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<div class="section" id="module-typing">
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<span id="typing-support-for-type-hints"></span><h1>26.1. <a class="reference internal" href="#module-typing" title="typing: Support for type hints (see PEP 484)."><code class="xref py py-mod docutils literal"><span class="pre">typing</span></code></a> — Support for type hints<a class="headerlink" href="#module-typing" title="Permalink to this headline">¶</a></h1>
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<p><strong>Source code:</strong> <a class="reference external" href="https://hg.python.org/cpython/file/3.5/Lib/typing.py">Lib/typing.py</a></p>
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<hr class="docutils" />
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<p>This module supports type hints as specified by <span class="target" id="index-0"></span><a class="pep reference external" href="https://www.python.org/dev/peps/pep-0484"><strong>PEP 484</strong></a>. The most
82
fundamental support consists of the type <a class="reference internal" href="#typing.Any" title="typing.Any"><code class="xref py py-class docutils literal"><span class="pre">Any</span></code></a>, <a class="reference internal" href="#typing.Union" title="typing.Union"><code class="xref py py-class docutils literal"><span class="pre">Union</span></code></a>,
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<a class="reference internal" href="#typing.Tuple" title="typing.Tuple"><code class="xref py py-class docutils literal"><span class="pre">Tuple</span></code></a>, <a class="reference internal" href="#typing.Callable" title="typing.Callable"><code class="xref py py-class docutils literal"><span class="pre">Callable</span></code></a>, <a class="reference internal" href="#typing.TypeVar" title="typing.TypeVar"><code class="xref py py-class docutils literal"><span class="pre">TypeVar</span></code></a>, and
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<a class="reference internal" href="#typing.Generic" title="typing.Generic"><code class="xref py py-class docutils literal"><span class="pre">Generic</span></code></a>. For full specification please see <span class="target" id="index-1"></span><a class="pep reference external" href="https://www.python.org/dev/peps/pep-0484"><strong>PEP 484</strong></a>. For
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a simplified introduction to type hints see <span class="target" id="index-2"></span><a class="pep reference external" href="https://www.python.org/dev/peps/pep-0483"><strong>PEP 483</strong></a>.</p>
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<p>The function below takes and returns a string and is annotated as follows:</p>
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<div class="highlight-python3"><div class="highlight"><pre><span class="k">def</span> <span class="nf">greeting</span><span class="p">(</span><span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span>
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<span class="k">return</span> <span class="s1">'Hello '</span> <span class="o">+</span> <span class="n">name</span>
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<p>In the function <code class="docutils literal"><span class="pre">greeting</span></code>, the argument <code class="docutils literal"><span class="pre">name</span></code> is expected to be of type
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<a class="reference internal" href="stdtypes.html#str" title="str"><code class="xref py py-class docutils literal"><span class="pre">str</span></code></a> and the return type <a class="reference internal" href="stdtypes.html#str" title="str"><code class="xref py py-class docutils literal"><span class="pre">str</span></code></a>. Subtypes are accepted as
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<div class="section" id="type-aliases">
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<h2>26.1.1. Type aliases<a class="headerlink" href="#type-aliases" title="Permalink to this headline">¶</a></h2>
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<p>A type alias is defined by assigning the type to the alias:</p>
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<div class="highlight-python3"><div class="highlight"><pre><span class="n">Vector</span> <span class="o">=</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span>
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<div class="section" id="callable">
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<h2>26.1.2. Callable<a class="headerlink" href="#callable" title="Permalink to this headline">¶</a></h2>
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<p>Frameworks expecting callback functions of specific signatures might be
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type hinted using <code class="docutils literal"><span class="pre">Callable[[Arg1Type,</span> <span class="pre">Arg2Type],</span> <span class="pre">ReturnType]</span></code>.</p>
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<div class="highlight-python3"><div class="highlight"><pre><span class="kn">from</span> <span class="nn">typing</span> <span class="k">import</span> <span class="n">Callable</span>
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<span class="k">def</span> <span class="nf">feeder</span><span class="p">(</span><span class="n">get_next_item</span><span class="p">:</span> <span class="n">Callable</span><span class="p">[[],</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span>
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<span class="c1"># Body</span>
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<span class="k">def</span> <span class="nf">async_query</span><span class="p">(</span><span class="n">on_success</span><span class="p">:</span> <span class="n">Callable</span><span class="p">[[</span><span class="nb">int</span><span class="p">],</span> <span class="kc">None</span><span class="p">],</span>
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<span class="n">on_error</span><span class="p">:</span> <span class="n">Callable</span><span class="p">[[</span><span class="nb">int</span><span class="p">,</span> <span class="ne">Exception</span><span class="p">],</span> <span class="kc">None</span><span class="p">])</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span>
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<span class="c1"># Body</span>
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<p>It is possible to declare the return type of a callable without specifying
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the call signature by substituting a literal ellipsis
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for the list of arguments in the type hint: <code class="docutils literal"><span class="pre">Callable[...,</span> <span class="pre">ReturnType]</span></code>.
