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-<title>The decorator module</title>
-<meta name="author" content="Michele Simionato" />
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-
-</style>
-</head>
-<body>
-<div class="document" id="the-decorator-module">
-<h1 class="title">The <tt class="docutils literal">decorator</tt> module</h1>
-<table class="docinfo" frame="void" rules="none">
-<col class="docinfo-name" />
-<col class="docinfo-content" />
-<tbody valign="top">
-<tr><th class="docinfo-name">Author:</th>
-<td>Michele Simionato</td></tr>
-<tr class="field"><th class="docinfo-name">E-mail:</th><td class="field-body"><a class="reference external" href="mailto:michele.simionato&#64;gmail.com">michele.simionato&#64;gmail.com</a></td>
-</tr>
-<tr><th class="docinfo-name">Version:</th>
-<td>3.4.0 (2012-10-18)</td></tr>
-<tr class="field"><th class="docinfo-name">Requires:</th><td class="field-body">Python 2.4+</td>
-</tr>
-<tr class="field"><th class="docinfo-name">Download page:</th><td class="field-body"><a class="reference external" href="http://pypi.python.org/pypi/decorator/3.4.0">http://pypi.python.org/pypi/decorator/3.4.0</a></td>
-</tr>
-<tr class="field"><th class="docinfo-name">Installation:</th><td class="field-body"><tt class="docutils literal">easy_install decorator</tt></td>
-</tr>
-<tr class="field"><th class="docinfo-name">License:</th><td class="field-body">BSD license</td>
-</tr>
-</tbody>
-</table>
-<div class="contents topic" id="contents">
-<p class="topic-title first">Contents</p>
-<ul class="simple">
-<li><a class="reference internal" href="#introduction" id="id3">Introduction</a></li>
-<li><a class="reference internal" href="#definitions" id="id4">Definitions</a></li>
-<li><a class="reference internal" href="#statement-of-the-problem" id="id5">Statement of the problem</a></li>
-<li><a class="reference internal" href="#the-solution" id="id6">The solution</a></li>
-<li><a class="reference internal" href="#a-trace-decorator" id="id7">A <tt class="docutils literal">trace</tt> decorator</a></li>
-<li><a class="reference internal" href="#decorator-is-a-decorator" id="id8"><tt class="docutils literal">decorator</tt> is a decorator</a></li>
-<li><a class="reference internal" href="#blocking" id="id9"><tt class="docutils literal">blocking</tt></a></li>
-<li><a class="reference internal" href="#async" id="id10"><tt class="docutils literal">async</tt></a></li>
-<li><a class="reference internal" href="#contextmanager" id="id11">contextmanager</a></li>
-<li><a class="reference internal" href="#the-functionmaker-class" id="id12">The <tt class="docutils literal">FunctionMaker</tt> class</a></li>
-<li><a class="reference internal" href="#getting-the-source-code" id="id13">Getting the source code</a></li>
-<li><a class="reference internal" href="#dealing-with-third-party-decorators" id="id14">Dealing with third party decorators</a></li>
-<li><a class="reference internal" href="#caveats-and-limitations" id="id15">Caveats and limitations</a></li>
-<li><a class="reference internal" href="#compatibility-notes" id="id16">Compatibility notes</a></li>
-<li><a class="reference internal" href="#licence" id="id17">LICENCE</a></li>
-</ul>
-</div>
-<div class="section" id="introduction">
-<h1><a class="toc-backref" href="#id3">Introduction</a></h1>
-<p>Python decorators are an interesting example of why syntactic sugar
-matters. In principle, their introduction in Python 2.4 changed
-nothing, since they do not provide any new functionality which was not
-already present in the language. In practice, their introduction has
-significantly changed the way we structure our programs in Python. I
-believe the change is for the best, and that decorators are a great
-idea since:</p>
-<ul class="simple">
-<li>decorators help reducing boilerplate code;</li>
-<li>decorators help separation of concerns;</li>
-<li>decorators enhance readability and maintenability;</li>
-<li>decorators are explicit.</li>
-</ul>
-<p>Still, as of now, writing custom decorators correctly requires
-some experience and it is not as easy as it could be. For instance,
-typical implementations of decorators involve nested functions, and
-we all know that flat is better than nested.</p>
-<p>The aim of the <tt class="docutils literal">decorator</tt> module it to simplify the usage of
-decorators for the average programmer, and to popularize decorators by
-showing various non-trivial examples. Of course, as all techniques,
-decorators can be abused (I have seen that) and you should not try to
-solve every problem with a decorator, just because you can.</p>
-<p>You may find the source code for all the examples
-discussed here in the <tt class="docutils literal">documentation.py</tt> file, which contains
-this documentation in the form of doctests.</p>
-</div>
-<div class="section" id="definitions">
-<h1><a class="toc-backref" href="#id4">Definitions</a></h1>
