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<main>
<article id="content">
<header>
<h1 class="title">Module <code>audiocraft.modules.activations</code></h1>
</header>
<section id="section-intro">
</section>
<section>
</section>
<section>
</section>
<section>
<h2 class="section-title" id="header-functions">Functions</h2>
<dl>
<dt id="audiocraft.modules.activations.get_activation_fn"><code class="name flex">
<span>def <span class="ident">get_activation_fn</span></span>(<span>activation: str | Callable[[torch.Tensor], torch.Tensor]) ‑> str | Callable[[torch.Tensor], torch.Tensor]</span>
</code></dt>
<dd>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">def get_activation_fn(
activation: Union[str, Callable[[Tensor], Tensor]]
) -&gt; Union[str, Callable[[Tensor], Tensor]]:
&#34;&#34;&#34;Helper function to map an activation string to the activation class.
If the supplied activation is not a string that is recognized, the activation is passed back.
Args:
activation (str, or Callable[[Tensor], Tensor]): Activation to check
&#34;&#34;&#34;
if isinstance(activation, str):
if activation == &#34;reglu&#34;:
return ReGLU()
elif activation == &#34;geglu&#34;:
return GeGLU()
elif activation == &#34;swiglu&#34;:
return SwiGLU()
return activation</code></pre>
</details>
<div class="desc"><p>Helper function to map an activation string to the activation class.
If the supplied activation is not a string that is recognized, the activation is passed back.</p>
<h2 id="args">Args</h2>
<dl>
<dt><strong><code>activation</code></strong> :&ensp;<code>str,</code> or <code>Callable[[Tensor], Tensor]</code></dt>
<dd>Activation to check</dd>
</dl></div>
</dd>
</dl>
</section>
<section>
<h2 class="section-title" id="header-classes">Classes</h2>
<dl>
<dt id="audiocraft.modules.activations.CustomGLU"><code class="flex name class">
<span>class <span class="ident">CustomGLU</span></span>
<span>(</span><span>activation: torch.nn.modules.module.Module, dim: int = -1)</span>
</code></dt>
<dd>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">class CustomGLU(nn.Module):
&#34;&#34;&#34;Custom Gated Linear Unit activation.
Applies a modified gated linear unit :math:`a * f(b)` where :math:`a` is the first half
of the input matrices, :math:`b` is the second half, and :math:`f` is a provided activation
function (i.e. sigmoid, swish, etc.).
Args:
activation (nn.Module): The custom activation to apply in the Gated Linear Unit
dim (int): the dimension on which to split the input. Default: -1
Shape:
- Input: :math:`(\ast_1, N, \ast_2)` where `*` means, any number of additional
dimensions
- Output: :math:`(\ast_1, M, \ast_2)` where :math:`M=N/2`
Examples::
&gt;&gt;&gt; m = CustomGLU(nn.Sigmoid())
&gt;&gt;&gt; input = torch.randn(4, 2)
&gt;&gt;&gt; output = m(input)
&#34;&#34;&#34;
def __init__(self, activation: nn.Module, dim: int = -1):
super(CustomGLU, self).__init__()
self.dim = dim
self.activation = activation
def forward(self, x: Tensor):
assert x.shape[self.dim] % 2 == 0 # M = N / 2
a, b = torch.chunk(x, 2, dim=self.dim)
return a * self.activation(b)</code></pre>
</details>
<div class="desc"><p>Custom Gated Linear Unit activation.
