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<article id="content">
<header>
<h1 class="title">Module <code>audiocraft.modules.streaming</code></h1>
</header>
<section id="section-intro">
<p>Streaming module API that should be implemented by all Streaming components,</p>
</section>
<section>
</section>
<section>
</section>
<section>
</section>
<section>
<h2 class="section-title" id="header-classes">Classes</h2>
<dl>
<dt id="audiocraft.modules.streaming.StreamingModule"><code class="flex name class">
<span>class <span class="ident">StreamingModule</span></span>
</code></dt>
<dd>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">class StreamingModule(nn.Module):
&#34;&#34;&#34;Common API for streaming components.
Each streaming component has a streaming state, which is just a dict[str, Tensor].
By convention, the first dim of each tensor must be the batch size.
Don&#39;t use dots in the key names, as this would clash with submodules
(like in state_dict).
If `self._is_streaming` is True, the component should use and remember
the proper state inside `self._streaming_state`.
To set a streaming component in streaming state, use
with module.streaming():
...
This will automatically reset the streaming state when exiting the context manager.
This also automatically propagates to all streaming children module.
Some module might also implement the `StreamingModule.flush` method, although
this one is trickier, as all parents module must be StreamingModule and implement
it as well for it to work properly. See `StreamingSequential` after.
&#34;&#34;&#34;
def __init__(self) -&gt; None:
super().__init__()
self._streaming_state: State = {}
self._is_streaming = False
def _apply_named_streaming(self, fn: tp.Any):
for name, module in self.named_modules():
if isinstance(module, StreamingModule):
fn(name, module)
def _set_streaming(self, streaming: bool):
def _set_streaming(name, module):
module._is_streaming = streaming
self._apply_named_streaming(_set_streaming)
@contextmanager
def streaming(self):
&#34;&#34;&#34;Context manager to enter streaming mode. Reset streaming state on exit.&#34;&#34;&#34;
self._set_streaming(True)
try:
yield
finally:
self._set_streaming(False)
self.reset_streaming()
def reset_streaming(self):
&#34;&#34;&#34;Reset the streaming state.&#34;&#34;&#34;
def _reset(name: str, module: StreamingModule):
module._streaming_state.clear()
self._apply_named_streaming(_reset)
def get_streaming_state(self) -&gt; State:
&#34;&#34;&#34;Return the streaming state, including that of sub-modules.&#34;&#34;&#34;
state: State = {}
def _add(name: str, module: StreamingModule):
if name:
name += &#34;.&#34;
for key, value in module._streaming_state.items():
state[name + key] = value
self._apply_named_streaming(_add)
return state
def set_streaming_state(self, state: State):
&#34;&#34;&#34;Set the streaming state, including that of sub-modules.&#34;&#34;&#34;
state = dict(state)
def _set(name: str, module: StreamingModule):
if name:
name += &#34;.&#34;
module._streaming_state.clear()
for key, value in list(state.items()):
# complexity is not ideal here, but probably fine.
if key.startswith(name):
local_key = key[len(name):]
if &#39;.&#39; not in local_key:
module._streaming_state[local_key] = value
del state[key]
self._apply_named_streaming(_set)
assert len(state) == 0, list(state.keys())
def flush(self, x: tp.Optional[torch.Tensor] = None):
&#34;&#34;&#34;Flush any remaining outputs that were waiting for completion.
Typically, for convolutions, this will add the final padding
and process the last buffer.
This should take an optional argument `x`, which will be provided
if a module before this one in the streaming pipeline has already
spitted out a flushed out buffer.
&#34;&#34;&#34;
if x is None:
return None
else:
return self(x)</code></pre>
</details>
<div class="desc"><p>Common API for streaming components.</p>
<p>Each streaming component has a streaming state, which is just a dict[str, Tensor].
By convention, the first dim of each tensor must be the batch size.
Don't use dots in the key names, as this would clash with submodules
(like in state_dict).</p>
<p>If <code>self._is_streaming</code> is True, the component should use and remember
the proper state inside <code>self._streaming_state</code>.</p>
<p>To set a streaming component in streaming state, use</p>
<pre><code>with module.streaming():
...
</code></pre>
<p>This will automatically reset the streaming state when exiting the context manager.