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<code class="docutils literal"><span class="pre">None</span></code> as a type hint is a special case and is replaced by <code class="docutils literal"><span class="pre">type(None)</span></code>.</p>
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<div class="section" id="generics">
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<h2>26.1.3. Generics<a class="headerlink" href="#generics" title="Permalink to this headline">¶</a></h2>
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<p>Since type information about objects kept in containers cannot be statically
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inferred in a generic way, abstract base classes have been extended to support
125
subscription to denote expected types for container elements.</p>
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<div class="highlight-python3"><div class="highlight"><pre><span class="kn">from</span> <span class="nn">typing</span> <span class="k">import</span> <span class="n">Mapping</span><span class="p">,</span> <span class="n">Sequence</span>
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<span class="k">def</span> <span class="nf">notify_by_email</span><span class="p">(</span><span class="n">employees</span><span class="p">:</span> <span class="n">Sequence</span><span class="p">[</span><span class="n">Employee</span><span class="p">],</span>
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<span class="n">overrides</span><span class="p">:</span> <span class="n">Mapping</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span> <span class="o">...</span>
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<p>Generics can be parametrized by using a new factory available in typing
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called <a class="reference internal" href="#typing.TypeVar" title="typing.TypeVar"><code class="xref py py-class docutils literal"><span class="pre">TypeVar</span></code></a>.</p>
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<div class="highlight-python3"><div class="highlight"><pre><span class="kn">from</span> <span class="nn">typing</span> <span class="k">import</span> <span class="n">Sequence</span><span class="p">,</span> <span class="n">TypeVar</span>
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<span class="n">T</span> <span class="o">=</span> <span class="n">TypeVar</span><span class="p">(</span><span class="s1">'T'</span><span class="p">)</span> <span class="c1"># Declare type variable</span>
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<span class="k">def</span> <span class="nf">first</span><span class="p">(</span><span class="n">l</span><span class="p">:</span> <span class="n">Sequence</span><span class="p">[</span><span class="n">T</span><span class="p">])</span> <span class="o">-></span> <span class="n">T</span><span class="p">:</span> <span class="c1"># Generic function</span>
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<span class="k">return</span> <span class="n">l</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
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<div class="section" id="user-defined-generic-types">
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<h2>26.1.4. User-defined generic types<a class="headerlink" href="#user-defined-generic-types" title="Permalink to this headline">¶</a></h2>
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<p>A user-defined class can be defined as a generic class.</p>
146
<div class="highlight-python3"><div class="highlight"><pre><span class="kn">from</span> <span class="nn">typing</span> <span class="k">import</span> <span class="n">TypeVar</span><span class="p">,</span> <span class="n">Generic</span>
147
<span class="kn">from</span> <span class="nn">logging</span> <span class="k">import</span> <span class="n">Logger</span>
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<span class="n">T</span> <span class="o">=</span> <span class="n">TypeVar</span><span class="p">(</span><span class="s1">'T'</span><span class="p">)</span>
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<span class="k">class</span> <span class="nc">LoggedVar</span><span class="p">(</span><span class="n">Generic</span><span class="p">[</span><span class="n">T</span><span class="p">]):</span>
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<span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">T</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">logger</span><span class="p">:</span> <span class="n">Logger</span><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span>
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<span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span>
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<span class="bp">self</span><span class="o">.</span><span class="n">logger</span> <span class="o">=</span> <span class="n">logger</span>
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<span class="bp">self</span><span class="o">.</span><span class="n">value</span> <span class="o">=</span> <span class="n">value</span>
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<span class="k">def</span> <span class="nf">set</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">new</span><span class="p">:</span> <span class="n">T</span><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span>
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<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="s1">'Set '</span> <span class="o">+</span> <span class="nb">repr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">value</span><span class="p">))</span>
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<span class="bp">self</span><span class="o">.</span><span class="n">value</span> <span class="o">=</span> <span class="n">new</span>
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<span class="k">def</span> <span class="nf">get</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">T</span><span class="p">:</span>
162
<span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="s1">'Get '</span> <span class="o">+</span> <span class="nb">repr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">value</span><span class="p">))</span>
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<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">value</span>
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<span class="k">def</span> <span class="nf">log</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">message</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span>
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<span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'{}: {}'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">message</span><span class="p">))</span>
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<p><code class="docutils literal"><span class="pre">Generic[T]</span></code> as a base class defines that the class <code class="docutils literal"><span class="pre">LoggedVar</span></code> takes a
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single type parameter <code class="docutils literal"><span class="pre">T</span></code> . This also makes <code class="docutils literal"><span class="pre">T</span></code> valid as a type within the
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<p>The <a class="reference internal" href="#typing.Generic" title="typing.Generic"><code class="xref py py-class docutils literal"><span class="pre">Generic</span></code></a> base class uses a metaclass that defines
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<a class="reference internal" href="../reference/datamodel.html#object.__getitem__" title="object.__getitem__"><code class="xref py py-meth docutils literal"><span class="pre">__getitem__()</span></code></a> so that <code class="docutils literal"><span class="pre">LoggedVar[t]</span></code> is valid as a type:</p>
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<div class="highlight-python3"><div class="highlight"><pre><span class="kn">from</span> <span class="nn">typing</span> <span class="k">import</span> <span class="n">Iterable</span>
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<span class="k">def</span> <span class="nf">zero_all_vars</span><span class="p">(</span><span class="nb">vars</span><span class="p">:</span> <span class="n">Iterable</span><span class="p">[</span><span class="n">LoggedVar</span><span class="p">[</span><span class="nb">int</span><span class="p">]])</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span>
177
<span class="k">for</span> <span class="n">var</span> <span class="ow">in</span> <span class="nb">vars</span><span class="p">:</span>
178
<span class="n">var</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
181
<p>A generic type can have any number of type variables, and type variables may
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<div class="highlight-python3"><div class="highlight"><pre><span class="kn">from</span> <span class="nn">typing</span> <span class="k">import</span> <span class="n">TypeVar</span><span class="p">,</span> <span class="n">Generic</span>
184
<span class="o">...</span>
186
<span class="n">T</span> <span class="o">=</span> <span class="n">TypeVar</span><span class="p">(</span><span class="s1">'T'</span><span class="p">)</span>
187
<span class="n">S</span> <span class="o">=</span> <span class="n">TypeVar</span><span class="p">(</span><span class="s1">'S'</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span>
189
<span class="k">class</span> <span class="nc">StrangePair</span><span class="p">(</span><span class="n">Generic</span><span class="p">[</span><span class="n">T</span><span class="p">,</span> <span class="n">S</span><span class="p">]):</span>
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<span class="o">...</span>
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<p>Each type variable argument to <a class="reference internal" href="#typing.Generic" title="typing.Generic"><code class="xref py py-class docutils literal"><span class="pre">Generic</span></code></a> must be distinct.
