">not_finite</span><span class="p">,</span> <span class="n" style="color: #333;">p</span><span class="p">,</span> <span class="n" style="color: #333;">u</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC20" class="line" lang="python">                     <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span><span class="p">,</span> <span class="n" style="color: #333;">u</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">other_updates</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

21

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<pre style="margin: 0;">+<span id="LC21" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">parameter_updates</span><span class="p">,</span> <span class="n" style="color: #333;">other_updates</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

22

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

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">track_parameters</span><span class="p">(</span><span class="n" style="color: #333;">update_fun</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">decorated_fun</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span> <span class="n" style="color: #333;">gradients</span><span class="p">,</span> <span class="o" style="font-weight: 600;">**</span><span class="n" style="color: #333;">kwargs</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">if</span> <span class="s" style="color: #d14;">"P"</span> <span class="ow" style="font-weight: 600;">not</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">kwargs</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">kwargs</span><span class="p">[</span><span class="s" style="color: #d14;">"P"</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">Parameters</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" 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;">deltas</span><span class="p">,</span> <span class="n" style="color: #333;">updates</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">update_fun</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span> <span class="n" style="color: #333;">gradients</span><span class="p">,</span> <span class="o" style="font-weight: 600;">**</span><span class="n" style="color: #333;">kwargs</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">assert</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">deltas</span><span class="p">)</span> <span class="o" style="font-weight: 600;">==</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">parameter_updates</span><span class="p">,</span> <span class="n" style="color: #333;">other_updates</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">nan_shield</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC31" class="line" lang="python">                                                      <span class="n" style="color: #333;">deltas</span><span class="p">,</span> <span class="n" style="color: #333;">updates</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

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<pre style="margin: 0;">+<span id="LC32" class="line" lang="python">        <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">parameter_updates</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">other_updates</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC33" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">decorated_fun</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC34" class="line" lang="python"></span>

</pre>

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

</pre>

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<pre style="margin: 0;">+<span id="LC36" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">create_param</span><span class="p">(</span><span class="n" style="color: #333;">P</span><span class="p">,</span> <span class="n" style="color: #333;">name</span><span class="p">,</span> <span class="n" style="color: #333;">w</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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;">name</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">w</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC38" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">P</span><span class="p">[</span><span class="n" style="color: #333;">name</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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

</pre>

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<pre style="margin: 0;">+<span id="LC41" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">get_shapes</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="k" style="font-weight: 600;">return</span> <span class="p">[</span><span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">get_value</span><span class="p">()</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">parameters</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="nd">@track_parameters</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">adadelta</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span> <span class="n" style="color: #333;">gradients</span><span class="p">,</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC47" class="line" lang="python">             <span class="n" style="color: #333;">rho</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">float32</span><span class="p">(</span><span class="mf" style="color: #099;">0.95</span><span class="p">),</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">learning_rate</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">float32</span><span class="p">(</span><span class="mf" style="color: #099;">1e-4</span><span class="p">),</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC49" class="line" lang="python">             <span class="n" style="color: #333;">P</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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<pre style="margin: 0;">+<span id="LC50" class="line" lang="python">    <span class="n" style="color: #333;">eps</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">learning_rate</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="python">    <span class="n" style="color: #333;">shapes</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">get_shapes</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="52" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC52" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC53" class="line" lang="python">    <span class="n" style="color: #333;">acc_gradients_sq</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">create_param</span><span class="p">(</span><span class="n" style="color: #333;">P</span><span class="p">,</span> <span class="s" style="color: #d14;">"grad_sq_"</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">name</span><span class="p">,</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">s</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC54" class="line" lang="python">                        <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span><span class="p">,</span> <span class="n" style="color: #333;">s</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span> <span class="n" style="color: #333;">shapes</span><span class="p">)]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC55" class="line" lang="python">    <span class="n" style="color: #333;">acc_deltas_sq</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">create_param</span><span class="p">(</span><span class="n" style="color: #333;">P</span><span class="p">,</span> <span class="s" style="color: #d14;">"deltas_sq_"</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">name</span><span class="p">,</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">s</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC56" class="line" lang="python">                     <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span><span class="p">,</span> <span class="n" style="color: #333;">s</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span> <span class="n" style="color: #333;">shapes</span><span class="p">)]</span></span>

</pre>

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

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<pre style="margin: 0;">+<span id="LC58" class="line" lang="python">    <span class="n" style="color: #333;">gradients_sq</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">sqr</span><span class="p">(</span><span class="n" style="color: #333;">g</span><span class="p">)</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">g</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">gradients</span><span class="p">]</span></span>

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<pre style="margin: 0;">+<span id="LC59" class="line" lang="python">    <span class="n" style="color: #333;">gradients_sq_new</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">rho</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">acc_g_sq</span> <span class="o" style="font-weight: 600;">+</span> <span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">float32</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">)</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">rho</span><span class="p">)</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">g_sq</span></span>

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<pre style="margin: 0;">+<span id="LC60" class="line" lang="python">                        <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">acc_g_sq</span><span class="p">,</span> <span class="n" style="color: #333;">g_sq</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</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;">acc_gradients_sq</span><span class="p">,</span> <span class="n" style="color: #333;">gradients_sq</span><span class="p">)]</span></span>

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<pre style="margin: 0;">+<span id="LC62" class="line" lang="python">    <span class="n" style="color: #333;">learning_rate_sq</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[(</span><span class="n" style="color: #333;">d_sq</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">eps</span><span class="p">)</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</span><span class="n" style="color: #333;">g_sq</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">eps</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC63" class="line" lang="python">                        <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">d_sq</span><span class="p">,</span> <span class="n" style="color: #333;">g_sq</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span></span>

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<pre style="margin: 0;">+<span id="LC64" class="line" lang="python">                            <span class="n" style="color: #333;">acc_deltas_sq</span><span class="p">,</span> <span class="n" style="color: #333;">gradients_sq_new</span><span class="p">)]</span></span>

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

</pre>

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<pre style="margin: 0;">+<span id="LC66" class="line" lang="python">    <span class="n" style="color: #333;">deltas_sq</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">lr_sq</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">g_sq</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">lr_sq</span><span class="p">,</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC67" class="line" lang="python">                 <span class="n" style="color: #333;">g_sq</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">learning_rate_sq</span><span class="p">,</span> <span class="n" style="color: #333;">gradients_sq</span><span class="p">)]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC68" class="line" lang="python">    <span class="n" style="color: #333;">deltas_sq_new</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">rho</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">acc_d_sq</span> <span class="o" style="font-weight: 600;">+</span> <span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">float32</span><span class="p">(</span><span class="mf" style="color: #099;">1.</span><span class="p">)</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">rho</span><span class="p">)</span> <span class="o" style="font-weight: 600;">*</span></span>

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<pre style="margin: 0;">+<span id="LC69" class="line" lang="python">                     <span class="n" style="color: #333;">d_sq</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">acc_d_sq</span><span class="p">,</span> <span class="n" style="color: #333;">d_sq</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">acc_deltas_sq</span><span class="p">,</span> <span class="n" style="color: #333;">deltas_sq</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="n" style="color: #333;">deltas</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">sqrt</span><span class="p">(</span><span class="n" style="color: #333;">lr_sq</span><span class="p">)</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">g</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">lr_sq</span><span class="p">,</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">g</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">learning_rate_sq</span><span class="p">,</span> <span class="n" style="color: #333;">gradients</span><span class="p">)]</span></span>

</pre>

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

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<pre style="margin: 0;">+<span id="LC73" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="74" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC74" class="line" lang="python">    <span class="n" style="color: #333;">gradient_sq_updates</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">zip</span><span class="p">(</span><span class="n" style="color: #333;">acc_gradients_sq</span><span class="p">,</span> <span class="n" style="color: #333;">gradients_sq_new</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC75" class="line" lang="python">    <span class="n" style="color: #333;">deltas_sq_updates</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">zip</span><span class="p">(</span><span class="n" style="color: #333;">acc_deltas_sq</span><span class="p">,</span> <span class="n" style="color: #333;">deltas_sq_new</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC76" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">deltas</span><span class="p">,</span> <span class="n" style="color: #333;">gradient_sq_updates</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">deltas_sq_updates</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC77" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC78" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC79" class="line" lang="python"><span class="nd">@track_parameters</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC80" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">adagrad</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span> <span class="n" style="color: #333;">gradients</span><span class="p">,</span> <span class="n" style="color: #333;">learning_rate</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">1e-4</span><span class="p">,</span> <span class="n" style="color: #333;">P</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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<pre style="margin: 0;">+<span id="LC81" class="line" lang="python">    <span class="n" style="color: #333;">shapes</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">get_shapes</span><span class="p">(</span><span class="n" style="color: #333;">parameters</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="n" style="color: #333;">grad_sq</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">create_param</span><span class="p">(</span><span class="n" style="color: #333;">P</span><span class="p">,</span> <span class="s" style="color: #d14;">"acc_sq_"</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">name</span><span class="p">,</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">s</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC84" class="line" lang="python">               <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span><span class="p">,</span> <span class="n" style="color: #333;">s</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span> <span class="n" style="color: #333;">shapes</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="85" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC85" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="86" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC86" class="line" lang="python">    <span class="n" style="color: #333;">grad_sq_new</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">g_sq</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">g</span><span class="o" style="font-weight: 600;">**</span><span class="mi" style="color: #099;">2</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">g</span><span class="p">,</span> <span class="n" style="color: #333;">g_sq</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">gradients</span><span class="p">,</span> <span class="n" style="color: #333;">grad_sq</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="87" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC87" class="line" lang="python">    <span class="n" style="color: #333;">deltas</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">learning_rate</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">g</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">sqrt</span><span class="p">(</span><span class="n" style="color: #333;">g_sq</span> <span class="o" style="font-weight: 600;">+</span> <span class="mf" style="color: #099;">1e-6</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="88" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC88" class="line" lang="python">              <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">g</span><span class="p">,</span> <span class="n" style="color: #333;">g_sq</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">gradients</span><span class="p">,</span> <span class="n" style="color: #333;">grad_sq_new</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">grad_sq_update</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">zip</span><span class="p">(</span><span class="n" style="color: #333;">grad_sq</span><span class="p">,</span> <span class="n" style="color: #333;">grad_sq_new</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">deltas</span><span class="p">,</span> <span class="n" style="color: #333;">grad_sq_update</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC92" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="nd">@track_parameters</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC95" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">momentum</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span> <span class="n" style="color: #333;">gradients</span><span class="p">,</span> <span class="n" style="color: #333;">mu</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">0.9</span><span class="p">,</span> <span class="n" style="color: #333;">learning_rate</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">1e-3</span><span class="p">,</span> <span class="n" style="color: #333;">P</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="diff-line-num new new_line" data-linenumber="96" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC96" class="line" lang="python">    <span class="n" style="color: #333;">eps</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">learning_rate</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="97" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC97" class="line" lang="python">    <span class="n" style="color: #333;">P</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">t</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="98" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC98" class="line" lang="python">    <span class="n" style="color: #333;">m</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">-</span> <span class="mf" style="color: #099;">3.0</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</span><span class="n" style="color: #333;">P</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">t</span> <span class="o" style="font-weight: 600;">+</span> <span class="mi" style="color: #099;">5</span><span class="p">)</span> <span class="o" style="font-weight: 600;"><</span> <span class="n" style="color: #333;">mu</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC99" class="line" lang="python">    <span class="n" style="color: #333;">mu</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">m</span> <span class="o" style="font-weight: 600;">*</span> <span class="p">(</span><span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">-</span> <span class="mf" style="color: #099;">3.0</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</span><span class="n" style="color: #333;">P</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">t</span> <span class="o" style="font-weight: 600;">+</span> <span class="mi" style="color: #099;">5</span><span class="p">))</span> <span class="o" style="font-weight: 600;">+</span> <span class="p">(</span><span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">m</span><span class="p">)</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">mu</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC100" class="line" lang="python">    <span class="n" style="color: #333;">shapes</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">get_shapes</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">)</span></span>