Applies a modified gated linear unit :math:<code>a * f(b)</code> where :math:<code>a</code> is the first half
of the input matrices, :math:<code>b</code> is the second half, and :math:<code>f</code> is a provided activation
function (i.e. sigmoid, swish, etc.).</p>
<h2 id="args">Args</h2>
<dl>
<dt><strong><code>activation</code></strong> :&ensp;<code>nn.Module</code></dt>
<dd>The custom activation to apply in the Gated Linear Unit</dd>
<dt><strong><code>dim</code></strong> :&ensp;<code>int</code></dt>
<dd>the dimension on which to split the input. Default: -1</dd>
</dl>
<h2 id="shape">Shape</h2>
<ul>
<li>Input: :math:<code>(st_1, N, st_2)</code> where <code>*</code> means, any number of additional
dimensions</li>
<li>Output: :math:<code>(st_1, M, st_2)</code> where :math:<code>M=N/2</code></li>
</ul>
<p>Examples::
&gt;&gt;&gt; m = CustomGLU(nn.Sigmoid())
&gt;&gt;&gt; input = torch.randn(4, 2)
&gt;&gt;&gt; output = m(input)</p>
<p>Initializes internal Module state, shared by both nn.Module and ScriptModule.</p></div>
<h3>Ancestors</h3>
<ul class="hlist">
<li>torch.nn.modules.module.Module</li>
</ul>
<h3>Subclasses</h3>
<ul class="hlist">
<li><a title="audiocraft.modules.activations.GeGLU" href="#audiocraft.modules.activations.GeGLU">GeGLU</a></li>
<li><a title="audiocraft.modules.activations.ReGLU" href="#audiocraft.modules.activations.ReGLU">ReGLU</a></li>
<li><a title="audiocraft.modules.activations.SwiGLU" href="#audiocraft.modules.activations.SwiGLU">SwiGLU</a></li>
</ul>
<h3>Class variables</h3>
<dl>
<dt id="audiocraft.modules.activations.CustomGLU.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.modules.activations.CustomGLU.dump_patches"><code class="name">var <span class="ident">dump_patches</span> : bool</code></dt>
<dd>
<div class="desc"></div>
</dd>
<dt id="audiocraft.modules.activations.CustomGLU.training"><code class="name">var <span class="ident">training</span> : bool</code></dt>
<dd>
<div class="desc"></div>
</dd>
</dl>
<h3>Methods</h3>
<dl>
<dt id="audiocraft.modules.activations.CustomGLU.forward"><code class="name flex">
<span>def <span class="ident">forward</span></span>(<span>self, x: torch.Tensor) ‑> Callable[..., Any]</span>
</code></dt>
<dd>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">def forward(self, x: Tensor):
assert x.shape[self.dim] % 2 == 0 # M = N / 2
a, b = torch.chunk(x, 2, dim=self.dim)
return a * self.activation(b)</code></pre>
</details>
<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>
</dd>
</dl>
</dd>
<dt id="audiocraft.modules.activations.GeGLU"><code class="flex name class">
<span>class <span class="ident">GeGLU</span></span>
<span>(</span><span>dim: int = -1)</span>
</code></dt>
<dd>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">class GeGLU(CustomGLU):
&#34;&#34;&#34;GeLU Gated Linear Unit activation.
Applies GeLU Gated Linear Unit :math:`a * GELU(b)` where :math:`a` is
the first half of the input matrices, :math:`b` is the second half.
Args:
dim (int): the dimension on which to split the input. Default: -1
&#34;&#34;&#34;
def __init__(self, dim: int = -1):
super(GeGLU, self).__init__(nn.GELU(), dim)</code></pre>
</details>
<div class="desc"><p>GeLU Gated Linear Unit activation.
Applies GeLU Gated Linear Unit :math:<code>a * GELU(b)</code> where :math:<code>a</code> is
the first half of the input matrices, :math:<code>b</code> is the second half.</p>
<h2 id="args">Args</h2>
<dl>
<dt><strong><code>dim</code></strong> :&ensp;<code>int</code></dt>
<dd>the dimension on which to split the input. Default: -1</dd>
</dl>
<p>Initializes internal Module state, shared by both nn.Module and ScriptModule.</p></div>
<h3>Ancestors</h3>
<ul class="hlist">
<li><a title="audiocraft.modules.activations.CustomGLU" href="#audiocraft.modules.activations.CustomGLU">CustomGLU</a></li>
<li>torch.nn.modules.module.Module</li>
</ul>
<h3>Class variables</h3>
<dl>
<dt id="audiocraft.modules.activations.GeGLU.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.modules.activations.GeGLU.dump_patches"><code class="name">var <span class="ident">dump_patches</span> : bool</code></dt>
<dd>
<div class="desc"></div>
</dd>
<dt id="audiocraft.modules.activations.GeGLU.training"><code class="name">var <span class="ident">training</span> : bool</code></dt>
<dd>
<div class="desc"></div>
</dd>
</dl>
<h3>Inherited members</h3>
<ul class="hlist">
<li><code><b><a title="audiocraft.modules.activations.CustomGLU" href="#audiocraft.modules.activations.CustomGLU">CustomGLU</a></b></code>:
<ul class="hlist">
<li><code><a title="audiocraft.modules.activations.CustomGLU.forward" href="#audiocraft.modules.activations.CustomGLU.forward">forward</a></code></li>
</ul>
</li>
</ul>
</dd>
<dt id="audiocraft.modules.activations.ReGLU"><code class="flex name class">
<span>class <span class="ident">ReGLU</span></span>
<span>(</span><span>dim: int = -1)</span>
</code></dt>
<dd>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">class ReGLU(CustomGLU):
&#34;&#34;&#34;ReLU Gated Linear Unit activation.
