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| </head> | ||
| <body> | ||
| <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): | ||
| """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> | ||
| <footer id="footer"> | ||
| <p>Generated by <a href="https://pdoc3.github.io/pdoc" title="pdoc: Python API documentation generator"><cite>pdoc</cite> 0.10.0</a>.</p> | ||
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