</pre>

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

101

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<pre style="margin: 0;">+<span id="LC101" class="line" lang="python">    <span class="n" style="color: #333;">deltas</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">create_param</span><span class="p">(</span><span class="n" style="color: #333;">P</span><span class="p">,</span> <span class="s" style="color: #d14;">"deltas_"</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">name</span><span class="p">,</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">s</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="102" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC102" class="line" lang="python">              <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span><span class="p">,</span> <span class="n" style="color: #333;">s</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span> <span class="n" style="color: #333;">shapes</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="103" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

103

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<pre style="margin: 0;">+<span id="LC103" class="line" lang="python">    <span class="n" style="color: #333;">delta_nexts</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">mu</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">delta</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">eps</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">grad</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">delta</span><span class="p">,</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="104" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC104" class="line" lang="python">                   <span class="n" style="color: #333;">grad</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">zip</span><span class="p">(</span><span class="n" style="color: #333;">deltas</span><span class="p">,</span> <span class="n" style="color: #333;">gradients</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">delta_updates</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[(</span><span class="n" style="color: #333;">delta</span><span class="p">,</span> <span class="n" style="color: #333;">delta_next</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="106" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC106" class="line" lang="python">                     <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">delta</span><span class="p">,</span> <span class="n" style="color: #333;">delta_next</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">zip</span><span class="p">(</span><span class="n" style="color: #333;">deltas</span><span class="p">,</span> <span class="n" style="color: #333;">delta_nexts</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="107" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC107" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">delta_nexts</span><span class="p">,</span> <span class="n" style="color: #333;">delta_updates</span> <span class="o" style="font-weight: 600;">+</span> <span class="p">[(</span><span class="n" style="color: #333;">P</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">t</span><span class="p">,</span> <span class="n" style="color: #333;">P</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">t</span> <span class="o" style="font-weight: 600;">+</span> <span class="mi" style="color: #099;">1</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="108" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC108" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="109" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC109" class="line" lang="python"></span>

</pre>

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

</pre>

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<pre style="margin: 0;">+<span id="LC111" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">rmsprop</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span> <span class="n" style="color: #333;">gradients</span><span class="p">,</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC112" class="line" lang="python">            <span class="n" style="color: #333;">discount</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">0.95</span><span class="p">,</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="113" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC113" class="line" lang="python">            <span class="n" style="color: #333;">momentum</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">0.9</span><span class="p">,</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC114" class="line" lang="python">            <span class="n" style="color: #333;">learning_rate</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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<pre style="margin: 0;">+<span id="LC115" class="line" lang="python">            <span class="n" style="color: #333;">epsilon</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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<pre style="margin: 0;">+<span id="LC116" class="line" lang="python">            <span class="n" style="color: #333;">P</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">None</span><span class="p">):</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC117" class="line" lang="python">    <span class="n" style="color: #333;">shapes</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">get_shapes</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

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<pre style="margin: 0;">+<span id="LC118" class="line" lang="python">    <span class="n" style="color: #333;">sq_acc</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">create_param</span><span class="p">(</span><span class="n" style="color: #333;">P</span><span class="p">,</span> <span class="s" style="color: #d14;">"sq_acc_"</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">name</span><span class="p">,</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">s</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="119" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC119" class="line" lang="python">              <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span><span class="p">,</span> <span class="n" style="color: #333;">s</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span> <span class="n" style="color: #333;">shapes</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="120" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC120" class="line" lang="python">    <span class="n" style="color: #333;">acc</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">create_param</span><span class="p">(</span><span class="n" style="color: #333;">P</span><span class="p">,</span> <span class="s" style="color: #d14;">"acc_"</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">name</span><span class="p">,</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">s</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC121" class="line" lang="python">           <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span><span class="p">,</span> <span class="n" style="color: #333;">s</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span> <span class="n" style="color: #333;">shapes</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="122" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC122" class="line" lang="python">    <span class="n" style="color: #333;">delta_acc</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">create_param</span><span class="p">(</span><span class="n" style="color: #333;">P</span><span class="p">,</span> <span class="s" style="color: #d14;">"delta_acc_"</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">name</span><span class="p">,</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">s</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC123" class="line" lang="python">                 <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span><span class="p">,</span> <span class="n" style="color: #333;">s</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span> <span class="n" style="color: #333;">shapes</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="124" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC124" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="125" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC125" class="line" lang="python">    <span class="n" style="color: #333;">sq_avg</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">discount</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">sq_a</span> <span class="o" style="font-weight: 600;">+</span> <span class="p">(</span><span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">discount</span><span class="p">)</span> <span class="o" style="font-weight: 600;">*</span> <span class="p">(</span><span class="n" style="color: #333;">g</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="diff-line-num new new_line" data-linenumber="126" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC126" class="line" lang="python">              <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">sq_a</span><span class="p">,</span> <span class="n" style="color: #333;">g</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">sq_acc</span><span class="p">,</span> <span class="n" style="color: #333;">gradients</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="127" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC127" class="line" lang="python">    <span class="n" style="color: #333;">avg</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">discount</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">a</span> <span class="o" style="font-weight: 600;">+</span> <span class="p">(</span><span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">discount</span><span class="p">)</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">g</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">a</span><span class="p">,</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="128" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC128" class="line" lang="python">           <span class="n" style="color: #333;">g</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">acc</span><span class="p">,</span> <span class="n" style="color: #333;">gradients</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="129" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC129" class="line" lang="python">    <span class="n" style="color: #333;">scaled_grads</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">g</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">sqrt</span><span class="p">(</span><span class="n" style="color: #333;">sq_a</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">a</span><span class="o" style="font-weight: 600;">**</span><span class="mi" style="color: #099;">2</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">epsilon</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC130" class="line" lang="python">                    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">g</span><span class="p">,</span> <span class="n" style="color: #333;">a</span><span class="p">,</span> <span class="n" style="color: #333;">sq_a</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">gradients</span><span class="p">,</span> <span class="n" style="color: #333;">acc</span><span class="p">,</span> <span class="n" style="color: #333;">sq_acc</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="131" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC131" class="line" lang="python">    <span class="n" style="color: #333;">deltas</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">momentum</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">d_a</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">learning_rate</span> <span class="o" style="font-weight: 600;">*</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="132" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC132" class="line" lang="python">              <span class="n" style="color: #333;">s_g</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">d_a</span><span class="p">,</span> <span class="n" style="color: #333;">s_g</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">delta_acc</span><span class="p">,</span> <span class="n" style="color: #333;">scaled_grads</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="133" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC133" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="134" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC134" class="line" lang="python">    <span class="n" style="color: #333;">sq_acc_updates</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[(</span><span class="n" style="color: #333;">sq_a</span><span class="p">,</span> <span class="n" style="color: #333;">sq_aa</span><span class="p">)</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">sq_a</span><span class="p">,</span> <span class="n" style="color: #333;">sq_aa</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">sq_acc</span><span class="p">,</span> <span class="n" style="color: #333;">sq_avg</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="135" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC135" class="line" lang="python">    <span class="n" style="color: #333;">acc_updates</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[(</span><span class="n" style="color: #333;">a</span><span class="p">,</span>    <span class="n" style="color: #333;">aa</span><span class="p">)</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">a</span><span class="p">,</span>   <span class="n" style="color: #333;">aa</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">acc</span><span class="p">,</span> <span class="n" style="color: #333;">avg</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="136" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC136" class="line" lang="python">    <span class="n" style="color: #333;">delta_updates</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[(</span><span class="n" style="color: #333;">d_a</span><span class="p">,</span> <span class="n" style="color: #333;">d</span><span class="p">)</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">d_a</span><span class="p">,</span> <span class="n" style="color: #333;">d</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">delta_acc</span><span class="p">,</span> <span class="n" style="color: #333;">deltas</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="137" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC137" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">deltas</span><span class="p">,</span> <span class="n" style="color: #333;">acc_updates</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">sq_acc_updates</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">delta_updates</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="140" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