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This is thus invalid:</p>
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<div class="highlight-python3"><div class="highlight"><pre><span class="kn">from</span> <span class="nn">typing</span> <span class="k">import</span> <span class="n">TypeVar</span><span class="p">,</span> <span class="n">Generic</span>
196
<span class="o">...</span>
198
<span class="n">T</span> <span class="o">=</span> <span class="n">TypeVar</span><span class="p">(</span><span class="s1">'T'</span><span class="p">)</span>
200
<span class="k">class</span> <span class="nc">Pair</span><span class="p">(</span><span class="n">Generic</span><span class="p">[</span><span class="n">T</span><span class="p">,</span> <span class="n">T</span><span class="p">]):</span> <span class="c1"># INVALID</span>
201
<span class="o">...</span>
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<p>You can use multiple inheritance with <a class="reference internal" href="#typing.Generic" title="typing.Generic"><code class="xref py py-class docutils literal"><span class="pre">Generic</span></code></a>:</p>
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<div class="highlight-python3"><div class="highlight"><pre><span class="kn">from</span> <span class="nn">typing</span> <span class="k">import</span> <span class="n">TypeVar</span><span class="p">,</span> <span class="n">Generic</span><span class="p">,</span> <span class="n">Sized</span>
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<span class="n">T</span> <span class="o">=</span> <span class="n">TypeVar</span><span class="p">(</span><span class="s1">'T'</span><span class="p">)</span>
209
<span class="k">class</span> <span class="nc">LinkedList</span><span class="p">(</span><span class="n">Sized</span><span class="p">,</span> <span class="n">Generic</span><span class="p">[</span><span class="n">T</span><span class="p">]):</span>
210
<span class="o">...</span>
213
<p>When inheriting from generic classes, some type variables could fixed:</p>
214
<div class="highlight-python3"><div class="highlight"><pre><span class="kn">from</span> <span class="nn">typing</span> <span class="k">import</span> <span class="n">TypeVar</span><span class="p">,</span> <span class="n">Mapping</span>
216
<span class="n">T</span> <span class="o">=</span> <span class="n">TypeVar</span><span class="p">(</span><span class="s1">'T'</span><span class="p">)</span>
218
<span class="k">class</span> <span class="nc">MyDict</span><span class="p">(</span><span class="n">Mapping</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">T</span><span class="p">]):</span>
219
<span class="o">...</span>
222
<p>In this case <code class="docutils literal"><span class="pre">MyDict</span></code> has a single parameter, <code class="docutils literal"><span class="pre">T</span></code>.</p>
223
<p>Subclassing a generic class without specifying type parameters assumes
224
<a class="reference internal" href="#typing.Any" title="typing.Any"><code class="xref py py-class docutils literal"><span class="pre">Any</span></code></a> for each position. In the following example, <code class="docutils literal"><span class="pre">MyIterable</span></code> is
225
not generic but implicitly inherits from <code class="docutils literal"><span class="pre">Iterable[Any]</span></code>:</p>
226
<div class="highlight-python3"><div class="highlight"><pre><span class="kn">from</span> <span class="nn">typing</span> <span class="k">import</span> <span class="n">Iterable</span>
228
<span class="k">class</span> <span class="nc">MyIterable</span><span class="p">(</span><span class="n">Iterable</span><span class="p">):</span> <span class="c1"># Same as Iterable[Any]</span>
231
<p>The metaclass used by <a class="reference internal" href="#typing.Generic" title="typing.Generic"><code class="xref py py-class docutils literal"><span class="pre">Generic</span></code></a> is a subclass of <a class="reference internal" href="abc.html#abc.ABCMeta" title="abc.ABCMeta"><code class="xref py py-class docutils literal"><span class="pre">abc.ABCMeta</span></code></a>.
232
A generic class can be an ABC by including abstract methods or properties,
233
and generic classes can also have ABCs as base classes without a metaclass
234
conflict. Generic metaclasses are not supported.</p>
236
<div class="section" id="the-any-type">
237
<h2>26.1.5. The <a class="reference internal" href="#typing.Any" title="typing.Any"><code class="xref py py-class docutils literal"><span class="pre">Any</span></code></a> type<a class="headerlink" href="#the-any-type" title="Permalink to this headline">¶</a></h2>
238
<p>A special kind of type is <a class="reference internal" href="#typing.Any" title="typing.Any"><code class="xref py py-class docutils literal"><span class="pre">Any</span></code></a>. Every type is a subtype of
239
<a class="reference internal" href="#typing.Any" title="typing.Any"><code class="xref py py-class docutils literal"><span class="pre">Any</span></code></a>. This is also true for the builtin type object. However, to the
240
static type checker these are completely different.</p>
241
<p>When the type of a value is <a class="reference internal" href="functions.html#object" title="object"><code class="xref py py-class docutils literal"><span class="pre">object</span></code></a>, the type checker will reject
242
almost all operations on it, and assigning it to a variable (or using it as a
243
return value) of a more specialized type is a type error. On the other hand,
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when a value has type <a class="reference internal" href="#typing.Any" title="typing.Any"><code class="xref py py-class docutils literal"><span class="pre">Any</span></code></a>, the type checker will allow all operations
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on it, and a value of type <a class="reference internal" href="#typing.Any" title="typing.Any"><code class="xref py py-class docutils literal"><span class="pre">Any</span></code></a> can be assigned to a variable (or used
246
as a return value) of a more constrained type.</p>
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<div class="section" id="classes-functions-and-decorators">
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<h2>26.1.6. Classes, functions, and decorators<a class="headerlink" href="#classes-functions-and-decorators" title="Permalink to this headline">¶</a></h2>
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<p>The module defines the following classes, functions and decorators:</p>
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">Any</code><a class="headerlink" href="#typing.Any" title="Permalink to this definition">¶</a></dt>
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<dd><p>Special type indicating an unconstrained type.</p>
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<li>Any object is an instance of <a class="reference internal" href="#typing.Any" title="typing.Any"><code class="xref py py-class docutils literal"><span class="pre">Any</span></code></a>.</li>
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<li>Any class is a subclass of <a class="reference internal" href="#typing.Any" title="typing.Any"><code class="xref py py-class docutils literal"><span class="pre">Any</span></code></a>.</li>
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<li>As a special case, <a class="reference internal" href="#typing.Any" title="typing.Any"><code class="xref py py-class docutils literal"><span class="pre">Any</span></code></a> and <a class="reference internal" href="functions.html#object" title="object"><code class="xref py py-class docutils literal"><span class="pre">object</span></code></a> are subclasses of
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<dt id="typing.TypeVar">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">TypeVar</code><a class="headerlink" href="#typing.TypeVar" title="Permalink to this definition">¶</a></dt>
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<dd><p>Type variable.</p>
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<div class="highlight-python3"><div class="highlight"><pre><span class="n">T</span> <span class="o">=</span> <span class="n">TypeVar</span><span class="p">(</span><span class="s1">'T'</span><span class="p">)</span> <span class="c1"># Can be anything</span>
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<span class="n">A</span> <span class="o">=</span> <span class="n">TypeVar</span><span class="p">(</span><span class="s1">'A'</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="nb">bytes</span><span class="p">)</span> <span class="c1"># Must be str or bytes</span>
272
<p>Type variables exist primarily for the benefit of static type
273
checkers. They serve as the parameters for generic types as well
274
as for generic function definitions. See class Generic for more
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information on generic types. Generic functions work as follows:</p>