Applies ReLU Gated Linear Unit :math:`a * ReLU(b)` where :math:`a` is
the first half of the input matrices, :math:`b` is the second half.
Args:
dim (int): the dimension on which to split the input. Default: -1
&#34;&#34;&#34;
def __init__(self, dim: int = -1):
super(ReGLU, self).__init__(nn.ReLU(), dim)</code></pre>
</details>
<div class="desc"><p>ReLU Gated Linear Unit activation.
Applies ReLU Gated Linear Unit :math:<code>a * ReLU(b)</code> where :math:<code>a</code> is
the first half of the input matrices, :math:<code>b</code> is the second half.</p>
<h2 id="args">Args</h2>
<dl>
<dt><strong><code>dim</code></strong> :&ensp;<code>int</code></dt>
<dd>the dimension on which to split the input. Default: -1</dd>
</dl>
<p>Initializes internal Module state, shared by both nn.Module and ScriptModule.</p></div>
<h3>Ancestors</h3>
<ul class="hlist">
<li><a title="audiocraft.modules.activations.CustomGLU" href="#audiocraft.modules.activations.CustomGLU">CustomGLU</a></li>
<li>torch.nn.modules.module.Module</li>
</ul>
<h3>Class variables</h3>
<dl>
<dt id="audiocraft.modules.activations.ReGLU.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.modules.activations.ReGLU.dump_patches"><code class="name">var <span class="ident">dump_patches</span> : bool</code></dt>
<dd>
<div class="desc"></div>
</dd>
<dt id="audiocraft.modules.activations.ReGLU.training"><code class="name">var <span class="ident">training</span> : bool</code></dt>
<dd>
<div class="desc"></div>
</dd>
</dl>
<h3>Inherited members</h3>
<ul class="hlist">
<li><code><b><a title="audiocraft.modules.activations.CustomGLU" href="#audiocraft.modules.activations.CustomGLU">CustomGLU</a></b></code>:
<ul class="hlist">
<li><code><a title="audiocraft.modules.activations.CustomGLU.forward" href="#audiocraft.modules.activations.CustomGLU.forward">forward</a></code></li>
</ul>
</li>
</ul>
</dd>
<dt id="audiocraft.modules.activations.SwiGLU"><code class="flex name class">
<span>class <span class="ident">SwiGLU</span></span>
<span>(</span><span>dim: int = -1)</span>
</code></dt>
<dd>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">class SwiGLU(CustomGLU):
&#34;&#34;&#34;SiLU Gated Linear Unit activation.
Applies SiLU Gated Linear Unit :math:`a * SiLU(b)` where :math:`a` is
the first half of the input matrices, :math:`b` is the second half.
Args:
dim (int): the dimension on which to split the input. Default: -1
&#34;&#34;&#34;
def __init__(self, dim: int = -1):
super(SwiGLU, self).__init__(nn.SiLU(), dim)</code></pre>
</details>
<div class="desc"><p>SiLU Gated Linear Unit activation.