</pre>

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<td class="diff-line-num new new_line" data-linenumber="141" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC141" class="line" lang="python"><span class="nd">@track_parameters</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC142" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">adam</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span> <span class="n" style="color: #333;">gradients</span><span class="p">,</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="143" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC143" class="line" lang="python">         <span class="n" style="color: #333;">learning_rate</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">0.001</span><span class="p">,</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="144" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC144" class="line" lang="python">         <span class="n" style="color: #333;">moment1_decay</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">0.9</span><span class="p">,</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="145" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC145" class="line" lang="python">         <span class="n" style="color: #333;">moment2_decay</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">0.999</span><span class="p">,</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="146" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC146" class="line" lang="python">         <span class="n" style="color: #333;">epsilon</span><span class="o" style="font-weight: 600;">=</span><span class="mf" style="color: #099;">1e-8</span><span class="p">,</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="147" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC147" class="line" lang="python">         <span class="n" style="color: #333;">P</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="diff-line-num new new_line" data-linenumber="148" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC148" class="line" lang="python">    <span class="n" style="color: #333;">shapes</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">get_shapes</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="149" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC149" 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;">t</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">float32</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="150" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

150

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<pre style="margin: 0;">+<span id="LC150" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="151" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC151" class="line" lang="python">    <span class="n" style="color: #333;">moment1_acc</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">create_param</span><span class="p">(</span><span class="n" style="color: #333;">P</span><span class="p">,</span> <span class="s" style="color: #d14;">"moment1_"</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">name</span><span class="p">,</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">s</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="152" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC152" class="line" lang="python">                   <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span><span class="p">,</span> <span class="n" style="color: #333;">s</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span> <span class="n" style="color: #333;">shapes</span><span class="p">)]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="153" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC153" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC154" class="line" lang="python">    <span class="n" style="color: #333;">moment2_acc</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[</span><span class="n" style="color: #333;">create_param</span><span class="p">(</span><span class="n" style="color: #333;">P</span><span class="p">,</span> <span class="s" style="color: #d14;">"moment2_"</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">name</span><span class="p">,</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">zeros</span><span class="p">(</span><span class="n" style="color: #333;">s</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC155" class="line" lang="python">                   <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">p</span><span class="p">,</span> <span class="n" style="color: #333;">s</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">parameters</span><span class="p">,</span> <span class="n" style="color: #333;">shapes</span><span class="p">)]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC156" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC157" class="line" lang="python">    <span class="n" style="color: #333;">deltas</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC158" class="line" lang="python">    <span class="n" style="color: #333;">updates</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="159" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC159" class="line" lang="python">    <span class="n" style="color: #333;">updates</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">((</span><span class="n" style="color: #333;">P</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">t</span><span class="p">,</span> <span class="n" style="color: #333;">P</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">t</span> <span class="o" style="font-weight: 600;">+</span> <span class="mi" style="color: #099;">1</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="160" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC160" class="line" lang="python">    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">m1</span><span class="p">,</span> <span class="n" style="color: #333;">m2</span><span class="p">,</span> <span class="n" style="color: #333;">g</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">izip</span><span class="p">(</span><span class="n" style="color: #333;">moment1_acc</span><span class="p">,</span> <span class="n" style="color: #333;">moment2_acc</span><span class="p">,</span> <span class="n" style="color: #333;">gradients</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="161" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC161" class="line" lang="python">        <span class="n" style="color: #333;">new_m1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">moment1_decay</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">m1</span> <span class="o" style="font-weight: 600;">+</span> <span class="p">(</span><span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">moment1_decay</span><span class="p">)</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">g</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="162" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC162" class="line" lang="python">        <span class="n" style="color: #333;">new_m2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">moment2_decay</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">m2</span> <span class="o" style="font-weight: 600;">+</span> <span class="p">(</span><span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">moment2_decay</span><span class="p">)</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">sqr</span><span class="p">(</span><span class="n" style="color: #333;">g</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC163" class="line" lang="python">        <span class="n" style="color: #333;">bc_m1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">new_m1</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</span><span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">moment1_decay</span><span class="o" style="font-weight: 600;">**</span><span class="n" style="color: #333;">P</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">t</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC164" class="line" lang="python">        <span class="n" style="color: #333;">bc_m2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">new_m2</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</span><span class="mi" style="color: #099;">1</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">moment2_decay</span><span class="o" style="font-weight: 600;">**</span><span class="n" style="color: #333;">P</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">t</span><span class="p">)</span></span>

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<td class="diff-line-num new new_line" data-linenumber="165" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC165" class="line" lang="python">        <span class="n" style="color: #333;">delta</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">learning_rate</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">bc_m1</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</span><span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">sqrt</span><span class="p">(</span><span class="n" style="color: #333;">bc_m2</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">epsilon</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC166" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC167" class="line" lang="python">        <span class="n" style="color: #333;">deltas</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">delta</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC168" class="line" lang="python">        <span class="n" style="color: #333;">updates</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">((</span><span class="n" style="color: #333;">m1</span><span class="p">,</span> <span class="n" style="color: #333;">new_m1</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC169" class="line" lang="python">        <span class="n" style="color: #333;">updates</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">((</span><span class="n" style="color: #333;">m2</span><span class="p">,</span> <span class="n" style="color: #333;">new_m2</span><span class="p">))</span></span>

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<pre style="margin: 0;">+<span id="LC170" class="line" lang="python"></span>

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<pre style="margin: 0;">+<span id="LC171" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">deltas</span><span class="p">,</span> <span class="n" style="color: #333;">updates</span></span></pre>

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<br>

</li>

<li id="f6354b733313158f1a2f6e57846939812e05856c">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#f6354b733313158f1a2f6e57846939812e05856c"><strong>r9/training/theano_toolkit/utils.py</strong></a>

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<pre style="margin: 0;">+<span id="LC1" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>

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<pre style="margin: 0;">+<span id="LC2" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">theano</span></span>

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<pre style="margin: 0;">+<span id="LC3" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">theano.tensor</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">T</span></span>

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<pre style="margin: 0;">+<span id="LC4" class="line" lang="python"><span class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">theano.sandbox.rng_mrg</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">MRG_RandomStreams</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">RandomStreams</span></span>

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<pre style="margin: 0;">+<span id="LC5" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">random</span></span>

</pre>

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

</pre>

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

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">theano_rng</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">RandomStreams</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">RandomState</span><span class="p">(</span><span class="mi" style="color: #099;">1234</span><span class="p">)</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">randint</span><span class="p">(</span><span class="mi" style="color: #099;">2</span><span class="o" style="font-weight: 600;">**</span><span class="mi" style="color: #099;">30</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">seed</span><span class="p">(</span><span class="mi" style="color: #099;">1234</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">seed</span><span class="p">(</span><span class="mi" style="color: #099;">1234</span><span class="p">)</span></span>

</pre>

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

11

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

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

</pre>

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<td class="diff-line-num new new_line" 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;">theano</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">config</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">floatX</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">'float32'</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">initial_weights</span><span class="p">(</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">argv</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">asarray</span><span class="p">(</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">uniform</span><span class="p">(</span></span>

</pre>

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<td class="diff-line-num new new_line" 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;">low</span><span class="o" style="font-weight: 600;">=-</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">sqrt</span><span class="p">(</span><span class="mf" style="color: #099;">6.</span> <span class="o" style="font-weight: 600;">/</span> <span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">argv</span><span class="p">)),</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="n" style="color: #333;">high</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">sqrt</span><span class="p">(</span><span class="mf" style="color: #099;">6.</span> <span class="o" style="font-weight: 600;">/</span> <span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">argv</span><span class="p">)),</span></span>

</pre>

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20

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<pre style="margin: 0;">+<span id="LC20" class="line" lang="python">            <span class="n" style="color: #333;">size</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">argv</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

21

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<pre style="margin: 0;">+<span id="LC21" class="line" lang="python">        <span class="p">),</span></span>

</pre>

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22

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<pre style="margin: 0;">+<span id="LC22" class="line" lang="python">        <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">theano</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">config</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">floatX</span></span>

</pre>

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23

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

</pre>

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24

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<pre style="margin: 0;">+<span id="LC24" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC25" class="line" lang="python"></span>

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<pre style="margin: 0;">+<span id="LC26" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">create_shared</span><span class="p">(</span><span class="n" style="color: #333;">array</span><span class="p">,</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">theano</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">config</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">floatX</span><span class="p">,</span> <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="bp" style="color: #999;">None</span><span class="p">):</span></span>

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<pre style="margin: 0;">+<span id="LC27" class="line" lang="python">    <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">theano</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shared</span><span class="p">(</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC28" class="line" lang="python">        <span class="n" style="color: #333;">value</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">asarray</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;">array</span><span class="p">,</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC30" class="line" lang="python">            <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">dtype</span></span>

</pre>

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

</pre>

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<pre style="margin: 0;">+<span id="LC32" class="line" lang="python">        <span class="n" style="color: #333;">name</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">name</span><span class="p">,</span></span>

</pre>

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33

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

</pre>

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34

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<pre style="margin: 0;">+<span id="LC34" class="line" lang="python"></span>

</pre>

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

</pre>

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<pre style="margin: 0;">+<span id="LC36" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">vector_softmax</span><span class="p">(</span><span class="n" style="color: #333;">vec</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">T</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">nnet</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">softmax</span><span class="p">(</span><span class="n" style="color: #333;">vec</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">reshape</span><span class="p">((</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">vec</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">])))[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span></span></pre>

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<br>

</li>

<li id="5da666563970ac54ef90c59e1e50d92f4eda708c">

<a href="https://salsa.debian.org/med-team/deepnano/compare/6268c83b8aa4a03a32edb72b70028afaa0718596...8f36f340191a86883d484a6c72525427b41d3304#5da666563970ac54ef90c59e1e50d92f4eda708c"><strong>r9/training/train.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;">from</span> <span class="nn" style="color: #555;">qrnn</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">BatchNet</span></span>

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<pre style="margin: 0;">+<span id="LC2" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">pickle</span></span>