-<p>Technically speaking, any Python object which can be called with one argument
-can be used as a decorator. However, this definition is somewhat too large
-to be really useful. It is more convenient to split the generic class of
-decorators in two subclasses:</p>
-<ul class="simple">
-<li><em>signature-preserving</em> decorators, i.e. callable objects taking a
-function as input and returning a function <em>with the same
-signature</em> as output;</li>
-<li><em>signature-changing</em> decorators, i.e. decorators that change
-the signature of their input function, or decorators returning
-non-callable objects.</li>
-</ul>
-<p>Signature-changing decorators have their use: for instance the
-builtin classes <tt class="docutils literal">staticmethod</tt> and <tt class="docutils literal">classmethod</tt> are in this
-group, since they take functions and return descriptor objects which
-are not functions, nor callables.</p>
-<p>However, signature-preserving decorators are more common and easier to
-reason about; in particular signature-preserving decorators can be
-composed together whereas other decorators in general cannot.</p>
-<p>Writing signature-preserving decorators from scratch is not that
-obvious, especially if one wants to define proper decorators that
-can accept functions with any signature. A simple example will clarify
-the issue.</p>
-</div>
-<div class="section" id="statement-of-the-problem">
-<h1><a class="toc-backref" href="#id5">Statement of the problem</a></h1>
-<p>A very common use case for decorators is the memoization of functions.
-A <tt class="docutils literal">memoize</tt> decorator works by caching
-the result of the function call in a dictionary, so that the next time
-the function is called with the same input parameters the result is retrieved
-from the cache and not recomputed. There are many implementations of
-<tt class="docutils literal">memoize</tt> in <a class="reference external" href="http://www.python.org/moin/PythonDecoratorLibrary">http://www.python.org/moin/PythonDecoratorLibrary</a>,
-but they do not preserve the signature.
-A simple implementation could be the following (notice
-that in general it is impossible to memoize correctly something
-that depends on non-hashable arguments):</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="k">def</span> <span class="nf">memoize_uw</span><span class="p">(</span><span class="n">func</span><span class="p">):</span>
- <span class="n">func</span><span class="o">.</span><span class="n">cache</span> <span class="o">=</span> <span class="p">{}</span>
- <span class="k">def</span> <span class="nf">memoize</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">):</span>
- <span class="k">if</span> <span class="n">kw</span><span class="p">:</span> <span class="c"># frozenset is used to ensure hashability</span>
- <span class="n">key</span> <span class="o">=</span> <span class="n">args</span><span class="p">,</span> <span class="nb">frozenset</span><span class="p">(</span><span class="n">kw</span><span class="o">.</span><span class="n">iteritems</span><span class="p">())</span>
- <span class="k">else</span><span class="p">:</span>
- <span class="n">key</span> <span class="o">=</span> <span class="n">args</span>
- <span class="n">cache</span> <span class="o">=</span> <span class="n">func</span><span class="o">.</span><span class="n">cache</span>
- <span class="k">if</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">cache</span><span class="p">:</span>
- <span class="k">return</span> <span class="n">cache</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
- <span class="k">else</span><span class="p">:</span>
- <span class="n">cache</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">result</span> <span class="o">=</span> <span class="n">func</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
- <span class="k">return</span> <span class="n">result</span>
- <span class="k">return</span> <span class="n">functools</span><span class="o">.</span><span class="n">update_wrapper</span><span class="p">(</span><span class="n">memoize</span><span class="p">,</span> <span class="n">func</span><span class="p">)</span>
-</pre></div>
-
-</div>
-<p>Here we used the <a class="reference external" href="http://www.python.org/doc/2.5.2/lib/module-functools.html">functools.update_wrapper</a> utility, which has
-been added in Python 2.5 expressly to simplify the definition of decorators
-(in older versions of Python you need to copy the function attributes
-<tt class="docutils literal">__name__</tt>, <tt class="docutils literal">__doc__</tt>, <tt class="docutils literal">__module__</tt> and <tt class="docutils literal">__dict__</tt>
-from the original function to the decorated function by hand).</p>
-<p>The implementation above works in the sense that the decorator
-can accept functions with generic signatures; unfortunately this
