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<li><a class="reference internal" href="#">Annotations Best Practices</a><ul>
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<li><a class="reference internal" href="#accessing-the-annotations-dict-of-an-object-in-python-3-10-and-newer">Accessing The Annotations Dict Of An Object In Python 3.10 And Newer</a></li>
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<li><a class="reference internal" href="#accessing-the-annotations-dict-of-an-object-in-python-3-9-and-older">Accessing The Annotations Dict Of An Object In Python 3.9 And Older</a></li>
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<li><a class="reference internal" href="#manually-un-stringizing-stringized-annotations">Manually Un-Stringizing Stringized Annotations</a></li>
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<li><a class="reference internal" href="#best-practices-for-annotations-in-any-python-version">Best Practices For <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> In Any Python Version</a></li>
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<li><a class="reference internal" href="#annotations-quirks"><code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> Quirks</a></li>
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<section id="annotations-best-practices">
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<span id="annotations-howto"></span><h1>Annotations Best Practices<a class="headerlink" href="#annotations-best-practices" title="Link to this heading">¶</a></h1>
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<dl class="field-list simple">
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<dt class="field-odd">author<span class="colon">:</span></dt>
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<dd class="field-odd"><p>Larry Hastings</p>
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</dd>
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</dl>
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<aside class="topic">
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<p class="topic-title">Abstract</p>
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<p>This document is designed to encapsulate the best practices
|
||
for working with annotations dicts. If you write Python code
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that examines <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> on Python objects, we
|
||
encourage you to follow the guidelines described below.</p>
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<p>The document is organized into four sections:
|
||
best practices for accessing the annotations of an object
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||
in Python versions 3.10 and newer,
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||
best practices for accessing the annotations of an object
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||
in Python versions 3.9 and older,
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||
other best practices
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||
for <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> that apply to any Python version,
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and
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quirks of <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code>.</p>
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||
<p>Note that this document is specifically about working with
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||
<code class="docutils literal notranslate"><span class="pre">__annotations__</span></code>, not uses <em>for</em> annotations.
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||
If you’re looking for information on how to use “type hints”
|
||
in your code, please see the <a class="reference internal" href="../library/typing.html#module-typing" title="typing: Support for type hints (see :pep:`484`)."><code class="xref py py-mod docutils literal notranslate"><span class="pre">typing</span></code></a> module.</p>
|
||
</aside>
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||
<section id="accessing-the-annotations-dict-of-an-object-in-python-3-10-and-newer">
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||
<h2>Accessing The Annotations Dict Of An Object In Python 3.10 And Newer<a class="headerlink" href="#accessing-the-annotations-dict-of-an-object-in-python-3-10-and-newer" title="Link to this heading">¶</a></h2>
|
||
<p>Python 3.10 adds a new function to the standard library:
|
||
<a class="reference internal" href="../library/inspect.html#inspect.get_annotations" title="inspect.get_annotations"><code class="xref py py-func docutils literal notranslate"><span class="pre">inspect.get_annotations()</span></code></a>. In Python versions 3.10
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and newer, calling this function is the best practice for
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accessing the annotations dict of any object that supports
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annotations. This function can also “un-stringize”
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stringized annotations for you.</p>
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<p>If for some reason <a class="reference internal" href="../library/inspect.html#inspect.get_annotations" title="inspect.get_annotations"><code class="xref py py-func docutils literal notranslate"><span class="pre">inspect.get_annotations()</span></code></a> isn’t
|
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viable for your use case, you may access the
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<code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> data member manually. Best practice
|
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for this changed in Python 3.10 as well: as of Python 3.10,
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<code class="docutils literal notranslate"><span class="pre">o.__annotations__</span></code> is guaranteed to <em>always</em> work
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on Python functions, classes, and modules. If you’re
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||
certain the object you’re examining is one of these three
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<em>specific</em> objects, you may simply use <code class="docutils literal notranslate"><span class="pre">o.__annotations__</span></code>
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to get at the object’s annotations dict.</p>
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<p>However, other types of callables–for example,
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||
callables created by <a class="reference internal" href="../library/functools.html#functools.partial" title="functools.partial"><code class="xref py py-func docutils literal notranslate"><span class="pre">functools.partial()</span></code></a>–may
|
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not have an <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> attribute defined. When
|
||
accessing the <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> of a possibly unknown
|
||
object, best practice in Python versions 3.10 and
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||
newer is to call <a class="reference internal" href="../library/functions.html#getattr" title="getattr"><code class="xref py py-func docutils literal notranslate"><span class="pre">getattr()</span></code></a> with three arguments,
|
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for example <code class="docutils literal notranslate"><span class="pre">getattr(o,</span> <span class="pre">'__annotations__',</span> <span class="pre">None)</span></code>.</p>
|
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<p>Before Python 3.10, accessing <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> on a class that
|
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defines no annotations but that has a parent class with
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||
annotations would return the parent’s <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code>.