</pre>

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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;">sys</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC4" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">numpy</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">np</span></span>

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<pre style="margin: 0;">+<span id="LC5" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">datetime</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">collections</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">defaultdict</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">os</span></span>

</pre>

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

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<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;">sklearn.metrics</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">confusion_matrix</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC9" class="line" lang="python"><span class="kn" style="font-weight: 600;">import</span> <span class="nn" style="color: #555;">theano</span> <span class="k" style="font-weight: 600;">as</span> <span class="n" style="color: #333;">th</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="kn" style="font-weight: 600;">from</span> <span class="nn" style="color: #555;">multiprocessing</span> <span class="kn" style="font-weight: 600;">import</span> <span class="n" style="color: #333;">Pool</span></span>

</pre>

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<td class="diff-line-num new new_line" 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>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC12" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">scale</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">m25</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">percentile</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="mi" style="color: #099;">25</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">m75</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">percentile</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="mi" style="color: #099;">75</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">s50</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">median</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">2</span><span class="p">])</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="python"><span class="c" style="color: #998; font-style: italic;">#  me25 = 0.07499809</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="c" style="color: #998; font-style: italic;">#  me75 = 0.26622871</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">me25</span> <span class="o" style="font-weight: 600;">=</span> <span class="o" style="font-weight: 600;">-</span><span class="mf" style="color: #099;">0.3</span></span>

</pre>

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<td class="diff-line-num new new_line" 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 class="n" style="color: #333;">me75</span><span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.3</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">se50</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">0.6103758</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">ret</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">array</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">scale</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">me75</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">me25</span><span class="p">)</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</span><span class="n" style="color: #333;">m75</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">m25</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

23

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<pre style="margin: 0;">+<span id="LC23" class="line" lang="python">  <span class="n" style="color: #333;">m25</span> <span class="o" style="font-weight: 600;">*=</span> <span class="n" style="color: #333;">scale</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

24

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

<pre style="margin: 0;">+<span id="LC24" class="line" lang="python">  <span class="n" style="color: #333;">shift</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">me25</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">m25</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC25" class="line" lang="python">  <span class="n" style="color: #333;">ret</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">scale</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">shift</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC26" class="line" lang="python">  <span class="n" style="color: #333;">ret</span><span class="p">[:,</span><span class="mi" style="color: #099;">1</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ret</span><span class="p">[:,</span><span class="mi" style="color: #099;">0</span><span class="p">]</span><span class="o" style="font-weight: 600;">**</span><span class="mi" style="color: #099;">2</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

27

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

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

</pre>

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<td class="diff-line-num new new_line" 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">

28

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

<pre style="margin: 0;">+<span id="LC28" class="line" lang="python">  <span class="n" style="color: #333;">sscale</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">se50</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">s50</span></span>

</pre>

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

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

</pre>

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<td class="diff-line-num new new_line" 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">

30

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

<pre style="margin: 0;">+<span id="LC30" class="line" lang="python">  <span class="n" style="color: #333;">ret</span><span class="p">[:,</span><span class="mi" style="color: #099;">2</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">X</span><span class="p">[:,</span><span class="mi" style="color: #099;">2</span><span class="p">]</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">sscale</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">ret</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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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<td class="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

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

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">print_stats</span><span class="p">(</span><span class="n" style="color: #333;">o</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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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<pre style="margin: 0;">+<span id="LC34" class="line" lang="python">  <span class="n" style="color: #333;">stats</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">defaultdict</span><span class="p">(</span><span class="nb" style="color: #0086b3;">int</span><span class="p">)</span></span>

</pre>

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

<pre style="margin: 0;">+<span id="LC35" class="line" lang="python">  <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">x</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">o</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">stats</span><span class="p">[</span><span class="n" style="color: #333;">x</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

37

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

<pre style="margin: 0;">+<span id="LC37" class="line" lang="python">  <span class="k" style="font-weight: 600;">print</span> <span class="p">(</span><span class="n" style="color: #333;">stats</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

38

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

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

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">flatten2</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">x</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">reshape</span><span class="p">((</span><span class="n" style="color: #333;">x</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">*</span> <span class="n" style="color: #333;">x</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">],</span> <span 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="LC41" class="line" lang="python"></span>

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<pre style="margin: 0;">+<span id="LC42" class="line" lang="python"><span class="k" style="font-weight: 600;">def</span> <span class="nf" style="color: #900; font-weight: 600;">realign</span><span class="p">(</span><span class="n" style="color: #333;">s</span><span class="p">):</span></span>

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<pre style="margin: 0;">+<span id="LC43" class="line" lang="python">  <span class="n" style="color: #333;">ps</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">s</span> </span>

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<pre style="margin: 0;">+<span id="LC44" class="line" lang="python">  <span class="n" style="color: #333;">o1</span><span class="p">,</span> <span class="n" style="color: #333;">o2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ntwk</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">tester</span><span class="p">([</span><span class="n" style="color: #333;">scale</span><span class="p">(</span><span class="n" style="color: #333;">data_x</span><span class="p">[</span><span class="n" style="color: #333;">ps</span><span class="p">])])</span> </span>

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<pre style="margin: 0;">+<span id="LC45" class="line" lang="python">  <span class="n" style="color: #333;">o1m</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">argmax</span><span class="p">(</span><span class="n" style="color: #333;">o1</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="mi" style="color: #099;">1</span><span class="p">))</span></span>

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<pre style="margin: 0;">+<span id="LC46" class="line" lang="python">  <span class="n" style="color: #333;">o2m</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">argmax</span><span class="p">(</span><span class="n" style="color: #333;">o2</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="mi" style="color: #099;">1</span><span class="p">))</span></span>

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<pre style="margin: 0;">+<span id="LC47" class="line" lang="python">  <span class="n" style="color: #333;">alph</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">"ACGTN"</span></span>

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<pre style="margin: 0;">+<span id="LC48" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#      fo = open(base_dir+"output%s.fasta" % ps, "w")</span></span>

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<pre style="margin: 0;">+<span id="LC49" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#      print (">xx", file=fo)</span></span>

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<pre style="margin: 0;">+<span id="LC50" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#      for a, b in zip(o1m, o2m):</span></span>

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<pre style="margin: 0;">+<span id="LC51" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#        if a < 4: </span></span>

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<pre style="margin: 0;">+<span id="LC52" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#          fo.write(alph[a])</span></span>

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<pre style="margin: 0;">+<span id="LC53" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#        if b < 4: </span></span>

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<pre style="margin: 0;">+<span id="LC54" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#         fo.write(alph[b])</span></span>

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<pre style="margin: 0;">+<span id="LC55" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#      fo.close()      </span></span>

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<pre style="margin: 0;">+<span id="LC56" class="line" lang="python">  <span class="n" style="color: #333;">f</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">base_dir</span><span class="o" style="font-weight: 600;">+</span><span class="s" style="color: #d14;">"tmpb-</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">s.in"</span> <span class="o" style="font-weight: 600;">%</span> <span class="n" style="color: #333;">s</span><span class="p">,</span> <span class="s" style="color: #d14;">"w"</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC57" class="line" lang="python">  <span class="n" style="color: #333;">lc</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="diff-line-num new new_line" 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">

58

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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="o" style="font-weight: 600;">>></span><span class="n" style="color: #333;">f</span><span class="p">,</span> <span class="n" style="color: #333;">refs</span><span class="p">[</span><span class="n" style="color: #333;">ps</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

59

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

<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;">a</span><span class="p">,</span> <span class="n" style="color: #333;">b</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">zip</span><span class="p">(</span><span class="n" style="color: #333;">o1</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">],</span> <span class="n" style="color: #333;">o2</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="60" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

60

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<pre style="margin: 0;">+<span id="LC60" class="line" lang="python">    <span class="k" style="font-weight: 600;">print</span> <span class="o" style="font-weight: 600;">>></span><span class="n" style="color: #333;">f</span><span class="p">,</span> <span class="s" style="color: #d14;">" "</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">join</span><span class="p">(</span><span class="nb" style="color: #0086b3;">map</span><span class="p">(</span><span class="nb" style="color: #0086b3;">str</span><span class="p">,</span> <span class="n" style="color: #333;">a</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

61

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

<pre style="margin: 0;">+<span id="LC61" class="line" lang="python">    <span class="k" style="font-weight: 600;">print</span> <span class="o" style="font-weight: 600;">>></span><span class="n" style="color: #333;">f</span><span class="p">,</span> <span class="s" style="color: #d14;">" "</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">join</span><span class="p">(</span><span class="nb" style="color: #0086b3;">map</span><span class="p">(</span><span class="nb" style="color: #0086b3;">str</span><span class="p">,</span> <span class="n" style="color: #333;">b</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

62

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

<pre style="margin: 0;">+<span id="LC62" class="line" lang="python">    <span class="n" style="color: #333;">lc</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

63

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<pre style="margin: 0;">+<span id="LC63" class="line" lang="python">  <span class="n" style="color: #333;">f</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">close</span><span class="p">()</span></span>

</pre>

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

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

</pre>

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<td class="diff-line-num new new_line" data-linenumber="65" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

65

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<pre style="margin: 0;">+<span id="LC65" class="line" lang="python">  <span class="k" style="font-weight: 600;">print</span> <span class="s" style="color: #d14;">"s"</span><span class="p">,</span> <span class="n" style="color: #333;">s</span><span class="p">,</span> <span class="n" style="color: #333;">datetime</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">datetime</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">now</span><span class="p">(),</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">refs</span><span class="p">[</span><span class="n" style="color: #333;">ps</span><span class="p">]),</span> <span class="n" style="color: #333;">lc</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data_x</span><span class="p">[</span><span class="n" style="color: #333;">ps</span><span class="p">])</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="66" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