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<div class="highlight-python3"><div class="highlight"><pre><span class="k">def</span> <span class="nf">repeat</span><span class="p">(</span><span class="n">x</span><span class="p">:</span> <span class="n">T</span><span class="p">,</span> <span class="n">n</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-></span> <span class="n">Sequence</span><span class="p">[</span><span class="n">T</span><span class="p">]:</span>
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<span class="sd">"""Return a list containing n references to x."""</span>
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<span class="k">return</span> <span class="p">[</span><span class="n">x</span><span class="p">]</span><span class="o">*</span><span class="n">n</span>
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<span class="k">def</span> <span class="nf">longest</span><span class="p">(</span><span class="n">x</span><span class="p">:</span> <span class="n">A</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">A</span><span class="p">)</span> <span class="o">-></span> <span class="n">A</span><span class="p">:</span>
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<span class="sd">"""Return the longest of two strings."""</span>
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<span class="k">return</span> <span class="n">x</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">>=</span> <span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="k">else</span> <span class="n">y</span>
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<p>The latter example’s signature is essentially the overloading
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of <code class="docutils literal"><span class="pre">(str,</span> <span class="pre">str)</span> <span class="pre">-></span> <span class="pre">str</span></code> and <code class="docutils literal"><span class="pre">(bytes,</span> <span class="pre">bytes)</span> <span class="pre">-></span> <span class="pre">bytes</span></code>. Also note
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that if the arguments are instances of some subclass of <a class="reference internal" href="stdtypes.html#str" title="str"><code class="xref py py-class docutils literal"><span class="pre">str</span></code></a>,
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the return type is still plain <a class="reference internal" href="stdtypes.html#str" title="str"><code class="xref py py-class docutils literal"><span class="pre">str</span></code></a>.</p>
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<p>At runtime, <code class="docutils literal"><span class="pre">isinstance(x,</span> <span class="pre">T)</span></code> will raise <a class="reference internal" href="exceptions.html#TypeError" title="TypeError"><code class="xref py py-exc docutils literal"><span class="pre">TypeError</span></code></a>. In general,
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<a class="reference internal" href="functions.html#isinstance" title="isinstance"><code class="xref py py-func docutils literal"><span class="pre">isinstance()</span></code></a> and <a class="reference internal" href="functions.html#issubclass" title="issubclass"><code class="xref py py-func docutils literal"><span class="pre">issubclass()</span></code></a> should not be used with types.</p>
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<p>Type variables may be marked covariant or contravariant by passing
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<code class="docutils literal"><span class="pre">covariant=True</span></code> or <code class="docutils literal"><span class="pre">contravariant=True</span></code>. See <span class="target" id="index-3"></span><a class="pep reference external" href="https://www.python.org/dev/peps/pep-0484"><strong>PEP 484</strong></a> for more
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details. By default type variables are invariant. Alternatively,
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a type variable may specify an upper bound using <code class="docutils literal"><span class="pre">bound=<type></span></code>.
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This means that an actual type substituted (explicitly or implicitly)
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for the type variable must be a subclass of the boundary type,
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see <span class="target" id="index-4"></span><a class="pep reference external" href="https://www.python.org/dev/peps/pep-0484"><strong>PEP 484</strong></a>.</p>
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<dt id="typing.Union">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">Union</code><a class="headerlink" href="#typing.Union" title="Permalink to this definition">¶</a></dt>
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<dd><p>Union type; <code class="docutils literal"><span class="pre">Union[X,</span> <span class="pre">Y]</span></code> means either X or Y.</p>
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<p>To define a union, use e.g. <code class="docutils literal"><span class="pre">Union[int,</span> <span class="pre">str]</span></code>. Details:</p>
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<li><p class="first">The arguments must be types and there must be at least one.</p>
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<li><p class="first">Unions of unions are flattened, e.g.:</p>
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<div class="highlight-python3"><div class="highlight"><pre><span class="n">Union</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">str</span><span class="p">],</span> <span class="nb">float</span><span class="p">]</span> <span class="o">==</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="nb">float</span><span class="p">]</span>
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<li><p class="first">Unions of a single argument vanish, e.g.:</p>
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<div class="highlight-python3"><div class="highlight"><pre><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">==</span> <span class="nb">int</span> <span class="c1"># The constructor actually returns int</span>
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<li><p class="first">Redundant arguments are skipped, e.g.:</p>
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<div class="highlight-python3"><div class="highlight"><pre><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]</span> <span class="o">==</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">str</span><span class="p">]</span>
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<li><p class="first">When comparing unions, the argument order is ignored, e.g.:</p>
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<div class="highlight-python3"><div class="highlight"><pre><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">str</span><span class="p">]</span> <span class="o">==</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]</span>
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<li><p class="first">If <a class="reference internal" href="#typing.Any" title="typing.Any"><code class="xref py py-class docutils literal"><span class="pre">Any</span></code></a> is present it is the sole survivor, e.g.:</p>
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<div class="highlight-python3"><div class="highlight"><pre><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">Any</span><span class="p">]</span> <span class="o">==</span> <span class="n">Any</span>
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<li><p class="first">You cannot subclass or instantiate a union.</p>
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<li><p class="first">You cannot write <code class="docutils literal"><span class="pre">Union[X][Y]</span></code>.</p>
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<li><p class="first">You can use <code class="docutils literal"><span class="pre">Optional[X]</span></code> as a shorthand for <code class="docutils literal"><span class="pre">Union[X,</span> <span class="pre">None]</span></code>.</p>
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<dt id="typing.Optional">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">Optional</code><a class="headerlink" href="#typing.Optional" title="Permalink to this definition">¶</a></dt>
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<dd><p>Optional type.</p>
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<p><code class="docutils literal"><span class="pre">Optional[X]</span></code> is equivalent to <code class="docutils literal"><span class="pre">Union[X,</span> <span class="pre">type(None)]</span></code>.</p>
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<p>Note that this is not the same concept as an optional argument,
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which is one that has a default. An optional argument with a
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default needn’t use the <code class="docutils literal"><span class="pre">Optional</span></code> qualifier on its type
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annotation (although it is inferred if the default is <code class="docutils literal"><span class="pre">None</span></code>).