-implementation does <em>not</em> define a signature-preserving decorator, since in
-general <tt class="docutils literal">memoize_uw</tt> returns a function with a
-<em>different signature</em> from the original function.</p>
-<p>Consider for instance the following case:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="nd">@memoize_uw</span>
-<span class="o">...</span> <span class="k">def</span> <span class="nf">f1</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
-<span class="o">...</span> <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span> <span class="c"># simulate some long computation</span>
-<span class="o">...</span> <span class="k">return</span> <span class="n">x</span>
-</pre></div>
-
-</div>
-<p>Here the original function takes a single argument named <tt class="docutils literal">x</tt>,
-but the decorated function takes any number of arguments and
-keyword arguments:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="kn">from</span> <span class="nn">inspect</span> <span class="kn">import</span> <span class="n">getargspec</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="k">print</span> <span class="n">getargspec</span><span class="p">(</span><span class="n">f1</span><span class="p">)</span> <span class="c"># I am using Python 2.6+ here</span>
-<span class="n">ArgSpec</span><span class="p">(</span><span class="n">args</span><span class="o">=</span><span class="p">[],</span> <span class="n">varargs</span><span class="o">=</span><span class="s">&#39;args&#39;</span><span class="p">,</span> <span class="n">keywords</span><span class="o">=</span><span class="s">&#39;kw&#39;</span><span class="p">,</span> <span class="n">defaults</span><span class="o">=</span><span class="bp">None</span><span class="p">)</span>
-</pre></div>
-
-</div>
-<p>This means that introspection tools such as pydoc will give
-wrong informations about the signature of <tt class="docutils literal">f1</tt>. This is pretty bad:
-pydoc will tell you that the function accepts a generic signature
-<tt class="docutils literal">*args</tt>, <tt class="docutils literal">**kw</tt>, but when you try to call the function with more than an
-argument, you will get an error:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="n">f1</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
-<span class="n">Traceback</span> <span class="p">(</span><span class="n">most</span> <span class="n">recent</span> <span class="n">call</span> <span class="n">last</span><span class="p">):</span>
- <span class="o">...</span>
-<span class="ne">TypeError</span><span class="p">:</span> <span class="n">f1</span><span class="p">()</span> <span class="n">takes</span> <span class="n">exactly</span> <span class="mi">1</span> <span class="n">argument</span> <span class="p">(</span><span class="mi">2</span> <span class="n">given</span><span class="p">)</span>
-</pre></div>
-
-</div>
-</div>
-<div class="section" id="the-solution">
-<h1><a class="toc-backref" href="#id6">The solution</a></h1>
-<p>The solution is to provide a generic factory of generators, which
-hides the complexity of making signature-preserving decorators
-from the application programmer. The <tt class="docutils literal">decorator</tt> function in
-the <tt class="docutils literal">decorator</tt> module is such a factory:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="kn">from</span> <span class="nn">decorator</span> <span class="kn">import</span> <span class="n">decorator</span>
-</pre></div>
-
-</div>
-<p><tt class="docutils literal">decorator</tt> takes two arguments, a caller function describing the
-functionality of the decorator and a function to be decorated; it
-returns the decorated function. The caller function must have
-signature <tt class="docutils literal">(f, *args, **kw)</tt> and it must call the original function <tt class="docutils literal">f</tt>
-with arguments <tt class="docutils literal">args</tt> and <tt class="docutils literal">kw</tt>, implementing the wanted capability,
-i.e. memoization in this case:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="k">def</span> <span class="nf">_memoize</span><span class="p">(</span><span class="n">func</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">):</span>
- <span class="k">if</span> <span class="n">kw</span><span class="p">:</span> <span class="c"># frozenset is used to ensure hashability</span>
- <span class="n">key</span> <span class="o">=</span> <span class="n">args</span><span class="p">,</span> <span class="nb">frozenset</span><span class="p">(</span><span class="n">kw</span><span class="o">.</span><span class="n">iteritems</span><span class="p">())</span>
- <span class="k">else</span><span class="p">:</span>
- <span class="n">key</span> <span class="o">=</span> <span class="n">args</span>
- <span class="n">cache</span> <span class="o">=</span> <span class="n">func</span><span class="o">.</span><span class="n">cache</span> <span class="c"># attributed added by memoize</span>