66

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<pre style="margin: 0;">+<span id="LC66" class="line" lang="python">  <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">os</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">system</span><span class="p">(</span><span class="s" style="color: #d14;">"./realign </span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">stmpb-</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">s.in <</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">stmpb-</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">s.in ></span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">stmpb-</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">s.out"</span> <span class="o" style="font-weight: 600;">%</span> <span class="p">(</span><span class="n" style="color: #333;">base_dir</span><span class="p">,</span> <span class="n" style="color: #333;">s</span><span class="p">,</span> <span class="n" style="color: #333;">base_dir</span><span class="p">,</span> <span class="n" style="color: #333;">s</span><span class="p">,</span> <span class="n" style="color: #333;">base_dir</span><span class="p">,</span> <span class="n" style="color: #333;">s</span><span class="p">))</span> <span class="o" style="font-weight: 600;">!=</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="67" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

67

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<pre style="margin: 0;">+<span id="LC67" class="line" lang="python">    <span class="k" style="font-weight: 600;">print</span> <span class="s" style="color: #d14;">"watwat"</span><span class="p">,</span> <span class="n" style="color: #333;">s</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="68" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

68

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<pre style="margin: 0;">+<span id="LC68" class="line" lang="python">    <span class="n" style="color: #333;">sys</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">exit</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="69" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

69

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

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

</pre>

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<td class="diff-line-num new new_line" 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">

70

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<pre style="margin: 0;">+<span id="LC70" class="line" lang="python">  <span class="n" style="color: #333;">f</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">base_dir</span><span class="o" style="font-weight: 600;">+</span><span class="s" style="color: #d14;">"tmpb-</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">s.out"</span> <span class="o" style="font-weight: 600;">%</span> <span class="n" style="color: #333;">s</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

71

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<pre style="margin: 0;">+<span id="LC71" class="line" lang="python">  <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span><span class="p">,</span> <span class="n" style="color: #333;">l</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">enumerate</span><span class="p">(</span><span class="n" style="color: #333;">f</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">data_y</span><span class="p">[</span><span class="n" style="color: #333;">ps</span><span class="p">][</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">mapping</span><span class="p">[</span><span class="n" style="color: #333;">l</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

73

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<pre style="margin: 0;">+<span id="LC73" class="line" lang="python">    <span class="n" style="color: #333;">data_y2</span><span class="p">[</span><span class="n" style="color: #333;">ps</span><span class="p">][</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">mapping</span><span class="p">[</span><span class="n" style="color: #333;">l</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">]]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="74" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

74

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

<pre style="margin: 0;">+<span id="LC74" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="75" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

75

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

<pre style="margin: 0;">+<span id="LC75" class="line" lang="python">  <span class="n" style="color: #333;">fo</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">names</span><span class="p">[</span><span class="n" style="color: #333;">s</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+</span> <span class="s" style="color: #d14;">"r"</span><span class="p">,</span> <span class="s" style="color: #d14;">"w"</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

76

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

<pre style="margin: 0;">+<span id="LC76" class="line" lang="python">  <span class="k" style="font-weight: 600;">print</span> <span class="o" style="font-weight: 600;">>></span><span class="n" style="color: #333;">fo</span><span class="p">,</span> <span class="n" style="color: #333;">refs</span><span class="p">[</span><span class="n" style="color: #333;">s</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">x</span><span class="p">,</span> <span class="n" style="color: #333;">y</span><span class="p">,</span> <span class="n" style="color: #333;">y2</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">zip</span><span class="p">(</span><span class="n" style="color: #333;">data_x</span><span class="p">[</span><span class="n" style="color: #333;">s</span><span class="p">],</span> <span class="n" style="color: #333;">data_y</span><span class="p">[</span><span class="n" style="color: #333;">s</span><span class="p">],</span> <span class="n" style="color: #333;">data_y2</span><span class="p">[</span><span class="n" style="color: #333;">s</span><span class="p">]):</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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="line_content new noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC78" class="line" lang="python">    <span class="k" style="font-weight: 600;">print</span> <span class="o" style="font-weight: 600;">>></span><span class="n" style="color: #333;">fo</span><span class="p">,</span> <span class="s" style="color: #d14;">" "</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">join</span><span class="p">(</span><span class="nb" style="color: #0086b3;">map</span><span class="p">(</span><span class="nb" style="color: #0086b3;">str</span><span class="p">,</span> <span class="n" style="color: #333;">x</span><span class="p">)),</span> <span class="s" style="color: #d14;">"</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">c</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">c"</span> <span class="o" style="font-weight: 600;">%</span> <span class="p">(</span><span class="n" style="color: #333;">alph</span><span class="p">[</span><span class="n" style="color: #333;">y</span><span class="p">],</span> <span class="n" style="color: #333;">alph</span><span class="p">[</span><span class="n" style="color: #333;">y2</span><span class="p">])</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="79" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

79

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

<pre style="margin: 0;">+<span id="LC79" class="line" lang="python">  <span class="n" style="color: #333;">fo</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">close</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="80" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

80

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

<pre style="margin: 0;">+<span id="LC80" class="line" lang="python">  <span class="k" style="font-weight: 600;">return</span> <span class="n" style="color: #333;">data_y</span><span class="p">[</span><span class="n" style="color: #333;">ps</span><span class="p">],</span> <span class="n" style="color: #333;">data_y2</span><span class="p">[</span><span class="n" style="color: #333;">ps</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="81" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

81

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

<pre style="margin: 0;">+<span id="LC81" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="82" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC82" class="line" lang="python"><span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">__name__</span> <span class="o" style="font-weight: 600;">==</span> <span class="s" style="color: #d14;">'__main__'</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="83" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

83

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<pre style="margin: 0;">+<span id="LC83" class="line" lang="python">  <span class="n" style="color: #333;">chars</span> <span class="o" style="font-weight: 600;">=</span> <span class="s" style="color: #d14;">"ACGT"</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="84" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC84" class="line" lang="python">  <span class="n" style="color: #333;">mapping</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">{</span><span class="s" style="color: #d14;">"A"</span><span class="p">:</span> <span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="s" style="color: #d14;">"C"</span><span class="p">:</span> <span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="s" style="color: #d14;">"G"</span><span class="p">:</span> <span class="mi" style="color: #099;">2</span><span class="p">,</span> <span class="s" style="color: #d14;">"T"</span><span class="p">:</span> <span class="mi" style="color: #099;">3</span><span class="p">,</span> <span class="s" style="color: #d14;">"N"</span><span class="p">:</span> <span class="mi" style="color: #099;">4</span><span class="p">}</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="85" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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

<pre style="margin: 0;">+<span id="LC85" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="86" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC86" class="line" lang="python">  <span class="n" style="color: #333;">n_dims</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">4</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="87" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

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<pre style="margin: 0;">+<span id="LC87" class="line" lang="python">  <span class="n" style="color: #333;">n_classes</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">5</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="88" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

88

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

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

</pre>

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

89

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

<pre style="margin: 0;">+<span id="LC89" class="line" lang="python">  <span class="n" style="color: #333;">data_x</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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

90

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

<pre style="margin: 0;">+<span id="LC90" class="line" lang="python">  <span class="n" style="color: #333;">data_y</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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

91

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

<pre style="margin: 0;">+<span id="LC91" class="line" lang="python">  <span class="n" style="color: #333;">data_y2</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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

92

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

<pre style="margin: 0;">+<span id="LC92" class="line" lang="python">  <span class="n" style="color: #333;">refs</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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

93

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

<pre style="margin: 0;">+<span id="LC93" class="line" lang="python">  <span class="n" style="color: #333;">names</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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

94

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

<pre style="margin: 0;">+<span id="LC94" class="line" lang="python"></span>

</pre>

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

95

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

<pre style="margin: 0;">+<span id="LC95" class="line" lang="python">  <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">fn</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">sys</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">argv</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">:]:</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="96" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

96

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

<pre style="margin: 0;">+<span id="LC96" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">fn</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">endswith</span><span class="p">(</span><span class="s" style="color: #d14;">"pkl"</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="97" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

97

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<pre style="margin: 0;">+<span id="LC97" class="line" lang="python">      <span class="k" style="font-weight: 600;">continue</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="98" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

98

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

<pre style="margin: 0;">+<span id="LC98" class="line" lang="python">    <span class="n" style="color: #333;">f</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">open</span><span class="p">(</span><span class="n" style="color: #333;">fn</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="99" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

99

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

<pre style="margin: 0;">+<span id="LC99" class="line" lang="python">    <span class="n" style="color: #333;">ref</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">f</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">readline</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="100" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

100

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

<pre style="margin: 0;">+<span id="LC100" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">ref</span><span class="p">)</span> <span class="o" style="font-weight: 600;">></span> <span class="mi" style="color: #099;">30000</span><span class="p">:</span></span>

</pre>

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

101

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

<pre style="margin: 0;">+<span id="LC101" class="line" lang="python">      <span class="k" style="font-weight: 600;">print</span> <span class="s" style="color: #d14;">"out"</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">ref</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="102" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

102

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

<pre style="margin: 0;">+<span id="LC102" class="line" lang="python">      <span class="k" style="font-weight: 600;">continue</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="103" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

103

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

<pre style="margin: 0;">+<span id="LC103" class="line" lang="python">    <span class="n" style="color: #333;">X</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="104" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

104

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

<pre style="margin: 0;">+<span id="LC104" class="line" lang="python">    <span class="n" style="color: #333;">Y</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

</td>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" 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">

105

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

<pre style="margin: 0;">+<span id="LC105" class="line" lang="python">    <span class="n" style="color: #333;">Y2</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

</td>

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<td class="diff-line-num new new_line" data-linenumber="106" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

106

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<pre style="margin: 0;">+<span id="LC106" class="line" lang="python">    <span class="n" style="color: #333;">good</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">True</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="107" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

107

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

<pre style="margin: 0;">+<span id="LC107" class="line" lang="python">    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">l</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">f</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="108" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

108

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

<pre style="margin: 0;">+<span id="LC108" class="line" lang="python">      <span class="n" style="color: #333;">its</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">l</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">strip</span><span class="p">()</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">split</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="109" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