This also automatically propagates to all streaming children module.</p>
<p>Some module might also implement the <code><a title="audiocraft.modules.streaming.StreamingModule.flush" href="#audiocraft.modules.streaming.StreamingModule.flush">StreamingModule.flush()</a></code> method, although
this one is trickier, as all parents module must be StreamingModule and implement
it as well for it to work properly. See <code><a title="audiocraft.modules.streaming.StreamingSequential" href="#audiocraft.modules.streaming.StreamingSequential">StreamingSequential</a></code> after.</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.models.flow_matching.FlowMatchingModel" href="../models/flow_matching.html#audiocraft.models.flow_matching.FlowMatchingModel">FlowMatchingModel</a></li>
<li><a title="audiocraft.models.lm.LMModel" href="../models/lm.html#audiocraft.models.lm.LMModel">LMModel</a></li>
<li><a title="audiocraft.modules.conditioners.ConditionFuser" href="conditioners.html#audiocraft.modules.conditioners.ConditionFuser">ConditionFuser</a></li>
<li><a title="audiocraft.modules.streaming.StreamingSequential" href="#audiocraft.modules.streaming.StreamingSequential">StreamingSequential</a></li>
<li><a title="audiocraft.modules.transformer.StreamingMultiheadAttention" href="transformer.html#audiocraft.modules.transformer.StreamingMultiheadAttention">StreamingMultiheadAttention</a></li>
<li><a title="audiocraft.modules.transformer.StreamingTransformer" href="transformer.html#audiocraft.modules.transformer.StreamingTransformer">StreamingTransformer</a></li>
</ul>
<h3>Class variables</h3>
<dl>
<dt id="audiocraft.modules.streaming.StreamingModule.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.streaming.StreamingModule.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.streaming.StreamingModule.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.streaming.StreamingModule.flush"><code class="name flex">
<span>def <span class="ident">flush</span></span>(<span>self, x: torch.Tensor | None = None)</span>
</code></dt>
<dd>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">def flush(self, x: tp.Optional[torch.Tensor] = None):
&#34;&#34;&#34;Flush any remaining outputs that were waiting for completion.
Typically, for convolutions, this will add the final padding
and process the last buffer.
This should take an optional argument `x`, which will be provided
if a module before this one in the streaming pipeline has already
spitted out a flushed out buffer.
&#34;&#34;&#34;
if x is None:
return None
else:
return self(x)</code></pre>
</details>
<div class="desc"><p>Flush any remaining outputs that were waiting for completion.
Typically, for convolutions, this will add the final padding
and process the last buffer.</p>
<p>This should take an optional argument <code>x</code>, which will be provided
if a module before this one in the streaming pipeline has already
spitted out a flushed out buffer.</p></div>
</dd>
<dt id="audiocraft.modules.streaming.StreamingModule.forward"><code class="name flex">
<span>def <span class="ident">forward</span></span>(<span>self, *input: Any) ‑> None</span>
</code></dt>
<dd>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">def _forward_unimplemented(self, *input: Any) -&gt; None:
r&#34;&#34;&#34;Defines the computation performed at every call.
Should be overridden by all subclasses.
.. note::
Although the recipe for forward pass needs to be defined within
this function, one should call the :class:`Module` instance afterwards
instead of this since the former takes care of running the
registered hooks while the latter silently ignores them.
&#34;&#34;&#34;
raise NotImplementedError(f&#34;Module [{type(self).__name__}] is missing the required \&#34;forward\&#34; function&#34;)</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>
<dt id="audiocraft.modules.streaming.StreamingModule.get_streaming_state"><code class="name flex">
<span>def <span class="ident">get_streaming_state</span></span>(<span>self) ‑> Dict[str, torch.Tensor]</span>
</code></dt>
<dd>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">def get_streaming_state(self) -&gt; State:
&#34;&#34;&#34;Return the streaming state, including that of sub-modules.&#34;&#34;&#34;
state: State = {}
def _add(name: str, module: StreamingModule):
if name:
name += &#34;.&#34;
for key, value in module._streaming_state.items():
state[name + key] = value
self._apply_named_streaming(_add)
return state</code></pre>
</details>
<div class="desc"><p>Return the streaming state, including that of sub-modules.</p></div>
</dd>
<dt id="audiocraft.modules.streaming.StreamingModule.reset_streaming"><code class="name flex">
<span>def <span class="ident">reset_streaming</span></span>(<span>self)</span>
</code></dt>
<dd>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">def reset_streaming(self):
&#34;&#34;&#34;Reset the streaming state.&#34;&#34;&#34;
def _reset(name: str, module: StreamingModule):
module._streaming_state.clear()
self._apply_named_streaming(_reset)</code></pre>
</details>
<div class="desc"><p>Reset the streaming state.</p></div>
</dd>
<dt id="audiocraft.modules.streaming.StreamingModule.set_streaming_state"><code class="name flex">
<span>def <span class="ident">set_streaming_state</span></span>(<span>self, state: Dict[str, torch.Tensor])</span>
</code></dt>
<dd>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">def set_streaming_state(self, state: State):
&#34;&#34;&#34;Set the streaming state, including that of sub-modules.&#34;&#34;&#34;
state = dict(state)
def _set(name: str, module: StreamingModule):
if name:
name += &#34;.&#34;
module._streaming_state.clear()
for key, value in list(state.items()):
