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<main>
<article id="content">
<header>
<h1 class="title">Module <code>audiocraft.adversarial.discriminators.base</code></h1>
</header>
<section id="section-intro">
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python"># Copyright (c) Meta Platforms, Inc. and affiliates.
# All rights reserved.
#
# This source code is licensed under the license found in the
# LICENSE file in the root directory of this source tree.

from abc import ABC, abstractmethod
import typing as tp

import torch
import torch.nn as nn


FeatureMapType = tp.List[torch.Tensor]
LogitsType = torch.Tensor
MultiDiscriminatorOutputType = tp.Tuple[tp.List[LogitsType], tp.List[FeatureMapType]]


class MultiDiscriminator(ABC, nn.Module):
&#34;&#34;&#34;Base implementation for discriminators composed of sub-discriminators acting at different scales.
&#34;&#34;&#34;
def __init__(self):
super().__init__()

@abstractmethod
def forward(self, x: torch.Tensor) -&gt; MultiDiscriminatorOutputType:
...

@property
@abstractmethod
def num_discriminators(self) -&gt; int:
&#34;&#34;&#34;Number of discriminators.
&#34;&#34;&#34;
...</code></pre>
</details>
</section>
<section>
</section>
<section>
</section>
<section>
</section>
<section>
<h2 class="section-title" id="header-classes">Classes</h2>
<dl>
<dt id="audiocraft.adversarial.discriminators.base.MultiDiscriminator"><code class="flex name class">
<span>class <span class="ident">MultiDiscriminator</span></span>
</code></dt>
<dd>
<div class="desc"><p>Base implementation for discriminators composed of sub-discriminators acting at different scales.</p></div>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">class MultiDiscriminator(ABC, nn.Module):
&#34;&#34;&#34;Base implementation for discriminators composed of sub-discriminators acting at different scales.
&#34;&#34;&#34;
def __init__(self):
super().__init__()

@abstractmethod
def forward(self, x: torch.Tensor) -&gt; MultiDiscriminatorOutputType:
...

@property
@abstractmethod
def num_discriminators(self) -&gt; int:
&#34;&#34;&#34;Number of discriminators.
&#34;&#34;&#34;
...</code></pre>
</details>
<h3>Ancestors</h3>
<ul class="hlist">
<li>abc.ABC</li>
<li>torch.nn.modules.module.Module</li>
</ul>
<h3>Subclasses</h3>
<ul class="hlist">
<li><a title="audiocraft.adversarial.discriminators.mpd.MultiPeriodDiscriminator" href="mpd.html#audiocraft.adversarial.discriminators.mpd.MultiPeriodDiscriminator">MultiPeriodDiscriminator</a></li>
<li><a title="audiocraft.adversarial.discriminators.msd.MultiScaleDiscriminator" href="msd.html#audiocraft.adversarial.discriminators.msd.MultiScaleDiscriminator">MultiScaleDiscriminator</a></li>
<li><a title="audiocraft.adversarial.discriminators.msstftd.MultiScaleSTFTDiscriminator" href="msstftd.html#audiocraft.adversarial.discriminators.msstftd.MultiScaleSTFTDiscriminator">MultiScaleSTFTDiscriminator</a></li>
</ul>
<h3>Class variables</h3>
<dl>
<dt id="audiocraft.adversarial.discriminators.base.MultiDiscriminator.call_super_init"><code class="name">var <span class="ident">call_super_init</span> : bool</code></dt>
<dd>
<div class="desc"></div>
</dd>
<dt id="audiocraft.adversarial.discriminators.base.MultiDiscriminator.dump_patches"><code class="name">var <span class="ident">dump_patches</span> : bool</code></dt>
<dd>
<div class="desc"></div>
</dd>
<dt id="audiocraft.adversarial.discriminators.base.MultiDiscriminator.training"><code class="name">var <span class="ident">training</span> : bool</code></dt>
<dd>
<div class="desc"></div>
</dd>
</dl>
<h3>Instance variables</h3>
<dl>
<dt id="audiocraft.adversarial.discriminators.base.MultiDiscriminator.num_discriminators"><code class="name">var <span class="ident">num_discriminators</span> : int</code></dt>
<dd>
<div class="desc"><p>Number of discriminators.</p></div>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">@property
@abstractmethod
def num_discriminators(self) -&gt; int:
&#34;&#34;&#34;Number of discriminators.
&#34;&#34;&#34;
...</code></pre>
</details>
</dd>
</dl>
<h3>Methods</h3>
<dl>
<dt id="audiocraft.adversarial.discriminators.base.MultiDiscriminator.forward"><code class="name flex">
<span>def <span class="ident">forward</span></span>(<span>self, x: torch.Tensor) ‑> Tuple[List[torch.Tensor], List[List[torch.Tensor]]]</span>
</code></dt>
<dd>
<div class="desc"><p>Defines the computation performed at every call.</p>
<p>Should be overridden by all subclasses.</p>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>Although the recipe for forward pass needs to be defined within
this function, one should call the :class:<code>Module</code> instance afterwards
instead of this since the former takes care of running the
registered hooks while the latter silently ignores them.</p>
</div></div>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">@abstractmethod
def forward(self, x: torch.Tensor) -&gt; MultiDiscriminatorOutputType:
...</code></pre>
</details>
</dd>
</dl>
</dd>
</dl>
</section>
</article>
<nav id="sidebar">
<h1>Index</h1>
<div class="toc">
<ul></ul>
</div>
<ul id="index">
<li><h3>Super-module</h3>
<ul>
<li><code><a title="audiocraft.adversarial.discriminators" href="index.html">audiocraft.adversarial.discriminators</a></code></li>
</ul>
</li>
<li><h3><a href="#header-classes">Classes</a></h3>
<ul>
<li>
<h4><code><a title="audiocraft.adversarial.discriminators.base.MultiDiscriminator" href="#audiocraft.adversarial.discriminators.base.MultiDiscriminator">MultiDiscriminator</a></code></h4>
<ul class="">
<li><code><a title="audiocraft.adversarial.discriminators.base.MultiDiscriminator.call_super_init" href="#audiocraft.adversarial.discriminators.base.MultiDiscriminator.call_super_init">call_super_init</a></code></li>
<li><code><a title="audiocraft.adversarial.discriminators.base.MultiDiscriminator.dump_patches" href="#audiocraft.adversarial.discriminators.base.MultiDiscriminator.dump_patches">dump_patches</a></code></li>
<li><code><a title="audiocraft.adversarial.discriminators.base.MultiDiscriminator.forward" href="#audiocraft.adversarial.discriminators.base.MultiDiscriminator.forward">forward</a></code></li>
<li><code><a title="audiocraft.adversarial.discriminators.base.MultiDiscriminator.num_discriminators" href="#audiocraft.adversarial.discriminators.base.MultiDiscriminator.num_discriminators">num_discriminators</a></code></li>
<li><code><a title="audiocraft.adversarial.discriminators.base.MultiDiscriminator.training" href="#audiocraft.adversarial.discriminators.base.MultiDiscriminator.training">training</a></code></li>
</ul>
</li>
</ul>
</li>
</ul>
</nav>
</main>
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