109

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<pre style="margin: 0;">+<span id="LC109" class="line" lang="python">      <span class="n" style="color: #333;">X</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="nb" style="color: #0086b3;">list</span><span class="p">(</span><span class="nb" style="color: #0086b3;">map</span><span class="p">(</span><span class="nb" style="color: #0086b3;">float</span><span class="p">,</span> <span class="n" style="color: #333;">its</span><span class="p">[:</span><span class="mi" style="color: #099;">4</span><span class="p">])))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="110" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

110

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<pre style="margin: 0;">+<span id="LC110" class="line" lang="python">      <span class="k" style="font-weight: 600;">try</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

111

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<pre style="margin: 0;">+<span id="LC111" class="line" lang="python">        <span class="n" style="color: #333;">Y</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">mapping</span><span class="p">[</span><span class="n" style="color: #333;">its</span><span class="p">[</span><span class="mi" style="color: #099;">4</span><span class="p">][</span><span class="mi" style="color: #099;">0</span><span class="p">]])</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

112

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<pre style="margin: 0;">+<span id="LC112" class="line" lang="python">        <span class="n" style="color: #333;">Y2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">mapping</span><span class="p">[</span><span class="n" style="color: #333;">its</span><span class="p">[</span><span class="mi" style="color: #099;">4</span><span class="p">][</span><span class="mi" style="color: #099;">1</span><span class="p">]])</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="113" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

113

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<pre style="margin: 0;">+<span id="LC113" class="line" lang="python">      <span class="k" style="font-weight: 600;">except</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="114" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

114

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<pre style="margin: 0;">+<span id="LC114" class="line" lang="python">        <span class="k" style="font-weight: 600;">print</span> <span class="s" style="color: #d14;">"wat"</span><span class="p">,</span> <span class="n" style="color: #333;">fn</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="115" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

115

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<pre style="margin: 0;">+<span id="LC115" class="line" lang="python">        <span class="n" style="color: #333;">good</span> <span class="o" style="font-weight: 600;">=</span> <span class="bp" style="color: #999;">False</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="116" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC116" class="line" lang="python">        <span class="k" style="font-weight: 600;">break</span></span>

</pre>

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<td class="diff-line-num new new_line" 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="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">good</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

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<pre style="margin: 0;">+<span id="LC118" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">)</span> <span class="o" style="font-weight: 600;">></span> <span class="mi" style="color: #099;">2000</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="119" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

119

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<pre style="margin: 0;">+<span id="LC119" class="line" lang="python">        <span class="k" style="font-weight: 600;">print</span> <span class="s" style="color: #d14;">"</span><span class="se" style="color: #d14;">\r</span><span class="s" style="color: #d14;">fn"</span><span class="p">,</span> <span class="n" style="color: #333;">fn</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">),</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">Y</span><span class="p">),</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">Y2</span><span class="p">),</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">ref</span><span class="p">),</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">refs</span><span class="p">),</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="120" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

120

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<pre style="margin: 0;">+<span id="LC120" class="line" lang="python">        <span class="n" style="color: #333;">sys</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">stdout</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flush</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="121" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

121

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<pre style="margin: 0;">+<span id="LC121" class="line" lang="python">        <span class="n" style="color: #333;">refs</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">ref</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">strip</span><span class="p">())</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC122" class="line" lang="python">        <span class="n" style="color: #333;">names</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">fn</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="123" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

123

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<pre style="margin: 0;">+<span id="LC123" class="line" lang="python">        <span class="n" style="color: #333;">data_x</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">array</span><span class="p">(</span><span class="n" style="color: #333;">X</span><span class="p">,</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">th</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">config</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">floatX</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="124" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC124" class="line" lang="python">        <span class="n" style="color: #333;">data_y</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">array</span><span class="p">(</span><span class="n" style="color: #333;">Y</span><span class="p">,</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">int32</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="125" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

125

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<pre style="margin: 0;">+<span id="LC125" class="line" lang="python">        <span class="n" style="color: #333;">data_y2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">array</span><span class="p">(</span><span class="n" style="color: #333;">Y2</span><span class="p">,</span> <span class="n" style="color: #333;">dtype</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">int32</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="126" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

126

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<pre style="margin: 0;">+<span id="LC126" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="127" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC127" class="line" lang="python">  <span class="k" style="font-weight: 600;">print</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="128" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC128" class="line" lang="python">  <span class="k" style="font-weight: 600;">print</span> <span class="p">(</span><span class="s" style="color: #d14;">"done"</span><span class="p">,</span> <span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">)</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">x</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">refs</span><span class="p">),</span> <span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">)</span> <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">x</span> <span class="ow" style="font-weight: 600;">in</span> <span class="n" style="color: #333;">data_x</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="129" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

129

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<pre style="margin: 0;">+<span id="LC129" class="line" lang="python">  <span class="n" style="color: #333;">sys</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">stdout</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flush</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="130" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC130" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="131" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC131" class="line" lang="python">  <span class="n" style="color: #333;">ntwk</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">BatchNet</span><span class="p">(</span><span class="n" style="color: #333;">n_dims</span><span class="p">,</span> <span class="n" style="color: #333;">n_classes</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="132" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC132" class="line" lang="python">  <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">sys</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">argv</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">]</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">endswith</span><span class="p">(</span><span class="s" style="color: #d14;">"pkl"</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="133" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC133" class="line" lang="python">    <span class="n" style="color: #333;">ntwk</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">load</span><span class="p">(</span><span class="n" style="color: #333;">sys</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">argv</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">])</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="134" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

134

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<pre style="margin: 0;">+<span id="LC134" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="135" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC135" class="line" lang="python">  <span class="k" style="font-weight: 600;">print</span> <span class="p">(</span><span class="s" style="color: #d14;">"net rdy"</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="136" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

136

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<pre style="margin: 0;">+<span id="LC136" class="line" lang="python">  <span class="n" style="color: #333;">sys</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">stdout</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flush</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="137" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

137

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

</pre>

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<td class="diff-line-num new new_line" 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="n" style="color: #333;">s_arr</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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<td class="diff-line-num new new_line" 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">

139

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<pre style="margin: 0;">+<span id="LC139" class="line" lang="python">  <span class="n" style="color: #333;">p_arr</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="140" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

140

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<pre style="margin: 0;">+<span id="LC140" class="line" lang="python">  <span class="n" style="color: #333;">subseq_size</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">2000</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="141" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

141

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<pre style="margin: 0;">+<span id="LC141" class="line" lang="python">  <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">s</span> <span class="ow" style="font-weight: 600;">in</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;">data_x</span><span class="p">)):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="142" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

142

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<pre style="margin: 0;">+<span id="LC142" class="line" lang="python">    <span class="n" style="color: #333;">s_arr</span> <span class="o" style="font-weight: 600;">+=</span> <span class="p">[</span><span class="n" style="color: #333;">s</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="143" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

143

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<pre style="margin: 0;">+<span id="LC143" class="line" lang="python">    <span class="n" style="color: #333;">p_arr</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_x</span><span class="p">[</span><span class="n" style="color: #333;">s</span><span class="p">])</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">subseq_size</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="144" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

144

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

</pre>

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<td class="diff-line-num new new_line" data-linenumber="145" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

145

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<pre style="margin: 0;">+<span id="LC145" class="line" lang="python">  <span class="n" style="color: #333;">sum_p</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">p_arr</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="146" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

146

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<pre style="margin: 0;">+<span id="LC146" class="line" lang="python">  <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">i</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">p_arr</span><span class="p">)):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="147" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC147" class="line" lang="python">    <span class="n" style="color: #333;">p_arr</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">1.</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">p_arr</span><span class="p">[</span><span class="n" style="color: #333;">i</span><span class="p">]</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">sum_p</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="148" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

148

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<pre style="margin: 0;">+<span id="LC148" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="149" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC149" class="line" lang="python">  <span class="n" style="color: #333;">base_dir</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">str</span><span class="p">(</span><span class="n" style="color: #333;">datetime</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">datetime</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">now</span><span class="p">())</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="150" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC150" class="line" lang="python">  <span class="n" style="color: #333;">base_dir</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">base_dir</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">replace</span><span class="p">(</span><span class="s" style="color: #d14;">' '</span><span class="p">,</span> <span class="s" style="color: #d14;">'_'</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="151" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

151

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<pre style="margin: 0;">+<span id="LC151" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="152" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

152

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<pre style="margin: 0;">+<span id="LC152" class="line" lang="python">  <span class="n" style="color: #333;">os</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">mkdir</span><span class="p">(</span><span class="n" style="color: #333;">base_dir</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="153" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

153

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<pre style="margin: 0;">+<span id="LC153" class="line" lang="python">  <span class="n" style="color: #333;">base_dir</span> <span class="o" style="font-weight: 600;">+=</span> <span class="s" style="color: #d14;">"/"</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="154" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC154" class="line" lang="python">  <span class="n" style="color: #333;">batch_size</span> <span class="o" style="font-weight: 600;">=</span> <span class="mi" style="color: #099;">8</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="155" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

155

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<pre style="margin: 0;">+<span id="LC155" class="line" lang="python">  <span class="n" style="color: #333;">n_batches</span> <span class="o" style="font-weight: 600;">=</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data_x</span><span class="p">)</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">batch_size</span> <span class="o" style="font-weight: 600;">+</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="156" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

156

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

<pre style="margin: 0;">+<span id="LC156" class="line" lang="python">  <span class="k" style="font-weight: 600;">print</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">data_x</span><span class="p">),</span> <span class="n" style="color: #333;">batch_size</span><span class="p">,</span> <span class="n" style="color: #333;">n_batches</span><span class="p">,</span> <span class="n" style="color: #333;">datetime</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">datetime</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">now</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="157" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

157

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

<pre style="margin: 0;">+<span id="LC157" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="158" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC158" class="line" lang="python">  <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">epoch</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;">1000</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="159" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

159

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

<pre style="margin: 0;">+<span id="LC159" class="line" lang="python">    <span class="n" style="color: #333;">taken_gc</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="160" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

160

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

<pre style="margin: 0;">+<span id="LC160" class="line" lang="python">    <span class="n" style="color: #333;">out_gc</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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<td class="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="161" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