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A mandatory argument may still have an <code class="docutils literal"><span class="pre">Optional</span></code> type if an
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explicit value of <code class="docutils literal"><span class="pre">None</span></code> is allowed.</p>
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<dt id="typing.Tuple">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">Tuple</code><a class="headerlink" href="#typing.Tuple" title="Permalink to this definition">¶</a></dt>
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<dd><p>Tuple type; <code class="docutils literal"><span class="pre">Tuple[X,</span> <span class="pre">Y]</span></code> is the is the type of a tuple of two items
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with the first item of type X and the second of type Y.</p>
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<p>Example: <code class="docutils literal"><span class="pre">Tuple[T1,</span> <span class="pre">T2]</span></code> is a tuple of two elements corresponding
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to type variables T1 and T2. <code class="docutils literal"><span class="pre">Tuple[int,</span> <span class="pre">float,</span> <span class="pre">str]</span></code> is a tuple
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of an int, a float and a string.</p>
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<p>To specify a variable-length tuple of homogeneous type,
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use literal ellipsis, e.g. <code class="docutils literal"><span class="pre">Tuple[int,</span> <span class="pre">...]</span></code>.</p>
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<dt id="typing.Callable">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">Callable</code><a class="headerlink" href="#typing.Callable" title="Permalink to this definition">¶</a></dt>
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<dd><p>Callable type; <code class="docutils literal"><span class="pre">Callable[[int],</span> <span class="pre">str]</span></code> is a function of (int) -> str.</p>
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<p>The subscription syntax must always be used with exactly two
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values: the argument list and the return type. The argument list
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must be a list of types; the return type must be a single type.</p>
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<p>There is no syntax to indicate optional or keyword arguments,
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such function types are rarely used as callback types.
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<code class="docutils literal"><span class="pre">Callable[...,</span> <span class="pre">ReturnType]</span></code> could be used to type hint a callable
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taking any number of arguments and returning <code class="docutils literal"><span class="pre">ReturnType</span></code>.
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A plain <a class="reference internal" href="#typing.Callable" title="typing.Callable"><code class="xref py py-class docutils literal"><span class="pre">Callable</span></code></a> is equivalent to <code class="docutils literal"><span class="pre">Callable[...,</span> <span class="pre">Any]</span></code>.</p>
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<dt id="typing.Generic">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">Generic</code><a class="headerlink" href="#typing.Generic" title="Permalink to this definition">¶</a></dt>
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<dd><p>Abstract base class for generic types.</p>
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<p>A generic type is typically declared by inheriting from an
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instantiation of this class with one or more type variables.
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For example, a generic mapping type might be defined as:</p>
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<div class="highlight-python3"><div class="highlight"><pre><span class="k">class</span> <span class="nc">Mapping</span><span class="p">(</span><span class="n">Generic</span><span class="p">[</span><span class="n">KT</span><span class="p">,</span> <span class="n">VT</span><span class="p">]):</span>
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<span class="k">def</span> <span class="nf">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">:</span> <span class="n">KT</span><span class="p">)</span> <span class="o">-></span> <span class="n">VT</span><span class="p">:</span>
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<span class="o">...</span>
391
<span class="c1"># Etc.</span>
394
<p>This class can then be used as follows:</p>
395
<div class="highlight-python3"><div class="highlight"><pre><span class="n">X</span> <span class="o">=</span> <span class="n">TypeVar</span><span class="p">(</span><span class="s1">'X'</span><span class="p">)</span>
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<span class="n">Y</span> <span class="o">=</span> <span class="n">TypeVar</span><span class="p">(</span><span class="s1">'Y'</span><span class="p">)</span>
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<span class="k">def</span> <span class="nf">lookup_name</span><span class="p">(</span><span class="n">mapping</span><span class="p">:</span> <span class="n">Mapping</span><span class="p">[</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">],</span> <span class="n">key</span><span class="p">:</span> <span class="n">X</span><span class="p">,</span> <span class="n">default</span><span class="p">:</span> <span class="n">Y</span><span class="p">)</span> <span class="o">-></span> <span class="n">Y</span><span class="p">:</span>
399
<span class="k">try</span><span class="p">:</span>
400
<span class="k">return</span> <span class="n">mapping</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
401
<span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
402
<span class="k">return</span> <span class="n">default</span>
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<dt id="typing.Iterable">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">Iterable</code><span class="sig-paren">(</span><em>Generic[T_co]</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.Iterable" title="Permalink to this definition">¶</a></dt>
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<dd><p>A generic version of the <a class="reference internal" href="collections.abc.html#collections.abc.Iterable" title="collections.abc.Iterable"><code class="xref py py-class docutils literal"><span class="pre">collections.abc.Iterable</span></code></a>.</p>
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<dt id="typing.Iterator">
415
<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">Iterator</code><span class="sig-paren">(</span><em>Iterable[T_co]</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.Iterator" title="Permalink to this definition">¶</a></dt>
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<dd><p>A generic version of the <a class="reference internal" href="collections.abc.html#collections.abc.Iterator" title="collections.abc.Iterator"><code class="xref py py-class docutils literal"><span class="pre">collections.abc.Iterator</span></code></a>.</p>
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<dt id="typing.SupportsInt">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">SupportsInt</code><a class="headerlink" href="#typing.SupportsInt" title="Permalink to this definition">¶</a></dt>
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<dd><p>An ABC with one abstract method <code class="docutils literal"><span class="pre">__int__</span></code>.</p>
