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<section id="installation">
<h1>Installation<a class="headerlink" href="#installation" title="Permalink to this heading"></a></h1>
<h1>Installation<a class="headerlink" href="#installation" title="Permalink to this heading"></a></h1>
<blockquote>
<div><ul class="simple">
<li><p><img alt="Supported operating systems" src="_images/os-green.svg" /></p></li>
@ -199,7 +109,7 @@ of <a class="reference external" href="https://pytorch.org/">PyTorch</a>.</p>
of <a class="reference external" href="https://pytorch.org/">PyTorch</a>. CUDA &gt;= 10.1 is known to work.</p>
</div>
<section id="install-kaldifeat-from-source">
<span id="from-source"></span><h2>Install kaldifeat from source<a class="headerlink" href="#install-kaldifeat-from-source" title="Permalink to this heading"></a></h2>
<span id="from-source"></span><h2>Install kaldifeat from source<a class="headerlink" href="#install-kaldifeat-from-source" title="Permalink to this heading"></a></h2>
<p>You have to install <code class="docutils literal notranslate"><span class="pre">cmake</span></code> and <a class="reference external" href="https://pytorch.org/">PyTorch</a> first.</p>
<blockquote>
<div><ul class="simple">
@ -221,7 +131,7 @@ python3<span class="w"> </span>setup.py<span class="w"> </span>install
<p>It should print the version, e.g., <code class="docutils literal notranslate"><span class="pre">1.0</span></code>.</p>
</section>
<section id="install-kaldifeat-from-pypi">
<span id="from-pypi"></span><h2>Install kaldifeat from PyPI<a class="headerlink" href="#install-kaldifeat-from-pypi" title="Permalink to this heading"></a></h2>
<span id="from-pypi"></span><h2>Install kaldifeat from PyPI<a class="headerlink" href="#install-kaldifeat-from-pypi" title="Permalink to this heading"></a></h2>
<p>The command to install <a class="reference external" href="https://github.com/csukuangfj/kaldifeat">kaldifeat</a> from PyPI is:</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip<span class="w"> </span>install<span class="w"> </span>--verbose<span class="w"> </span>kaldifeat
</pre></div>
@ -233,7 +143,7 @@ python3<span class="w"> </span>setup.py<span class="w"> </span>install
<p>It should print the version, e.g., <code class="docutils literal notranslate"><span class="pre">1.0</span></code>.</p>
</section>
<section id="install-kaldifeat-from-conda-only-for-linux">
<h2>Install kaldifeat from conda (Only for Linux)<a class="headerlink" href="#install-kaldifeat-from-conda-only-for-linux" title="Permalink to this heading"></a></h2>
<h2>Install kaldifeat from conda (Only for Linux)<a class="headerlink" href="#install-kaldifeat-from-conda-only-for-linux" title="Permalink to this heading"></a></h2>
<div class="admonition hint">
<p class="admonition-title">Hint</p>
<p>Installation using <code class="docutils literal notranslate"><span class="pre">conda</span></code> supports only Linux. For macOS and Windows,
@ -262,9 +172,9 @@ GLIBC is older.</p>
<p>It should print the version, e.g., <code class="docutils literal notranslate"><span class="pre">1.0</span></code>.</p>
</section>
<section id="faqs">
<h2>FAQs<a class="headerlink" href="#faqs" title="Permalink to this heading"></a></h2>
<h2>FAQs<a class="headerlink" href="#faqs" title="Permalink to this heading"></a></h2>
<section id="how-to-install-a-cuda-version-of-kaldifeat">
<h3>How to install a CUDA version of kaldifeat<a class="headerlink" href="#how-to-install-a-cuda-version-of-kaldifeat" title="Permalink to this heading"></a></h3>
<h3>How to install a CUDA version of kaldifeat<a class="headerlink" href="#how-to-install-a-cuda-version-of-kaldifeat" title="Permalink to this heading"></a></h3>
<p>You need to first install a CUDA version of <a class="reference external" href="https://pytorch.org/">PyTorch</a> and then install <a class="reference external" href="https://github.com/csukuangfj/kaldifeat">kaldifeat</a>.</p>
<div class="admonition note">
<p class="admonition-title">Note</p>
@ -272,11 +182,11 @@ GLIBC is older.</p>
</div>
</section>
<section id="how-to-install-a-cpu-version-of-kaldifeat">
<h3>How to install a CPU version of kaldifeat<a class="headerlink" href="#how-to-install-a-cpu-version-of-kaldifeat" title="Permalink to this heading"></a></h3>
<h3>How to install a CPU version of kaldifeat<a class="headerlink" href="#how-to-install-a-cpu-version-of-kaldifeat" title="Permalink to this heading"></a></h3>
<p>You need to first install a CPU version of <a class="reference external" href="https://pytorch.org/">PyTorch</a> and then install <a class="reference external" href="https://github.com/csukuangfj/kaldifeat">kaldifeat</a>.</p>
</section>
<section id="how-to-fix-caffe2-cannot-find-cudnn-library">