- <span class="k">if</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">cache</span><span class="p">:</span>
- <span class="k">return</span> <span class="n">cache</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
- <span class="k">else</span><span class="p">:</span>
- <span class="n">cache</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">result</span> <span class="o">=</span> <span class="n">func</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
- <span class="k">return</span> <span class="n">result</span>
-</pre></div>
-
-</div>
-<p>At this point you can define your decorator as follows:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="k">def</span> <span class="nf">memoize</span><span class="p">(</span><span class="n">f</span><span class="p">):</span>
- <span class="n">f</span><span class="o">.</span><span class="n">cache</span> <span class="o">=</span> <span class="p">{}</span>
- <span class="k">return</span> <span class="n">decorator</span><span class="p">(</span><span class="n">_memoize</span><span class="p">,</span> <span class="n">f</span><span class="p">)</span>
-</pre></div>
-
-</div>
-<p>The difference with respect to the <tt class="docutils literal">memoize_uw</tt> approach, which is based
-on nested functions, is that the decorator module forces you to lift
-the inner function at the outer level (<em>flat is better than nested</em>).
-Moreover, you are forced to pass explicitly the function you want to
-decorate to the caller function.</p>
-<p>Here is a test of usage:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="nd">@memoize</span>
-<span class="o">...</span> <span class="k">def</span> <span class="nf">heavy_computation</span><span class="p">():</span>
-<span class="o">...</span> <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
-<span class="o">...</span> <span class="k">return</span> <span class="s">&quot;done&quot;</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="k">print</span> <span class="n">heavy_computation</span><span class="p">()</span> <span class="c"># the first time it will take 2 seconds</span>
-<span class="n">done</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="k">print</span> <span class="n">heavy_computation</span><span class="p">()</span> <span class="c"># the second time it will be instantaneous</span>
-<span class="n">done</span>
-</pre></div>
-
-</div>
-<p>The signature of <tt class="docutils literal">heavy_computation</tt> is the one you would expect:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="k">print</span> <span class="n">getargspec</span><span class="p">(</span><span class="n">heavy_computation</span><span class="p">)</span>
-<span class="n">ArgSpec</span><span class="p">(</span><span class="n">args</span><span class="o">=</span><span class="p">[],</span> <span class="n">varargs</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">keywords</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">defaults</span><span class="o">=</span><span class="bp">None</span><span class="p">)</span>
-</pre></div>
-
-</div>
-</div>
-<div class="section" id="a-trace-decorator">
-<h1><a class="toc-backref" href="#id7">A <tt class="docutils literal">trace</tt> decorator</a></h1>
-<p>As an additional example, here is how you can define a trivial
-<tt class="docutils literal">trace</tt> decorator, which prints a message everytime the traced
-function is called:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="k">def</span> <span class="nf">_trace</span><span class="p">(</span><span class="n">f</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">):</span>
- <span class="k">print</span> <span class="s">&quot;calling </span><span class="si">%s</span><span class="s"> with args </span><span class="si">%s</span><span class="s">, </span><span class="si">%s</span><span class="s">&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">f</span><span class="o">.</span><span class="n">__name__</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">kw</span><span class="p">)</span>
- <span class="k">return</span> <span class="n">f</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
-</pre></div>
-
-</div>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="k">def</span> <span class="nf">trace</span><span class="p">(</span><span class="n">f</span><span class="p">):</span>
- <span class="k">return</span> <span class="n">decorator</span><span class="p">(</span><span class="n">_trace</span><span class="p">,</span> <span class="n">f</span><span class="p">)</span>
-</pre></div>
-
-</div>
-<p>Here is an example of usage:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="nd">@trace</span>
-<span class="o">...</span> <span class="k">def</span> <span class="nf">f1</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
-<span class="o">...</span> <span class="k">pass</span>
-</pre></div>
-
-</div>