|
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In Python 3.10 and newer, the child class’s annotations
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will be an empty dict instead.</p>
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</section>
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<section id="accessing-the-annotations-dict-of-an-object-in-python-3-9-and-older">
|
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<h2>Accessing The Annotations Dict Of An Object In Python 3.9 And Older<a class="headerlink" href="#accessing-the-annotations-dict-of-an-object-in-python-3-9-and-older" title="Link to this heading">¶</a></h2>
|
||
<p>In Python 3.9 and older, accessing the annotations dict
|
||
of an object is much more complicated than in newer versions.
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||
The problem is a design flaw in these older versions of Python,
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specifically to do with class annotations.</p>
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<p>Best practice for accessing the annotations dict of other
|
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objects–functions, other callables, and modules–is the same
|
||
as best practice for 3.10, assuming you aren’t calling
|
||
<a class="reference internal" href="../library/inspect.html#inspect.get_annotations" title="inspect.get_annotations"><code class="xref py py-func docutils literal notranslate"><span class="pre">inspect.get_annotations()</span></code></a>: you should use three-argument
|
||
<a class="reference internal" href="../library/functions.html#getattr" title="getattr"><code class="xref py py-func docutils literal notranslate"><span class="pre">getattr()</span></code></a> to access the object’s <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code>
|
||
attribute.</p>
|
||
<p>Unfortunately, this isn’t best practice for classes. The problem
|
||
is that, since <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> is optional on classes, and
|
||
because classes can inherit attributes from their base classes,
|
||
accessing the <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> attribute of a class may
|
||
inadvertently return the annotations dict of a <em>base class.</em>
|
||
As an example:</p>
|
||
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="k">class</span><span class="w"> </span><span class="nc">Base</span><span class="p">:</span>
|
||
<span class="n">a</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span>
|
||
<span class="n">b</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">'abc'</span>
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||
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||
<span class="k">class</span><span class="w"> </span><span class="nc">Derived</span><span class="p">(</span><span class="n">Base</span><span class="p">):</span>
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||
<span class="k">pass</span>
|
||
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||
<span class="nb">print</span><span class="p">(</span><span class="n">Derived</span><span class="o">.</span><span class="vm">__annotations__</span><span class="p">)</span>
|
||
</pre></div>
|
||
</div>
|
||
<p>This will print the annotations dict from <code class="docutils literal notranslate"><span class="pre">Base</span></code>, not
|
||
<code class="docutils literal notranslate"><span class="pre">Derived</span></code>.</p>
|
||
<p>Your code will have to have a separate code path if the object
|
||
you’re examining is a class (<code class="docutils literal notranslate"><span class="pre">isinstance(o,</span> <span class="pre">type)</span></code>).