<h3>How to fix <cite>Caffe2: Cannot find cuDNN library</cite><a class="headerlink" href="#how-to-fix-caffe2-cannot-find-cudnn-library" title="Permalink to this heading"></a></h3>
<h3>How to fix <cite>Caffe2: Cannot find cuDNN library</cite><a class="headerlink" href="#how-to-fix-caffe2-cannot-find-cudnn-library" title="Permalink to this heading"></a></h3>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Your</span> <span class="n">installed</span> <span class="n">Caffe2</span> <span class="n">version</span> <span class="n">uses</span> <span class="n">cuDNN</span> <span class="n">but</span> <span class="n">I</span> <span class="n">cannot</span> <span class="n">find</span> <span class="n">the</span> <span class="n">cuDNN</span>
<span class="n">libraries</span><span class="o">.</span> <span class="n">Please</span> <span class="nb">set</span> <span class="n">the</span> <span class="n">proper</span> <span class="n">cuDNN</span> <span class="n">prefixes</span> <span class="ow">and</span> <span class="o">/</span> <span class="ow">or</span> <span class="n">install</span> <span class="n">cuDNN</span><span class="o">.</span>
</pre></div>
@ -309,50 +219,33 @@ python<span class="w"> </span>setup.py<span class="w"> </span>install
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kaldifeat
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1.22
1.23
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<input type="text" name="q" placeholder="Search docs" />
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<ul class="current">
<li class="toctree-l1 current"><a class="current reference internal" href="#">Introduction</a></li>
@ -98,75 +51,32 @@
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<section id="introduction">
<h1>Introduction<a class="headerlink" href="#introduction" title="Permalink to this heading"></a></h1>
<h1>Introduction<a class="headerlink" href="#introduction" title="Permalink to this heading"></a></h1>
<p><a class="reference external" href="https://github.com/csukuangfj/kaldifeat">kaldifeat</a> implements
speech feature extraction algorithms <strong>compatible</strong> with <a class="reference external" href="https://github.com/kaldi-asr/kaldi">Kaldi</a> using <a class="reference external" href="https://pytorch.org/">PyTorch</a>,
supporting CUDA as well as autograd.</p>
@ -214,10 +124,10 @@ With chunk-based processing, you can process audios of arbirtray length.</p>
<p>Currently implemented speech features and their counterparts in <a class="reference external" href="https://github.com/kaldi-asr/kaldi">Kaldi</a> are
listed in the following table.</p>
<table class="docutils align-default" id="id1">
<caption><span class="caption-number">Table 1 </span><span class="caption-text">Supported speech features</span><a class="headerlink" href="#id1" title="Permalink to this table"></a></caption>
<caption><span class="caption-number">Table 1 </span><span class="caption-text">Supported speech features</span><a class="headerlink" href="#id1" title="Permalink to this table"></a></caption>
<colgroup>
<col style="width: 50.0%" />
<col style="width: 50.0%" />
<col style="width: 50%" />
<col style="width: 50%" />
</colgroup>
<thead>
<tr class="row-odd"><th class="head"><p>Supported speech features</p></th>
@ -257,10 +167,10 @@ for each computer and the corresponding options in <a class="reference external"
same option.</p>
</div>
<table class="docutils align-default" id="id2">
<caption><span class="caption-number">Table 2 </span><span class="caption-text">Feature computer options</span><a class="headerlink" href="#id2" title="Permalink to this table"></a></caption>
<caption><span class="caption-number">Table 2 </span><span class="caption-text">Feature computer options</span><a class="headerlink" href="#id2" title="Permalink to this table"></a></caption>
<colgroup>
<col style="width: 50.0%" />
<col style="width: 50.0%" />
<col style="width: 50%" />
<col style="width: 50%" />
</colgroup>
<thead>
<tr class="row-odd"><th class="head"><p>Options in <a class="reference external" href="https://github.com/csukuangfj/kaldifeat">kaldifeat</a></p></th>
@ -294,50 +204,33 @@ computer.</p>
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<section id="kaldifeat-fbankoptions">
<h1>kaldifeat.FbankOptions<a class="headerlink" href="#kaldifeat-fbankoptions" title="Permalink to this heading"></a></h1>
<h1>kaldifeat.FbankOptions<a class="headerlink" href="#kaldifeat-fbankoptions" title="Permalink to this heading"></a></h1>
<p>If you want to construct an instance of <a class="reference external" href="https://github.com/csukuangfj/kaldifeat/blob/master/kaldifeat/python/kaldifeat/fbank.py#L10">kaldifeat.Fbank</a> or
<a class="reference external" href="https://github.com/csukuangfj/kaldifeat/blob/master/kaldifeat/python/kaldifeat/fbank.py#L16">kaldifeat.OnlineFbank</a>, you have to provide an instance of