-<p>It is immediate to verify that <tt class="docutils literal">f1</tt> works</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="n">f1</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
-<span class="n">calling</span> <span class="n">f1</span> <span class="k">with</span> <span class="n">args</span> <span class="p">(</span><span class="mi">0</span><span class="p">,),</span> <span class="p">{}</span>
-</pre></div>
-
-</div>
-<p>and it that it has the correct signature:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="k">print</span> <span class="n">getargspec</span><span class="p">(</span><span class="n">f1</span><span class="p">)</span>
-<span class="n">ArgSpec</span><span class="p">(</span><span class="n">args</span><span class="o">=</span><span class="p">[</span><span class="s">&#39;x&#39;</span><span class="p">],</span> <span class="n">varargs</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">keywords</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">defaults</span><span class="o">=</span><span class="bp">None</span><span class="p">)</span>
-</pre></div>
-
-</div>
-<p>The same decorator works with functions of any signature:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="nd">@trace</span>
-<span class="o">...</span> <span class="k">def</span> <span class="nf">f</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">z</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">):</span>
-<span class="o">...</span> <span class="k">pass</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="n">f</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
-<span class="n">calling</span> <span class="n">f</span> <span class="k">with</span> <span class="n">args</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="p">{}</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="k">print</span> <span class="n">getargspec</span><span class="p">(</span><span class="n">f</span><span class="p">)</span>
-<span class="n">ArgSpec</span><span class="p">(</span><span class="n">args</span><span class="o">=</span><span class="p">[</span><span class="s">&#39;x&#39;</span><span class="p">,</span> <span class="s">&#39;y&#39;</span><span class="p">,</span> <span class="s">&#39;z&#39;</span><span class="p">],</span> <span class="n">varargs</span><span class="o">=</span><span class="s">&#39;args&#39;</span><span class="p">,</span> <span class="n">keywords</span><span class="o">=</span><span class="s">&#39;kw&#39;</span><span class="p">,</span> <span class="n">defaults</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">))</span>
-</pre></div>
-
-</div>
-<p>That includes even functions with exotic signatures like the following:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="nd">@trace</span>
-<span class="o">...</span> <span class="k">def</span> <span class="nf">exotic_signature</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="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">)):</span> <span class="k">return</span> <span class="n">x</span><span class="o">+</span><span class="n">y</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="k">print</span> <span class="n">getargspec</span><span class="p">(</span><span class="n">exotic_signature</span><span class="p">)</span>
-<span class="n">ArgSpec</span><span class="p">(</span><span class="n">args</span><span class="o">=</span><span class="p">[[</span><span class="s">&#39;x&#39;</span><span class="p">,</span> <span class="s">&#39;y&#39;</span><span class="p">]],</span> <span class="n">varargs</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">keywords</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">defaults</span><span class="o">=</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">),))</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="n">exotic_signature</span><span class="p">()</span>
-<span class="n">calling</span> <span class="n">exotic_signature</span> <span class="k">with</span> <span class="n">args</span> <span class="p">((</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">),),</span> <span class="p">{}</span>
-<span class="mi">3</span>
-</pre></div>
-
-</div>
-<p>Notice that the support for exotic signatures has been deprecated
-in Python 2.6 and removed in Python 3.0.</p>
-</div>
-<div class="section" id="decorator-is-a-decorator">
-<h1><a class="toc-backref" href="#id8"><tt class="docutils literal">decorator</tt> is a decorator</a></h1>
-<p>It may be annoying to write a caller function (like the <tt class="docutils literal">_trace</tt>
-function above) and then a trivial wrapper
-(<tt class="docutils literal">def trace(f): return decorator(_trace, f)</tt>) every time. For this reason,
-the <tt class="docutils literal">decorator</tt> module provides an easy shortcut to convert
-the caller function into a signature-preserving decorator:
-you can just call <tt class="docutils literal">decorator</tt> with a single argument.
