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<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): | ||
"""Base implementation for discriminators composed of sub-discriminators acting at different scales. | ||
""" | ||
def __init__(self): | ||
super().__init__() | ||
|
||
@abstractmethod | ||
def forward(self, x: torch.Tensor) -> MultiDiscriminatorOutputType: | ||
... | ||
|
||
@property | ||
@abstractmethod | ||
def num_discriminators(self) -> int: | ||
"""Number of discriminators. | ||
""" | ||
...</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): | ||
"""Base implementation for discriminators composed of sub-discriminators acting at different scales. | ||
""" | ||
def __init__(self): | ||
super().__init__() | ||
|
||
@abstractmethod | ||
def forward(self, x: torch.Tensor) -> MultiDiscriminatorOutputType: | ||
... | ||
|
||
@property | ||
@abstractmethod | ||
def num_discriminators(self) -> int: | ||
"""Number of discriminators. | ||
""" | ||
...</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) -> int: | ||
"""Number of discriminators. | ||
""" | ||
...</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) -> 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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