161

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<pre style="margin: 0;">+<span id="LC161" class="line" lang="python">    <span class="n" style="color: #333;">tc</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="diff-line-num new new_line" data-linenumber="162" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

162

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

<pre style="margin: 0;">+<span id="LC162" class="line" lang="python">    <span class="n" style="color: #333;">tcs</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="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="163" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

163

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

<pre style="margin: 0;">+<span id="LC163" class="line" lang="python">    <span class="n" style="color: #333;">tcb</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="diff-line-num new new_line" data-linenumber="164" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

164

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

<pre style="margin: 0;">+<span id="LC164" class="line" lang="python">    <span class="n" style="color: #333;">tc2</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="diff-line-num new old_line" 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="diff-line-num new new_line" data-linenumber="165" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

165

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<pre style="margin: 0;">+<span id="LC165" class="line" lang="python">    <span class="n" style="color: #333;">tc3</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="diff-line-num new new_line" data-linenumber="166" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

166

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

<pre style="margin: 0;">+<span id="LC166" class="line" lang="python">    <span class="n" style="color: #333;">ccb</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="diff-line-num new new_line" data-linenumber="167" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

167

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

<pre style="margin: 0;">+<span id="LC167" class="line" lang="python">    <span class="n" style="color: #333;">ccs</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="diff-line-num new new_line" data-linenumber="168" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC168" class="line" lang="python">    <span class="n" style="color: #333;">total_size</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="diff-line-num new new_line" data-linenumber="169" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC169" class="line" lang="python">    <span class="n" style="color: #333;">o1mm</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="170" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC170" class="line" lang="python">    <span class="n" style="color: #333;">y1mm</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="171" style="width: 35px; color: rgba(0,0,0,0.3); 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 noteable_line" style="padding-left: 0.5em; padding-right: 0.5em;" bgcolor="#ecfdf0">

<pre style="margin: 0;">+<span id="LC171" class="line" lang="python">    <span class="n" style="color: #333;">o2mm</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="172" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC172" class="line" lang="python">    <span class="n" style="color: #333;">y2mm</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="173" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC173" class="line" lang="python">    <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">s</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">n_batches</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="174" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

174

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<pre style="margin: 0;">+<span id="LC174" class="line" lang="python">      <span class="n" style="color: #333;">bx</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="175" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

175

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<pre style="margin: 0;">+<span id="LC175" class="line" lang="python">      <span class="n" style="color: #333;">by</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="176" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

176

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<pre style="margin: 0;">+<span id="LC176" class="line" lang="python">      <span class="n" style="color: #333;">by2</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">[]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="177" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

177

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<pre style="margin: 0;">+<span id="LC177" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">s</span> <span class="o" style="font-weight: 600;">%</span> <span class="mi" style="color: #099;">10</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="178" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

178

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<pre style="margin: 0;">+<span id="LC178" class="line" lang="python">        <span class="n" style="color: #333;">s2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">choice</span><span class="p">(</span><span class="n" style="color: #333;">s_arr</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="179" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

179

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<pre style="margin: 0;">+<span id="LC179" class="line" lang="python">        <span class="n" style="color: #333;">x</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">data_x</span><span class="p">[</span><span class="n" style="color: #333;">s2</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="180" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

180

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<pre style="margin: 0;">+<span id="LC180" class="line" lang="python">        <span class="n" style="color: #333;">y</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">data_y</span><span class="p">[</span><span class="n" style="color: #333;">s2</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="181" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

181

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<pre style="margin: 0;">+<span id="LC181" class="line" lang="python">        <span class="n" style="color: #333;">y2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">data_y2</span><span class="p">[</span><span class="n" style="color: #333;">s2</span><span class="p">]</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="182" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

182

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<pre style="margin: 0;">+<span id="LC182" class="line" lang="python">        <span class="n" style="color: #333;">total_size</span> <span class="o" style="font-weight: 600;">+=</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="183" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC183" class="line" lang="python">        <span class="n" style="color: #333;">bx</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">scale</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="184" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC184" class="line" lang="python">        <span class="n" style="color: #333;">by</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">y</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="185" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC185" class="line" lang="python">        <span class="n" style="color: #333;">by2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">y2</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="186" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

186

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<pre style="margin: 0;">+<span id="LC186" class="line" lang="python">      <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="187" style="width: 35px; color: rgba(0,0,0,0.3); border-right-width: 1px; border-right-color: #c7f0d2; border-right-style: solid; padding: 0 5px;" align="right" bgcolor="#ddfbe6">

187

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<pre style="margin: 0;">+<span id="LC187" class="line" lang="python">        <span class="k" style="font-weight: 600;">for</span> <span class="n" style="color: #333;">b</span> <span class="ow" style="font-weight: 600;">in</span> <span class="nb" style="color: #0086b3;">range</span><span class="p">(</span><span class="n" style="color: #333;">batch_size</span><span class="p">):</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="188" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC188" class="line" lang="python">          <span class="n" style="color: #333;">s2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">choice</span><span class="p">(</span><span class="n" style="color: #333;">s_arr</span><span class="p">,</span> <span class="n" style="color: #333;">p</span><span class="o" style="font-weight: 600;">=</span><span class="n" style="color: #333;">p_arr</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="189" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC189" class="line" lang="python">          <span class="n" style="color: #333;">r</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">random</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">randint</span><span class="p">(</span><span class="mi" style="color: #099;">0</span><span class="p">,</span> <span class="n" style="color: #333;">data_x</span><span class="p">[</span><span class="n" style="color: #333;">s2</span><span class="p">]</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">shape</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">subseq_size</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC190" class="line" lang="python">          <span class="n" style="color: #333;">x</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">data_x</span><span class="p">[</span><span class="n" style="color: #333;">s2</span><span class="p">][</span><span class="n" style="color: #333;">r</span><span class="p">:</span><span class="n" style="color: #333;">r</span><span class="o" style="font-weight: 600;">+</span><span class="n" style="color: #333;">subseq_size</span><span class="p">]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC191" class="line" lang="python">          <span class="n" style="color: #333;">total_size</span> <span class="o" style="font-weight: 600;">+=</span> <span class="nb" style="color: #0086b3;">len</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC192" class="line" lang="python">          <span class="n" style="color: #333;">y</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">data_y</span><span class="p">[</span><span class="n" style="color: #333;">s2</span><span class="p">][</span><span class="n" style="color: #333;">r</span><span class="p">:</span><span class="n" style="color: #333;">r</span><span class="o" style="font-weight: 600;">+</span><span class="n" style="color: #333;">subseq_size</span><span class="p">]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC193" class="line" lang="python">          <span class="n" style="color: #333;">y2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">data_y2</span><span class="p">[</span><span class="n" style="color: #333;">s2</span><span class="p">][</span><span class="n" style="color: #333;">r</span><span class="p">:</span><span class="n" style="color: #333;">r</span><span class="o" style="font-weight: 600;">+</span><span class="n" style="color: #333;">subseq_size</span><span class="p">]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC194" class="line" lang="python">          <span class="n" style="color: #333;">bx</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">scale</span><span class="p">(</span><span class="n" style="color: #333;">x</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC195" class="line" lang="python">          <span class="n" style="color: #333;">by</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">y</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="196" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC196" class="line" lang="python">          <span class="n" style="color: #333;">by2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">append</span><span class="p">(</span><span class="n" style="color: #333;">y2</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="197" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC197" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC198" class="line" lang="python">      <span class="n" style="color: #333;">lr</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">8e-3</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="199" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC199" class="line" lang="python"><span class="c" style="color: #998; font-style: italic;">#      lr = 1e-3</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC200" class="line" lang="python">  <span class="c" style="color: #998; font-style: italic;">#    if epoch >= 3:</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC201" class="line" lang="python">  <span class="c" style="color: #998; font-style: italic;">#      lr = 2e-1</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC202" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">epoch</span> <span class="o" style="font-weight: 600;">>=</span> <span class="mi" style="color: #099;">970</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="203" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC203" class="line" lang="python">        <span class="n" style="color: #333;">lr</span> <span class="o" style="font-weight: 600;">=</span> <span class="mf" style="color: #099;">1e-3</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="204" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC204" class="line" lang="python">      <span class="n" style="color: #333;">by</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">array</span><span class="p">(</span><span class="n" style="color: #333;">by</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC205" class="line" lang="python">      <span class="n" style="color: #333;">by2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">array</span><span class="p">(</span><span class="n" style="color: #333;">by2</span><span class="p">)</span></span>

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<pre style="margin: 0;">+<span id="LC206" class="line" lang="python">      <span class="n" style="color: #333;">cost</span><span class="p">,</span> <span class="n" style="color: #333;">o1</span><span class="p">,</span> <span class="n" style="color: #333;">o2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">ntwk</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">trainer</span><span class="p">(</span><span class="n" style="color: #333;">bx</span><span class="p">,</span> <span class="n" style="color: #333;">by</span><span class="p">,</span> <span class="n" style="color: #333;">by2</span><span class="p">)</span></span>

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<td class="diff-line-num new new_line" data-linenumber="207" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC207" class="line" lang="python">      <span class="n" style="color: #333;">tc</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">cost</span></span>

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<td class="diff-line-num new new_line" data-linenumber="208" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC208" class="line" lang="python">      <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">s</span> <span class="o" style="font-weight: 600;">%</span> <span class="mi" style="color: #099;">20</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">0</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="209" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC209" class="line" lang="python">        <span class="n" style="color: #333;">tcb</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">cost</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="210" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC210" class="line" lang="python">        <span class="n" style="color: #333;">ccb</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="211" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC211" class="line" lang="python">      <span class="k" style="font-weight: 600;">else</span><span class="p">:</span></span>