-In our example you can just write <tt class="docutils literal">trace = decorator(_trace)</tt>.
-The <tt class="docutils literal">decorator</tt> function can also be used as a signature-changing
-decorator, just as <tt class="docutils literal">classmethod</tt> and <tt class="docutils literal">staticmethod</tt>.
-However, <tt class="docutils literal">classmethod</tt> and <tt class="docutils literal">staticmethod</tt> return generic
-objects which are not callable, while <tt class="docutils literal">decorator</tt> returns
-signature-preserving decorators, i.e. functions of a single argument.
-For instance, you can write directly</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="nd">@decorator</span>
-<span class="o">...</span> <span class="k">def</span> <span class="nf">trace</span><span class="p">(</span><span class="n">f</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">):</span>
-<span class="o">...</span> <span class="k">print</span> <span class="s">&quot;calling </span><span class="si">%s</span><span class="s"> with args </span><span class="si">%s</span><span class="s">, </span><span class="si">%s</span><span class="s">&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">f</span><span class="o">.</span><span class="n">func_name</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">kw</span><span class="p">)</span>
-<span class="o">...</span> <span class="k">return</span> <span class="n">f</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
-</pre></div>
-
-</div>
-<p>and now <tt class="docutils literal">trace</tt> will be a decorator. Actually <tt class="docutils literal">trace</tt> is a <tt class="docutils literal">partial</tt>
-object which can be used as a decorator:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="n">trace</span>
-<span class="o">&lt;</span><span class="n">function</span> <span class="n">trace</span> <span class="n">at</span> <span class="mi">0</span><span class="n">x</span><span class="o">...&gt;</span>
-</pre></div>
-
-</div>
-<p>Here is an example of usage:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="nd">@trace</span>
-<span class="o">...</span> <span class="k">def</span> <span class="nf">func</span><span class="p">():</span> <span class="k">pass</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="n">func</span><span class="p">()</span>
-<span class="n">calling</span> <span class="n">func</span> <span class="k">with</span> <span class="n">args</span> <span class="p">(),</span> <span class="p">{}</span>
-</pre></div>
-
-</div>
-<p>If you are using an old Python version (Python 2.4) the
-<tt class="docutils literal">decorator</tt> module provides a poor man replacement for
-<tt class="docutils literal">functools.partial</tt>.</p>
-</div>
-<div class="section" id="blocking">
-<h1><a class="toc-backref" href="#id9"><tt class="docutils literal">blocking</tt></a></h1>
-<p>Sometimes one has to deal with blocking resources, such as <tt class="docutils literal">stdin</tt>, and
-sometimes it is best to have back a &quot;busy&quot; message than to block everything.