# complexity is not ideal here, but probably fine.
if key.startswith(name):
local_key = key[len(name):]
if &#39;.&#39; not in local_key:
module._streaming_state[local_key] = value
del state[key]
self._apply_named_streaming(_set)
assert len(state) == 0, list(state.keys())</code></pre>
</details>
<div class="desc"><p>Set the streaming state, including that of sub-modules.</p></div>
</dd>
<dt id="audiocraft.modules.streaming.StreamingModule.streaming"><code class="name flex">
<span>def <span class="ident">streaming</span></span>(<span>self)</span>
</code></dt>
<dd>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">@contextmanager
def streaming(self):
&#34;&#34;&#34;Context manager to enter streaming mode. Reset streaming state on exit.&#34;&#34;&#34;
self._set_streaming(True)
try:
yield
finally:
self._set_streaming(False)
self.reset_streaming()</code></pre>
</details>
<div class="desc"><p>Context manager to enter streaming mode. Reset streaming state on exit.</p></div>
</dd>
</dl>
</dd>
<dt id="audiocraft.modules.streaming.StreamingSequential"><code class="flex name class">
<span>class <span class="ident">StreamingSequential</span></span>
</code></dt>
<dd>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">class StreamingSequential(StreamingModule, nn.Sequential):
&#34;&#34;&#34;A streaming compatible alternative of `nn.Sequential`.
&#34;&#34;&#34;
def flush(self, x: tp.Optional[torch.Tensor] = None):
for module in self:
if isinstance(module, StreamingModule):
x = module.flush(x)
elif x is not None:
x = module(x)
return x</code></pre>
</details>
<div class="desc"><p>A streaming compatible alternative of <code>nn.Sequential</code>.</p>
<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.streaming.StreamingModule" href="#audiocraft.modules.streaming.StreamingModule">StreamingModule</a></li>
<li>torch.nn.modules.container.Sequential</li>
<li>torch.nn.modules.module.Module</li>
</ul>
<h3>Inherited members</h3>
<ul class="hlist">
<li><code><b><a title="audiocraft.modules.streaming.StreamingModule" href="#audiocraft.modules.streaming.StreamingModule">StreamingModule</a></b></code>:
<ul class="hlist">
<li><code><a title="audiocraft.modules.streaming.StreamingModule.flush" href="#audiocraft.modules.streaming.StreamingModule.flush">flush</a></code></li>
<li><code><a title="audiocraft.modules.streaming.StreamingModule.forward" href="#audiocraft.modules.streaming.StreamingModule.forward">forward</a></code></li>
<li><code><a title="audiocraft.modules.streaming.StreamingModule.get_streaming_state" href="#audiocraft.modules.streaming.StreamingModule.get_streaming_state">get_streaming_state</a></code></li>
<li><code><a title="audiocraft.modules.streaming.StreamingModule.reset_streaming" href="#audiocraft.modules.streaming.StreamingModule.reset_streaming">reset_streaming</a></code></li>
<li><code><a title="audiocraft.modules.streaming.StreamingModule.set_streaming_state" href="#audiocraft.modules.streaming.StreamingModule.set_streaming_state">set_streaming_state</a></code></li>
<li><code><a title="audiocraft.modules.streaming.StreamingModule.streaming" href="#audiocraft.modules.streaming.StreamingModule.streaming">streaming</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-classes">Classes</a></h3>
<ul>
<li>
<h4><code><a title="audiocraft.modules.streaming.StreamingModule" href="#audiocraft.modules.streaming.StreamingModule">StreamingModule</a></code></h4>
<ul class="two-column">
<li><code><a title="audiocraft.modules.streaming.StreamingModule.call_super_init" href="#audiocraft.modules.streaming.StreamingModule.call_super_init">call_super_init</a></code></li>
<li><code><a title="audiocraft.modules.streaming.StreamingModule.dump_patches" href="#audiocraft.modules.streaming.StreamingModule.dump_patches">dump_patches</a></code></li>
<li><code><a title="audiocraft.modules.streaming.StreamingModule.flush" href="#audiocraft.modules.streaming.StreamingModule.flush">flush</a></code></li>
<li><code><a title="audiocraft.modules.streaming.StreamingModule.forward" href="#audiocraft.modules.streaming.StreamingModule.forward">forward</a></code></li>
<li><code><a title="audiocraft.modules.streaming.StreamingModule.get_streaming_state" href="#audiocraft.modules.streaming.StreamingModule.get_streaming_state">get_streaming_state</a></code></li>
<li><code><a title="audiocraft.modules.streaming.StreamingModule.reset_streaming" href="#audiocraft.modules.streaming.StreamingModule.reset_streaming">reset_streaming</a></code></li>
<li><code><a title="audiocraft.modules.streaming.StreamingModule.set_streaming_state" href="#audiocraft.modules.streaming.StreamingModule.set_streaming_state">set_streaming_state</a></code></li>
<li><code><a title="audiocraft.modules.streaming.StreamingModule.streaming" href="#audiocraft.modules.streaming.StreamingModule.streaming">streaming</a></code></li>
<li><code><a title="audiocraft.modules.streaming.StreamingModule.training" href="#audiocraft.modules.streaming.StreamingModule.training">training</a></code></li>
</ul>
</li>
<li>
<h4><code><a title="audiocraft.modules.streaming.StreamingSequential" href="#audiocraft.modules.streaming.StreamingSequential">StreamingSequential</a></code></h4>
</li>
</ul>
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