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<pre style="margin: 0;">+<span id="LC212" class="line" lang="python">        <span class="n" style="color: #333;">tcs</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">cost</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="213" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC213" class="line" lang="python">        <span class="n" style="color: #333;">ccs</span> <span class="o" style="font-weight: 600;">+=</span> <span class="mi" style="color: #099;">1</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC214" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC215" class="line" lang="python">      <span class="n" style="color: #333;">o1m</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">argmax</span><span class="p">(</span><span class="n" style="color: #333;">flatten2</span><span class="p">(</span><span class="n" style="color: #333;">o1</span><span class="p">),</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="LC216" class="line" lang="python">      <span class="n" style="color: #333;">o2m</span> <span class="o" style="font-weight: 600;">=</span> <span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">argmax</span><span class="p">(</span><span class="n" style="color: #333;">flatten2</span><span class="p">(</span><span class="n" style="color: #333;">o2</span><span class="p">),</span> <span class="mi" style="color: #099;">1</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="217" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC217" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC218" class="line" lang="python">      <span class="n" style="color: #333;">o1mm</span> <span class="o" style="font-weight: 600;">+=</span> <span class="nb" style="color: #0086b3;">list</span><span class="p">(</span><span class="n" style="color: #333;">o1m</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="219" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC219" class="line" lang="python">      <span class="n" style="color: #333;">o2mm</span> <span class="o" style="font-weight: 600;">+=</span> <span class="nb" style="color: #0086b3;">list</span><span class="p">(</span><span class="n" style="color: #333;">o2m</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="220" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC220" class="line" lang="python">      <span class="n" style="color: #333;">y1mm</span> <span class="o" style="font-weight: 600;">+=</span> <span class="nb" style="color: #0086b3;">list</span><span class="p">(</span><span class="n" style="color: #333;">flatten2</span><span class="p">(</span><span class="n" style="color: #333;">by</span><span class="p">))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="221" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC221" class="line" lang="python">      <span class="n" style="color: #333;">y2mm</span> <span class="o" style="font-weight: 600;">+=</span> <span class="nb" style="color: #0086b3;">list</span><span class="p">(</span><span class="n" style="color: #333;">flatten2</span><span class="p">(</span><span class="n" style="color: #333;">by2</span><span class="p">))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC222" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC223" class="line" lang="python">      <span class="n" style="color: #333;">tc2</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">equal</span><span class="p">(</span><span class="n" style="color: #333;">o1m</span><span class="p">,</span> <span class="n" style="color: #333;">by</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flatten</span><span class="p">()))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="224" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC224" class="line" lang="python">      <span class="n" style="color: #333;">tc3</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">equal</span><span class="p">(</span><span class="n" style="color: #333;">o2m</span><span class="p">,</span> <span class="n" style="color: #333;">by2</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flatten</span><span class="p">()))</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="225" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC225" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="226" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC226" class="line" lang="python">      <span class="n" style="color: #333;">sys</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">stdout</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">write</span><span class="p">(</span><span class="s" style="color: #d14;">'</span><span class="se" style="color: #d14;">\r</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">d </span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">f </span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">f </span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">f'</span> <span class="o" style="font-weight: 600;">%</span> <span class="p">(</span><span class="n" style="color: #333;">s</span><span class="p">,</span> <span class="n" style="color: #333;">tc</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</span><span class="n" style="color: #333;">s</span><span class="o" style="font-weight: 600;">+</span><span class="mi" style="color: #099;">1</span><span class="p">),</span> <span class="n" style="color: #333;">tcs</span> <span class="o" style="font-weight: 600;">/</span> <span class="nb" style="color: #0086b3;">max</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">ccs</span><span class="p">),</span> <span class="n" style="color: #333;">tcb</span> <span class="o" style="font-weight: 600;">/</span> <span class="nb" style="color: #0086b3;">max</span><span class="p">(</span><span class="mi" style="color: #099;">1</span><span class="p">,</span> <span class="n" style="color: #333;">ccb</span><span class="p">)))</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC227" class="line" lang="python">      <span class="n" style="color: #333;">sys</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">stdout</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flush</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="228" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC228" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC229" class="line" lang="python">    <span class="k" style="font-weight: 600;">print</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC230" class="line" lang="python">    <span class="n" style="color: #333;">conf1</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">confusion_matrix</span><span class="p">(</span><span class="n" style="color: #333;">y1mm</span><span class="p">,</span> <span class="n" style="color: #333;">o1mm</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC231" class="line" lang="python">    <span class="n" style="color: #333;">conf2</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">confusion_matrix</span><span class="p">(</span><span class="n" style="color: #333;">y2mm</span><span class="p">,</span> <span class="n" style="color: #333;">o2mm</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="232" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC232" class="line" lang="python">    <span class="n" style="color: #333;">good</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">conf1</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">,</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">conf1</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">,</span><span class="mi" style="color: #099;">1</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">conf1</span><span class="p">[</span><span class="mi" style="color: #099;">2</span><span class="p">,</span><span class="mi" style="color: #099;">2</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">conf1</span><span class="p">[</span><span class="mi" style="color: #099;">3</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="LC233" class="line" lang="python">    <span class="n" style="color: #333;">good</span> <span class="o" style="font-weight: 600;">+=</span> <span class="n" style="color: #333;">conf2</span><span class="p">[</span><span class="mi" style="color: #099;">0</span><span class="p">,</span><span class="mi" style="color: #099;">0</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">conf2</span><span class="p">[</span><span class="mi" style="color: #099;">1</span><span class="p">,</span><span class="mi" style="color: #099;">1</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">conf2</span><span class="p">[</span><span class="mi" style="color: #099;">2</span><span class="p">,</span><span class="mi" style="color: #099;">2</span><span class="p">]</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">conf2</span><span class="p">[</span><span class="mi" style="color: #099;">3</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="LC234" class="line" lang="python">    <span class="n" style="color: #333;">bad</span> <span class="o" style="font-weight: 600;">=</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">conf1</span><span class="p">)</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">np</span><span class="o" style="font-weight: 600;">.</span><span class="nb" style="color: #0086b3;">sum</span><span class="p">(</span><span class="n" style="color: #333;">conf2</span><span class="p">)</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">good</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">conf1</span><span class="p">[</span><span class="mi" style="color: #099;">4</span><span class="p">,</span><span class="mi" style="color: #099;">4</span><span class="p">]</span> <span class="o" style="font-weight: 600;">-</span> <span class="n" style="color: #333;">conf2</span><span class="p">[</span><span class="mi" style="color: #099;">4</span><span class="p">,</span><span class="mi" style="color: #099;">4</span><span class="p">]</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC235" class="line" lang="python"></span>

</pre>

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<pre style="margin: 0;">+<span id="LC236" class="line" lang="python">    <span class="k" style="font-weight: 600;">print</span> <span class="n" style="color: #333;">epoch</span><span class="p">,</span> <span class="n" style="color: #333;">tc</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">n_batches</span><span class="p">,</span> <span class="mf" style="color: #099;">1.</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">tc2</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">total_size</span><span class="p">,</span> <span class="mf" style="color: #099;">1.</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">tc3</span> <span class="o" style="font-weight: 600;">/</span> <span class="n" style="color: #333;">total_size</span><span class="p">,</span> <span class="mf" style="color: #099;">1.</span><span class="o" style="font-weight: 600;">*</span><span class="n" style="color: #333;">good</span> <span class="o" style="font-weight: 600;">/</span> <span class="p">(</span><span class="n" style="color: #333;">good</span> <span class="o" style="font-weight: 600;">+</span> <span class="n" style="color: #333;">bad</span><span class="p">),</span> <span class="n" style="color: #333;">datetime</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">datetime</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">now</span><span class="p">()</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="237" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC237" class="line" lang="python">    <span class="n" style="color: #333;">print_stats</span><span class="p">(</span><span class="n" style="color: #333;">o1mm</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="238" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC238" class="line" lang="python">    <span class="n" style="color: #333;">print_stats</span><span class="p">(</span><span class="n" style="color: #333;">o2mm</span><span class="p">)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="239" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC239" class="line" lang="python">    <span class="k" style="font-weight: 600;">print</span> <span class="n" style="color: #333;">conf1</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC240" class="line" lang="python">    <span class="k" style="font-weight: 600;">print</span> <span class="n" style="color: #333;">conf2</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="241" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC241" class="line" lang="python">  <span class="c" style="color: #998; font-style: italic;">#  print "out", np.min(out_gc), np.median(out_gc), np.max(out_gc), len(out_gc)</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="242" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC242" class="line" lang="python">    <span class="n" style="color: #333;">sys</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">stdout</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">flush</span><span class="p">()</span></span>

</pre>

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</td>

<td class="diff-line-num new new_line" data-linenumber="243" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC243" class="line" lang="python"></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="244" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC244" class="line" lang="python">    <span class="k" style="font-weight: 600;">if</span> <span class="n" style="color: #333;">epoch</span> <span class="o" style="font-weight: 600;">%</span> <span class="mi" style="color: #099;">20</span> <span class="o" style="font-weight: 600;">==</span> <span class="mi" style="color: #099;">19</span><span class="p">:</span></span>

</pre>

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<td class="diff-line-num new new_line" data-linenumber="245" style="width: 35px; color: rgba(0,0,0,0.3); 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="LC245" class="line" lang="python">      <span class="n" style="color: #333;">ntwk</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">save</span><span class="p">(</span><span class="n" style="color: #333;">base_dir</span><span class="o" style="font-weight: 600;">+</span><span class="s" style="color: #d14;">"dumpx-</span><span class="si" style="color: #d14;">%</span><span class="s" style="color: #d14;">d.pkl"</span> <span class="o" style="font-weight: 600;">%</span> <span class="n" style="color: #333;">epoch</span><span class="p">)</span></span>

</pre>

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<pre style="margin: 0;">+<span id="LC246" class="line" lang="python">    <span class="n" style="color: #333;">ntwk</span><span class="o" style="font-weight: 600;">.</span><span class="n" style="color: #333;">save</span><span class="p">(</span><span class="n" style="color: #333;">base_dir</span><span class="o" style="font-weight: 600;">+</span><span class="s" style="color: #d14;">"latest.pkl"</span><span class="p">)</span></span></pre>

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