|
||
In that case, best practice relies on an implementation detail
|
||
of Python 3.9 and before: if a class has annotations defined,
|
||
they are stored in the class’s <a class="reference internal" href="../reference/datamodel.html#type.__dict__" title="type.__dict__"><code class="xref py py-attr docutils literal notranslate"><span class="pre">__dict__</span></code></a> dictionary. Since
|
||
the class may or may not have annotations defined, best practice
|
||
is to call the <a class="reference internal" href="../library/stdtypes.html#dict.get" title="dict.get"><code class="xref py py-meth docutils literal notranslate"><span class="pre">get()</span></code></a> method on the class dict.</p>
|
||
<p>To put it all together, here is some sample code that safely
|
||
accesses the <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> attribute on an arbitrary
|
||
object in Python 3.9 and before:</p>
|
||
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="nb">type</span><span class="p">):</span>
|
||
<span class="n">ann</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="vm">__dict__</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'__annotations__'</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
|
||
<span class="k">else</span><span class="p">:</span>
|
||
<span class="n">ann</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="s1">'__annotations__'</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
|
||
</pre></div>
|
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</div>
|
||
<p>After running this code, <code class="docutils literal notranslate"><span class="pre">ann</span></code> should be either a
|
||
dictionary or <code class="docutils literal notranslate"><span class="pre">None</span></code>. You’re encouraged to double-check
|
||
the type of <code class="docutils literal notranslate"><span class="pre">ann</span></code> using <a class="reference internal" href="../library/functions.html#isinstance" title="isinstance"><code class="xref py py-func docutils literal notranslate"><span class="pre">isinstance()</span></code></a> before further
|
||
examination.</p>
|
||
<p>Note that some exotic or malformed type objects may not have
|
||
a <a class="reference internal" href="../reference/datamodel.html#type.__dict__" title="type.__dict__"><code class="xref py py-attr docutils literal notranslate"><span class="pre">__dict__</span></code></a> attribute, so for extra safety you may also wish
|
||
to use <a class="reference internal" href="../library/functions.html#getattr" title="getattr"><code class="xref py py-func docutils literal notranslate"><span class="pre">getattr()</span></code></a> to access <code class="xref py py-attr docutils literal notranslate"><span class="pre">__dict__</span></code>.</p>
|
||
</section>
|
||
<section id="manually-un-stringizing-stringized-annotations">
|
||
<h2>Manually Un-Stringizing Stringized Annotations<a class="headerlink" href="#manually-un-stringizing-stringized-annotations" title="Link to this heading">¶</a></h2>
|
||
<p>In situations where some annotations may be “stringized”,
|
||
and you wish to evaluate those strings to produce the
|
||
Python values they represent, it really is best to
|
||
call <a class="reference internal" href="../library/inspect.html#inspect.get_annotations" title="inspect.get_annotations"><code class="xref py py-func docutils literal notranslate"><span class="pre">inspect.get_annotations()</span></code></a> to do this work
|
||
for you.</p>
|
||
<p>If you’re using Python 3.9 or older, or if for some reason
|
||
you can’t use <a class="reference internal" href="../library/inspect.html#inspect.get_annotations" title="inspect.get_annotations"><code class="xref py py-func docutils literal notranslate"><span class="pre">inspect.get_annotations()</span></code></a>, you’ll need
|
||
to duplicate its logic. You’re encouraged to examine the
|
||
implementation of <a class="reference internal" href="../library/inspect.html#inspect.get_annotations" title="inspect.get_annotations"><code class="xref py py-func docutils literal notranslate"><span class="pre">inspect.get_annotations()</span></code></a> in the
|
||
current Python version and follow a similar approach.</p>
|
||
<p>In a nutshell, if you wish to evaluate a stringized annotation
|
||
on an arbitrary object <code class="docutils literal notranslate"><span class="pre">o</span></code>:</p>
|
||
<ul class="simple">
|
||
<li><p>If <code class="docutils literal notranslate"><span class="pre">o</span></code> is a module, use <code class="docutils literal notranslate"><span class="pre">o.__dict__</span></code> as the
|
||
<code class="docutils literal notranslate"><span class="pre">globals</span></code> when calling <a class="reference internal" href="../library/functions.html#eval" title="eval"><code class="xref py py-func docutils literal notranslate"><span class="pre">eval()</span></code></a>.</p></li>
|
||
<li><p>If <code class="docutils literal notranslate"><span class="pre">o</span></code> is a class, use <code class="docutils literal notranslate"><span class="pre">sys.modules[o.__module__].__dict__</span></code>