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<dt id="typing.SupportsFloat">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">SupportsFloat</code><a class="headerlink" href="#typing.SupportsFloat" title="Permalink to this definition">¶</a></dt>
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<dd><p>An ABC with one abstract method <code class="docutils literal"><span class="pre">__float__</span></code>.</p>
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<dt id="typing.SupportsAbs">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">SupportsAbs</code><a class="headerlink" href="#typing.SupportsAbs" title="Permalink to this definition">¶</a></dt>
434
<dd><p>An ABC with one abstract method <code class="docutils literal"><span class="pre">__abs__</span></code> that is covariant
435
in its return type.</p>
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<dt id="typing.SupportsRound">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">SupportsRound</code><a class="headerlink" href="#typing.SupportsRound" title="Permalink to this definition">¶</a></dt>
441
<dd><p>An ABC with one abstract method <code class="docutils literal"><span class="pre">__round__</span></code>
442
that is covariant in its return type.</p>
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<dt id="typing.Reversible">
447
<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">Reversible</code><a class="headerlink" href="#typing.Reversible" title="Permalink to this definition">¶</a></dt>
448
<dd><p>An ABC with one abstract method <code class="docutils literal"><span class="pre">__reversed__</span></code> returning
449
an <code class="docutils literal"><span class="pre">Iterator[T_co]</span></code>.</p>
453
<dt id="typing.Container">
454
<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">Container</code><span class="sig-paren">(</span><em>Generic[T_co]</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.Container" title="Permalink to this definition">¶</a></dt>
455
<dd><p>A generic version of <a class="reference internal" href="collections.abc.html#collections.abc.Container" title="collections.abc.Container"><code class="xref py py-class docutils literal"><span class="pre">collections.abc.Container</span></code></a>.</p>
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<dt id="typing.AbstractSet">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">AbstractSet</code><span class="sig-paren">(</span><em>Sized, Iterable[T_co], Container[T_co]</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.AbstractSet" title="Permalink to this definition">¶</a></dt>
461
<dd><p>A generic version of <a class="reference internal" href="collections.abc.html#collections.abc.Set" title="collections.abc.Set"><code class="xref py py-class docutils literal"><span class="pre">collections.abc.Set</span></code></a>.</p>
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<dt id="typing.MutableSet">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">MutableSet</code><span class="sig-paren">(</span><em>AbstractSet[T]</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.MutableSet" title="Permalink to this definition">¶</a></dt>
467
<dd><p>A generic version of <a class="reference internal" href="collections.abc.html#collections.abc.MutableSet" title="collections.abc.MutableSet"><code class="xref py py-class docutils literal"><span class="pre">collections.abc.MutableSet</span></code></a>.</p>
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<dt id="typing.Mapping">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">Mapping</code><span class="sig-paren">(</span><em>Sized, Iterable[KT], Container[KT], Generic[VT_co]</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.Mapping" title="Permalink to this definition">¶</a></dt>
473
<dd><p>A generic version of <a class="reference internal" href="collections.abc.html#collections.abc.Mapping" title="collections.abc.Mapping"><code class="xref py py-class docutils literal"><span class="pre">collections.abc.Mapping</span></code></a>.</p>
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<dt id="typing.MutableMapping">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">MutableMapping</code><span class="sig-paren">(</span><em>Mapping[KT, VT]</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.MutableMapping" title="Permalink to this definition">¶</a></dt>
479
<dd><p>A generic version of <a class="reference internal" href="collections.abc.html#collections.abc.MutableMapping" title="collections.abc.MutableMapping"><code class="xref py py-class docutils literal"><span class="pre">collections.abc.MutableMapping</span></code></a>.</p>
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<dt id="typing.Sequence">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">Sequence</code><span class="sig-paren">(</span><em>Sized, Iterable[T_co], Container[T_co]</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.Sequence" title="Permalink to this definition">¶</a></dt>
485
<dd><p>A generic version of <a class="reference internal" href="collections.abc.html#collections.abc.Sequence" title="collections.abc.Sequence"><code class="xref py py-class docutils literal"><span class="pre">collections.abc.Sequence</span></code></a>.</p>
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<dt id="typing.MutableSequence">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">MutableSequence</code><span class="sig-paren">(</span><em>Sequence[T]</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.MutableSequence" title="Permalink to this definition">¶</a></dt>
491
<dd><p>A generic version of <a class="reference internal" href="collections.abc.html#collections.abc.MutableSequence" title="collections.abc.MutableSequence"><code class="xref py py-class docutils literal"><span class="pre">collections.abc.MutableSequence</span></code></a>.</p>
495
<dt id="typing.ByteString">
496
<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">ByteString</code><span class="sig-paren">(</span><em>Sequence[int]</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.ByteString" title="Permalink to this definition">¶</a></dt>
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<dd><p>A generic version of <code class="xref py py-class docutils literal"><span class="pre">collections.abc.ByteString</span></code>.</p>
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<p>This type represents the types <a class="reference internal" href="functions.html#bytes" title="bytes"><code class="xref py py-class docutils literal"><span class="pre">bytes</span></code></a>, <a class="reference internal" href="functions.html#bytearray" title="bytearray"><code class="xref py py-class docutils literal"><span class="pre">bytearray</span></code></a>,
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and <a class="reference internal" href="stdtypes.html#memoryview" title="memoryview"><code class="xref py py-class docutils literal"><span class="pre">memoryview</span></code></a>.</p>
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<p>As a shorthand for this type, <a class="reference internal" href="functions.html#bytes" title="bytes"><code class="xref py py-class docutils literal"><span class="pre">bytes</span></code></a> can be used to
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annotate arguments of any of the types mentioned above.</p>
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<dt id="typing.List">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">List</code><span class="sig-paren">(</span><em>list, MutableSequence[T]</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.List" title="Permalink to this definition">¶</a></dt>
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<dd><p>Generic version of <a class="reference internal" href="stdtypes.html#list" title="list"><code class="xref py py-class docutils literal"><span class="pre">list</span></code></a>.