<a class="reference external" href="https://github.com/csukuangfj/kaldifeat/blob/master/kaldifeat/csrc/feature-fbank.h#L19">kaldifeat.FbankOptions</a>.</p>
<p>The following code shows how to construct an instance of <a class="reference external" href="https://github.com/csukuangfj/kaldifeat/blob/master/kaldifeat/csrc/feature-fbank.h#L19">kaldifeat.FbankOptions</a>.</p>
<div class="literal-block-wrapper docutils container" id="id2">
<div class="code-block-caption"><span class="caption-number">Listing 1 </span><span class="caption-text">Usage of <a class="reference external" href="https://github.com/csukuangfj/kaldifeat/blob/master/kaldifeat/csrc/feature-fbank.h#L19">kaldifeat.FbankOptions</a></span><a class="headerlink" href="#id2" title="Permalink to this code"></a></div>
<div class="code-block-caption"><span class="caption-number">Listing 1 </span><span class="caption-text">Usage of <a class="reference external" href="https://github.com/csukuangfj/kaldifeat/blob/master/kaldifeat/csrc/feature-fbank.h#L19">kaldifeat.FbankOptions</a></span><a class="headerlink" href="#id2" title="Permalink to this code"></a></div>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>$ python3
Python 3.8.0 (default, Oct 28 2019, 16:14:01)
[GCC 8.3.0] on linux
@ -256,7 +165,7 @@ cpu
</pre></div>
</div>
<div class="literal-block-wrapper docutils container" id="id3">
<div class="code-block-caption"><span class="caption-number">Listing 2 </span><span class="caption-text">Output of <code class="docutils literal notranslate"><span class="pre">compute-fbank-feats</span> <span class="pre">--help</span></code></span><a class="headerlink" href="#id3" title="Permalink to this code"></a></div>
<div class="code-block-caption"><span class="caption-number">Listing 2 </span><span class="caption-text">Output of <code class="docutils literal notranslate"><span class="pre">compute-fbank-feats</span> <span class="pre">--help</span></code></span><a class="headerlink" href="#id3" title="Permalink to this code"></a></div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">compute</span><span class="o">-</span><span class="n">fbank</span><span class="o">-</span><span class="n">feats</span>
<span class="n">Create</span> <span class="n">Mel</span><span class="o">-</span><span class="nb">filter</span> <span class="n">bank</span> <span class="p">(</span><span class="n">FBANK</span><span class="p">)</span> <span class="n">feature</span> <span class="n">files</span><span class="o">.</span>
@ -323,12 +232,12 @@ constructed from it performs computation on CPU or CUDA.</p>
of <a class="reference external" href="https://pytorch.org/">PyTorch</a>.</p>
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<section id="example-usage">
<h2>Example usage<a class="headerlink" href="#example-usage" title="Permalink to this heading"></a></h2>
<h2>Example usage<a class="headerlink" href="#example-usage" title="Permalink to this heading"></a></h2>
<p>The following code from
<a class="reference external" href="https://github.com/csukuangfj/kaldifeat/blob/master/kaldifeat/python/tests/test_fbank_options.py">https://github.com/csukuangfj/kaldifeat/blob/master/kaldifeat/python/tests/test_fbank_options.py</a>
demonstrate the usage of <a class="reference external" href="https://github.com/csukuangfj/kaldifeat/blob/master/kaldifeat/csrc/feature-fbank.h#L19">kaldifeat.FbankOptions</a>:</p>
<div class="literal-block-wrapper docutils container" id="id4">
<div class="code-block-caption"><span class="caption-number">Listing 3 </span><span class="caption-text">Example usage of <a class="reference external" href="https://github.com/csukuangfj/kaldifeat/blob/master/kaldifeat/csrc/feature-fbank.h#L19">kaldifeat.FbankOptions</a></span><a class="headerlink" href="#id4" title="Permalink to this code"></a></div>
<div class="code-block-caption"><span class="caption-number">Listing 3 </span><span class="caption-text">Example usage of <a class="reference external" href="https://github.com/csukuangfj/kaldifeat/blob/master/kaldifeat/csrc/feature-fbank.h#L19">kaldifeat.FbankOptions</a></span><a class="headerlink" href="#id4" title="Permalink to this code"></a></div>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="ch">#!/usr/bin/env python3</span>
<span class="c1">#</span>
<span class="c1"># Copyright (c) 2021 Xiaomi Corporation (authors: Fangjun Kuang)</span>
@ -546,50 +455,33 @@ demonstrate the usage of <a class="reference external" href="https://github.com/
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<h1>Usage<a class="headerlink" href="#usage" title="Permalink to this heading"></a></h1>
<p>This section describes how to use feature computers in <a class="reference external" href="https://github.com/csukuangfj/kaldifeat">kaldifeat</a>.</p>
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