|
||
as the <code class="docutils literal notranslate"><span class="pre">globals</span></code>, and <code class="docutils literal notranslate"><span class="pre">dict(vars(o))</span></code> as the <code class="docutils literal notranslate"><span class="pre">locals</span></code>,
|
||
when calling <a class="reference internal" href="../library/functions.html#eval" title="eval"><code class="xref py py-func docutils literal notranslate"><span class="pre">eval()</span></code></a>.</p></li>
|
||
<li><p>If <code class="docutils literal notranslate"><span class="pre">o</span></code> is a wrapped callable using <a class="reference internal" href="../library/functools.html#functools.update_wrapper" title="functools.update_wrapper"><code class="xref py py-func docutils literal notranslate"><span class="pre">functools.update_wrapper()</span></code></a>,
|
||
<a class="reference internal" href="../library/functools.html#functools.wraps" title="functools.wraps"><code class="xref py py-func docutils literal notranslate"><span class="pre">functools.wraps()</span></code></a>, or <a class="reference internal" href="../library/functools.html#functools.partial" title="functools.partial"><code class="xref py py-func docutils literal notranslate"><span class="pre">functools.partial()</span></code></a>, iteratively
|
||
unwrap it by accessing either <code class="docutils literal notranslate"><span class="pre">o.__wrapped__</span></code> or <code class="docutils literal notranslate"><span class="pre">o.func</span></code> as
|
||
appropriate, until you have found the root unwrapped function.</p></li>
|
||
<li><p>If <code class="docutils literal notranslate"><span class="pre">o</span></code> is a callable (but not a class), use
|
||
<a class="reference internal" href="../reference/datamodel.html#function.__globals__" title="function.__globals__"><code class="xref py py-attr docutils literal notranslate"><span class="pre">o.__globals__</span></code></a> as the globals when calling
|
||
<a class="reference internal" href="../library/functions.html#eval" title="eval"><code class="xref py py-func docutils literal notranslate"><span class="pre">eval()</span></code></a>.</p></li>
|
||
</ul>
|
||
<p>However, not all string values used as annotations can
|
||
be successfully turned into Python values by <a class="reference internal" href="../library/functions.html#eval" title="eval"><code class="xref py py-func docutils literal notranslate"><span class="pre">eval()</span></code></a>.
|
||
String values could theoretically contain any valid string,
|
||
and in practice there are valid use cases for type hints that
|
||
require annotating with string values that specifically
|
||
<em>can’t</em> be evaluated. For example:</p>
|
||
<ul class="simple">
|
||
<li><p><span class="target" id="index-0"></span><a class="pep reference external" href="https://peps.python.org/pep-0604/"><strong>PEP 604</strong></a> union types using <code class="docutils literal notranslate"><span class="pre">|</span></code>, before support for this
|
||
was added to Python 3.10.</p></li>
|
||
<li><p>Definitions that aren’t needed at runtime, only imported
|
||
when <a class="reference internal" href="../library/typing.html#typing.TYPE_CHECKING" title="typing.TYPE_CHECKING"><code class="xref py py-const docutils literal notranslate"><span class="pre">typing.TYPE_CHECKING</span></code></a> is true.</p></li>
|
||
</ul>
|
||
<p>If <a class="reference internal" href="../library/functions.html#eval" title="eval"><code class="xref py py-func docutils literal notranslate"><span class="pre">eval()</span></code></a> attempts to evaluate such values, it will
|
||
fail and raise an exception. So, when designing a library
|
||
API that works with annotations, it’s recommended to only
|
||
attempt to evaluate string values when explicitly requested
|
||
to by the caller.</p>
|
||
</section>
|
||
<section id="best-practices-for-annotations-in-any-python-version">
|
||
<h2>Best Practices For <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> In Any Python Version<a class="headerlink" href="#best-practices-for-annotations-in-any-python-version" title="Link to this heading">¶</a></h2>
|
||
<ul class="simple">
|
||
<li><p>You should avoid assigning to the <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> member
|
||
of objects directly. Let Python manage setting <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code>.</p></li>
|
||
<li><p>If you do assign directly to the <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> member
|
||
of an object, you should always set it to a <code class="docutils literal notranslate"><span class="pre">dict</span></code> object.</p></li>
|
||
<li><p>If you directly access the <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> member
|
||
of an object, you should ensure that it’s a
|
||
dictionary before attempting to examine its contents.</p></li>
|
||
<li><p>You should avoid modifying <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> dicts.</p></li>
|
||