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Useful for annotating return types. To annotate arguments it is preferred
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to use abstract collection types such as <a class="reference internal" href="#typing.Mapping" title="typing.Mapping"><code class="xref py py-class docutils literal"><span class="pre">Mapping</span></code></a>, <a class="reference internal" href="#typing.Sequence" title="typing.Sequence"><code class="xref py py-class docutils literal"><span class="pre">Sequence</span></code></a>,
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or <a class="reference internal" href="#typing.AbstractSet" title="typing.AbstractSet"><code class="xref py py-class docutils literal"><span class="pre">AbstractSet</span></code></a>.</p>
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<p>This type may be used as follows:</p>
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<div class="highlight-python3"><div class="highlight"><pre><span class="n">T</span> <span class="o">=</span> <span class="n">TypeVar</span><span class="p">(</span><span class="s1">'T'</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">)</span>
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<span class="k">def</span> <span class="nf">vec2</span><span class="p">(</span><span class="n">x</span><span class="p">:</span> <span class="n">T</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">T</span><span class="p">)</span> <span class="o">-></span> <span class="n">List</span><span class="p">[</span><span class="n">T</span><span class="p">]:</span>
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<span class="k">return</span> <span class="p">[</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">]</span>
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<span class="k">def</span> <span class="nf">slice__to_4</span><span class="p">(</span><span class="n">vector</span><span class="p">:</span> <span class="n">Sequence</span><span class="p">[</span><span class="n">T</span><span class="p">])</span> <span class="o">-></span> <span class="n">List</span><span class="p">[</span><span class="n">T</span><span class="p">]:</span>
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<span class="k">return</span> <span class="n">vector</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">4</span><span class="p">]</span>
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">AbstractSet</code><span class="sig-paren">(</span><em>set, MutableSet[T]</em><span class="sig-paren">)</span></dt>
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<dd><p>A generic version of <a class="reference internal" href="collections.abc.html#collections.abc.Set" title="collections.abc.Set"><code class="xref py py-class docutils literal"><span class="pre">collections.abc.Set</span></code></a>.</p>
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<dt id="typing.MappingView">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">MappingView</code><span class="sig-paren">(</span><em>Sized, Iterable[T_co]</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.MappingView" title="Permalink to this definition">¶</a></dt>
532
<dd><p>A generic version of <a class="reference internal" href="collections.abc.html#collections.abc.MappingView" title="collections.abc.MappingView"><code class="xref py py-class docutils literal"><span class="pre">collections.abc.MappingView</span></code></a>.</p>
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<dt id="typing.KeysView">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">KeysView</code><span class="sig-paren">(</span><em>MappingView[KT_co], AbstractSet[KT_co]</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.KeysView" title="Permalink to this definition">¶</a></dt>
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<dd><p>A generic version of <a class="reference internal" href="collections.abc.html#collections.abc.KeysView" title="collections.abc.KeysView"><code class="xref py py-class docutils literal"><span class="pre">collections.abc.KeysView</span></code></a>.</p>
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<dt id="typing.ItemsView">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">ItemsView</code><span class="sig-paren">(</span><em>MappingView, Generic[KT_co, VT_co]</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.ItemsView" title="Permalink to this definition">¶</a></dt>
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<dd><p>A generic version of <a class="reference internal" href="collections.abc.html#collections.abc.ItemsView" title="collections.abc.ItemsView"><code class="xref py py-class docutils literal"><span class="pre">collections.abc.ItemsView</span></code></a>.</p>
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<dt id="typing.ValuesView">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">ValuesView</code><span class="sig-paren">(</span><em>MappingView[VT_co]</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.ValuesView" title="Permalink to this definition">¶</a></dt>
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<dd><p>A generic version of <a class="reference internal" href="collections.abc.html#collections.abc.ValuesView" title="collections.abc.ValuesView"><code class="xref py py-class docutils literal"><span class="pre">collections.abc.ValuesView</span></code></a>.</p>
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<dt id="typing.Dict">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">Dict</code><span class="sig-paren">(</span><em>dict, MutableMapping[KT, VT]</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.Dict" title="Permalink to this definition">¶</a></dt>
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<dd><p>A generic version of <a class="reference internal" href="stdtypes.html#dict" title="dict"><code class="xref py py-class docutils literal"><span class="pre">dict</span></code></a>.
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The usage of this type is as follows:</p>
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<div class="highlight-python3"><div class="highlight"><pre><span class="k">def</span> <span class="nf">get_position_in_index</span><span class="p">(</span><span class="n">word_list</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">],</span> <span class="n">word</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="nb">int</span><span class="p">:</span>
559
<span class="k">return</span> <span class="n">word_list</span><span class="p">[</span><span class="n">word</span><span class="p">]</span>
565
<dt id="typing.Generator">
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">Generator</code><span class="sig-paren">(</span><em>Iterator[T_co], Generic[T_co, T_contra, V_co]</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.Generator" title="Permalink to this definition">¶</a></dt>
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">io</code><a class="headerlink" href="#typing.io" title="Permalink to this definition">¶</a></dt>
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<dd><p>Wrapper namespace for I/O stream types.</p>
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<p>This defines the generic type <code class="docutils literal"><span class="pre">IO[AnyStr]</span></code> and aliases <code class="docutils literal"><span class="pre">TextIO</span></code>
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and <code class="docutils literal"><span class="pre">BinaryIO</span></code> for respectively <code class="docutils literal"><span class="pre">IO[str]</span></code> and <code class="docutils literal"><span class="pre">IO[bytes]</span></code>.