Applies SiLU Gated Linear Unit :math:<code>a * SiLU(b)</code> where :math:<code>a</code> is
the first half of the input matrices, :math:<code>b</code> is the second half.</p>
<h2 id="args">Args</h2>
<dl>
<dt><strong><code>dim</code></strong> :&ensp;<code>int</code></dt>
<dd>the dimension on which to split the input. Default: -1</dd>
</dl>
<p>Initializes internal Module state, shared by both nn.Module and ScriptModule.</p></div>
<h3>Ancestors</h3>
<ul class="hlist">
<li><a title="audiocraft.modules.activations.CustomGLU" href="#audiocraft.modules.activations.CustomGLU">CustomGLU</a></li>
<li>torch.nn.modules.module.Module</li>
</ul>
<h3>Class variables</h3>
<dl>
<dt id="audiocraft.modules.activations.SwiGLU.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.modules.activations.SwiGLU.dump_patches"><code class="name">var <span class="ident">dump_patches</span> : bool</code></dt>
<dd>
<div class="desc"></div>
</dd>
<dt id="audiocraft.modules.activations.SwiGLU.training"><code class="name">var <span class="ident">training</span> : bool</code></dt>
<dd>
<div class="desc"></div>
</dd>
</dl>
<h3>Inherited members</h3>
<ul class="hlist">
<li><code><b><a title="audiocraft.modules.activations.CustomGLU" href="#audiocraft.modules.activations.CustomGLU">CustomGLU</a></b></code>:
<ul class="hlist">
<li><code><a title="audiocraft.modules.activations.CustomGLU.forward" href="#audiocraft.modules.activations.CustomGLU.forward">forward</a></code></li>
</ul>
</li>
</ul>
</dd>
</dl>
</section>
</article>
<nav id="sidebar">
<div class="toc">
<ul></ul>
</div>
<ul id="index">
<li><h3>Super-module</h3>
<ul>
<li><code><a title="audiocraft.modules" href="index.html">audiocraft.modules</a></code></li>
</ul>
</li>
<li><h3><a href="#header-functions">Functions</a></h3>
<ul class="">
<li><code><a title="audiocraft.modules.activations.get_activation_fn" href="#audiocraft.modules.activations.get_activation_fn">get_activation_fn</a></code></li>
</ul>
</li>
<li><h3><a href="#header-classes">Classes</a></h3>
<ul>
<li>
<h4><code><a title="audiocraft.modules.activations.CustomGLU" href="#audiocraft.modules.activations.CustomGLU">CustomGLU</a></code></h4>
<ul class="">
<li><code><a title="audiocraft.modules.activations.CustomGLU.call_super_init" href="#audiocraft.modules.activations.CustomGLU.call_super_init">call_super_init</a></code></li>
<li><code><a title="audiocraft.modules.activations.CustomGLU.dump_patches" href="#audiocraft.modules.activations.CustomGLU.dump_patches">dump_patches</a></code></li>
<li><code><a title="audiocraft.modules.activations.CustomGLU.forward" href="#audiocraft.modules.activations.CustomGLU.forward">forward</a></code></li>
<li><code><a title="audiocraft.modules.activations.CustomGLU.training" href="#audiocraft.modules.activations.CustomGLU.training">training</a></code></li>
</ul>
</li>
<li>
<h4><code><a title="audiocraft.modules.activations.GeGLU" href="#audiocraft.modules.activations.GeGLU">GeGLU</a></code></h4>
<ul class="">
<li><code><a title="audiocraft.modules.activations.GeGLU.call_super_init" href="#audiocraft.modules.activations.GeGLU.call_super_init">call_super_init</a></code></li>
<li><code><a title="audiocraft.modules.activations.GeGLU.dump_patches" href="#audiocraft.modules.activations.GeGLU.dump_patches">dump_patches</a></code></li>
<li><code><a title="audiocraft.modules.activations.GeGLU.training" href="#audiocraft.modules.activations.GeGLU.training">training</a></code></li>
</ul>
</li>
<li>
<h4><code><a title="audiocraft.modules.activations.ReGLU" href="#audiocraft.modules.activations.ReGLU">ReGLU</a></code></h4>
<ul class="">
<li><code><a title="audiocraft.modules.activations.ReGLU.call_super_init" href="#audiocraft.modules.activations.ReGLU.call_super_init">call_super_init</a></code></li>
<li><code><a title="audiocraft.modules.activations.ReGLU.dump_patches" href="#audiocraft.modules.activations.ReGLU.dump_patches">dump_patches</a></code></li>
<li><code><a title="audiocraft.modules.activations.ReGLU.training" href="#audiocraft.modules.activations.ReGLU.training">training</a></code></li>
</ul>
</li>
<li>
<h4><code><a title="audiocraft.modules.activations.SwiGLU" href="#audiocraft.modules.activations.SwiGLU">SwiGLU</a></code></h4>
<ul class="">
<li><code><a title="audiocraft.modules.activations.SwiGLU.call_super_init" href="#audiocraft.modules.activations.SwiGLU.call_super_init">call_super_init</a></code></li>
<li><code><a title="audiocraft.modules.activations.SwiGLU.dump_patches" href="#audiocraft.modules.activations.SwiGLU.dump_patches">dump_patches</a></code></li>
<li><code><a title="audiocraft.modules.activations.SwiGLU.training" href="#audiocraft.modules.activations.SwiGLU.training">training</a></code></li>
</ul>
</li>
</ul>
</li>
</ul>
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