<li><p>You should avoid deleting the <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> attribute
|
||
of an object.</p></li>
|
||
</ul>
|
||
</section>
|
||
<section id="annotations-quirks">
|
||
<h2><code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> Quirks<a class="headerlink" href="#annotations-quirks" title="Link to this heading">¶</a></h2>
|
||
<p>In all versions of Python 3, function
|
||
objects lazy-create an annotations dict if no annotations
|
||
are defined on that object. You can delete the <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code>
|
||
attribute using <code class="docutils literal notranslate"><span class="pre">del</span> <span class="pre">fn.__annotations__</span></code>, but if you then
|
||
access <code class="docutils literal notranslate"><span class="pre">fn.__annotations__</span></code> the object will create a new empty dict
|
||
that it will store and return as its annotations. Deleting the
|
||
annotations on a function before it has lazily created its annotations
|
||
dict will throw an <code class="docutils literal notranslate"><span class="pre">AttributeError</span></code>; using <code class="docutils literal notranslate"><span class="pre">del</span> <span class="pre">fn.__annotations__</span></code>
|
||
twice in a row is guaranteed to always throw an <code class="docutils literal notranslate"><span class="pre">AttributeError</span></code>.</p>
|
||
<p>Everything in the above paragraph also applies to class and module
|
||
objects in Python 3.10 and newer.</p>
|
||
<p>In all versions of Python 3, you can set <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code>
|
||
on a function object to <code class="docutils literal notranslate"><span class="pre">None</span></code>. However, subsequently
|
||
accessing the annotations on that object using <code class="docutils literal notranslate"><span class="pre">fn.__annotations__</span></code>
|
||
will lazy-create an empty dictionary as per the first paragraph of
|
||
this section. This is <em>not</em> true of modules and classes, in any Python
|
||
version; those objects permit setting <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> to any
|
||
Python value, and will retain whatever value is set.</p>
|
||
<p>If Python stringizes your annotations for you
|
||
(using <code class="docutils literal notranslate"><span class="pre">from</span> <span class="pre">__future__</span> <span class="pre">import</span> <span class="pre">annotations</span></code>), and you
|
||
specify a string as an annotation, the string will
|
||
itself be quoted. In effect the annotation is quoted
|
||
<em>twice.</em> For example:</p>
|
||
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">__future__</span><span class="w"> </span><span class="kn">import</span> <span class="n">annotations</span>
|
||
<span class="k">def</span><span class="w"> </span><span class="nf">foo</span><span class="p">(</span><span class="n">a</span><span class="p">:</span> <span class="s2">"str"</span><span class="p">):</span> <span class="k">pass</span>
|
||
|
||
<span class="nb">print</span><span class="p">(</span><span class="n">foo</span><span class="o">.</span><span class="vm">__annotations__</span><span class="p">)</span>
|
||
</pre></div>
|
||
</div>
|
||
<p>This prints <code class="docutils literal notranslate"><span class="pre">{'a':</span> <span class="pre">"'str'"}</span></code>. This shouldn’t really be considered
|
||
a “quirk”; it’s mentioned here simply because it might be surprising.</p>
|
||
</section>
|
||
</section>
|
||
|
||
|
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|
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<h3><a href="../contents.html">Table of Contents</a></h3>
|
||
<ul>
|
||
<li><a class="reference internal" href="#">Annotations Best Practices</a><ul>
|
||
<li><a class="reference internal" href="#accessing-the-annotations-dict-of-an-object-in-python-3-10-and-newer">Accessing The Annotations Dict Of An Object In Python 3.10 And Newer</a></li>
|
||
<li><a class="reference internal" href="#accessing-the-annotations-dict-of-an-object-in-python-3-9-and-older">Accessing The Annotations Dict Of An Object In Python 3.9 And Older</a></li>
|
||
<li><a class="reference internal" href="#manually-un-stringizing-stringized-annotations">Manually Un-Stringizing Stringized Annotations</a></li>
|
||
<li><a class="reference internal" href="#best-practices-for-annotations-in-any-python-version">Best Practices For <code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> In Any Python Version</a></li>
|
||
<li><a class="reference internal" href="#annotations-quirks"><code class="docutils literal notranslate"><span class="pre">__annotations__</span></code> Quirks</a></li>
|
||
</ul>
|
||
</li>
|
||
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|
||
|
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|
||
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<h4>Previous topic</h4>
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<p class="topless"><a href="perf_profiling.html"
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