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These representing the types of I/O streams such as returned by
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<a class="reference internal" href="functions.html#open" title="open"><code class="xref py py-func docutils literal"><span class="pre">open()</span></code></a>.</p>
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<em class="property">class </em><code class="descclassname">typing.</code><code class="descname">re</code><a class="headerlink" href="#typing.re" title="Permalink to this definition">¶</a></dt>
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<dd><p>Wrapper namespace for regular expression matching types.</p>
583
<p>This defines the type aliases <code class="docutils literal"><span class="pre">Pattern</span></code> and <code class="docutils literal"><span class="pre">Match</span></code> which
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correspond to the return types from <a class="reference internal" href="re.html#re.compile" title="re.compile"><code class="xref py py-func docutils literal"><span class="pre">re.compile()</span></code></a> and
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<a class="reference internal" href="re.html#re.match" title="re.match"><code class="xref py py-func docutils literal"><span class="pre">re.match()</span></code></a>. These types (and the corresponding functions)
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are generic in <code class="docutils literal"><span class="pre">AnyStr</span></code> and can be made specific by writing
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<code class="docutils literal"><span class="pre">Pattern[str]</span></code>, <code class="docutils literal"><span class="pre">Pattern[bytes]</span></code>, <code class="docutils literal"><span class="pre">Match[str]</span></code>, or
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<code class="docutils literal"><span class="pre">Match[bytes]</span></code>.</p>
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<dl class="function">
592
<dt id="typing.NamedTuple">
593
<code class="descclassname">typing.</code><code class="descname">NamedTuple</code><span class="sig-paren">(</span><em>typename</em>, <em>fields</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.NamedTuple" title="Permalink to this definition">¶</a></dt>
594
<dd><p>Typed version of namedtuple.</p>
596
<div class="highlight-python3"><div class="highlight"><pre><span class="n">Employee</span> <span class="o">=</span> <span class="n">typing</span><span class="o">.</span><span class="n">NamedTuple</span><span class="p">(</span><span class="s1">'Employee'</span><span class="p">,</span> <span class="p">[(</span><span class="s1">'name'</span><span class="p">,</span> <span class="nb">str</span><span class="p">),</span> <span class="p">(</span><span class="s1">'id'</span><span class="p">,</span> <span class="nb">int</span><span class="p">)])</span>
599
<p>This is equivalent to:</p>
600
<div class="highlight-python3"><div class="highlight"><pre><span class="n">Employee</span> <span class="o">=</span> <span class="n">collections</span><span class="o">.</span><span class="n">namedtuple</span><span class="p">(</span><span class="s1">'Employee'</span><span class="p">,</span> <span class="p">[</span><span class="s1">'name'</span><span class="p">,</span> <span class="s1">'id'</span><span class="p">])</span>
603
<p>The resulting class has one extra attribute: _field_types,
604
giving a dict mapping field names to types. (The field names
605
are in the _fields attribute, which is part of the namedtuple
609
<dl class="function">
610
<dt id="typing.cast">
611
<code class="descclassname">typing.</code><code class="descname">cast</code><span class="sig-paren">(</span><em>typ</em>, <em>val</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.cast" title="Permalink to this definition">¶</a></dt>
612
<dd><p>Cast a value to a type.</p>
613
<p>This returns the value unchanged. To the type checker this
614
signals that the return value has the designated type, but at
615
runtime we intentionally don’t check anything (we want this
616
to be as fast as possible).</p>
619
<dl class="function">
620
<dt id="typing.get_type_hints">
621
<code class="descclassname">typing.</code><code class="descname">get_type_hints</code><span class="sig-paren">(</span><em>obj</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.get_type_hints" title="Permalink to this definition">¶</a></dt>
622
<dd><p>Return type hints for a function or method object.</p>
623
<p>This is often the same as <code class="docutils literal"><span class="pre">obj.__annotations__</span></code>, but it handles
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forward references encoded as string literals, and if necessary
625
adds <code class="docutils literal"><span class="pre">Optional[t]</span></code> if a default value equal to None is set.</p>
628
<dl class="function">
629
<dt id="typing.no_type_check">
630
<code class="descclassname">@</code><code class="descclassname">typing.</code><code class="descname">no_type_check</code><span class="sig-paren">(</span><em>arg</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.no_type_check" title="Permalink to this definition">¶</a></dt>
631
<dd><p>Decorator to indicate that annotations are not type hints.</p>
632
<p>The argument must be a class or function; if it is a class, it
633
applies recursively to all methods defined in that class (but not
634
to methods defined in its superclasses or subclasses).</p>
635
<p>This mutates the function(s) in place.</p>
638
<dl class="function">
639
<dt id="typing.no_type_check_decorator">
640
<code class="descclassname">@</code><code class="descclassname">typing.</code><code class="descname">no_type_check_decorator</code><span class="sig-paren">(</span><em>decorator</em><span class="sig-paren">)</span><a class="headerlink" href="#typing.no_type_check_decorator" title="Permalink to this definition">¶</a></dt>
641
<dd><p>Decorator to give another decorator the <a class="reference internal" href="#typing.no_type_check" title="typing.no_type_check"><code class="xref py py-func docutils literal"><span class="pre">no_type_check()</span></code></a> effect.</p>
642
<p>This wraps the decorator with something that wraps the decorated
643
function in <a class="reference internal" href="#typing.no_type_check" title="typing.no_type_check"><code class="xref py py-func docutils literal"><span class="pre">no_type_check()</span></code></a>.</p>
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<div class="sphinxsidebar" role="navigation" aria-label="main navigation">
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<div class="sphinxsidebarwrapper">
655
<h3><a href="../contents.html">Table Of Contents</a></h3>
657
<li><a class="reference internal" href="#">26.1. <code class="docutils literal"><span class="pre">typing</span></code> — Support for type hints</a><ul>
658
<li><a class="reference internal" href="#type-aliases">26.1.1. Type aliases</a></li>
659
<li><a class="reference internal" href="#callable">26.1.2. Callable</a></li>
660
<li><a class="reference internal" href="#generics">26.1.3. Generics</a></li>
661
<li><a class="reference internal" href="#user-defined-generic-types">26.1.4. User-defined generic types</a></li>
662
<li><a class="reference internal" href="#the-any-type">26.1.5. The <code class="docutils literal"><span class="pre">Any</span></code> type</a></li>
663
<li><a class="reference internal" href="#classes-functions-and-decorators">26.1.6. Classes, functions, and decorators</a></li>
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<h4>Previous topic</h4>
669
<p class="topless"><a href="development.html"
670
title="previous chapter">26. Development Tools</a></p>
672
<p class="topless"><a href="pydoc.html"
673
title="next chapter">26.2. <code class="docutils literal"><span class="pre">pydoc</span></code> — Documentation generator and online help system</a></p>
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