-This behavior can be implemented with a suitable family of decorators,
-where the parameter is the busy message:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="k">def</span> <span class="nf">blocking</span><span class="p">(</span><span class="n">not_avail</span><span class="p">):</span>
- <span class="k">def</span> <span class="nf">blocking</span><span class="p">(</span><span class="n">f</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">):</span>
- <span class="k">if</span> <span class="ow">not</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">f</span><span class="p">,</span> <span class="s">&quot;thread&quot;</span><span class="p">):</span> <span class="c"># no thread running</span>
- <span class="k">def</span> <span class="nf">set_result</span><span class="p">():</span> <span class="n">f</span><span class="o">.</span><span class="n">result</span> <span class="o">=</span> <span class="n">f</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
- <span class="n">f</span><span class="o">.</span><span class="n">thread</span> <span class="o">=</span> <span class="n">threading</span><span class="o">.</span><span class="n">Thread</span><span class="p">(</span><span class="bp">None</span><span class="p">,</span> <span class="n">set_result</span><span class="p">)</span>
- <span class="n">f</span><span class="o">.</span><span class="n">thread</span><span class="o">.</span><span class="n">start</span><span class="p">()</span>
- <span class="k">return</span> <span class="n">not_avail</span>
- <span class="k">elif</span> <span class="n">f</span><span class="o">.</span><span class="n">thread</span><span class="o">.</span><span class="n">isAlive</span><span class="p">():</span>
- <span class="k">return</span> <span class="n">not_avail</span>
- <span class="k">else</span><span class="p">:</span> <span class="c"># the thread is ended, return the stored result</span>
- <span class="k">del</span> <span class="n">f</span><span class="o">.</span><span class="n">thread</span>
- <span class="k">return</span> <span class="n">f</span><span class="o">.</span><span class="n">result</span>
- <span class="k">return</span> <span class="n">decorator</span><span class="p">(</span><span class="n">blocking</span><span class="p">)</span>
-</pre></div>
-
-</div>
-<p>Functions decorated with <tt class="docutils literal">blocking</tt> will return a busy message if
-the resource is unavailable, and the intended result if the resource is
-available. For instance:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="nd">@blocking</span><span class="p">(</span><span class="s">&quot;Please wait ...&quot;</span><span class="p">)</span>
-<span class="o">...</span> <span class="k">def</span> <span class="nf">read_data</span><span class="p">():</span>
-<span class="o">...</span> <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span> <span class="c"># simulate a blocking resource</span>
-<span class="o">...</span> <span class="k">return</span> <span class="s">&quot;some data&quot;</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="k">print</span> <span class="n">read_data</span><span class="p">()</span> <span class="c"># data is not available yet</span>
-<span class="n">Please</span> <span class="n">wait</span> <span class="o">...</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="k">print</span> <span class="n">read_data</span><span class="p">()</span> <span class="c"># data is not available yet</span>
-<span class="n">Please</span> <span class="n">wait</span> <span class="o">...</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="k">print</span> <span class="n">read_data</span><span class="p">()</span> <span class="c"># data is not available yet</span>
-<span class="n">Please</span> <span class="n">wait</span> <span class="o">...</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="mf">1.1</span><span class="p">)</span> <span class="c"># after 3.1 seconds, data is available</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="k">print</span> <span class="n">read_data</span><span class="p">()</span>
-<span class="n">some</span> <span class="n">data</span>
-</pre></div>
-
-</div>
-</div>
-<div class="section" id="async">
-<h1><a class="toc-backref" href="#id10"><tt class="docutils literal">async</tt></a></h1>
-<p>We have just seen an examples of a simple decorator factory,
-implemented as a function returning a decorator.
-For more complex situations, it is more
-convenient to implement decorator factories as classes returning
-callable objects that can be converted into decorators.</p>
-<p>As an example, here will I show a decorator
-which is able to convert a blocking function into an asynchronous
-function. The function, when called,
-is executed in a separate thread. Moreover, it is possible to set
-three callbacks <tt class="docutils literal">on_success</tt>, <tt class="docutils literal">on_failure</tt> and <tt class="docutils literal">on_closing</tt>,
-to specify how to manage the function call (of course the code here
-is just an example, it is not a recommended way of doing multi-threaded
-programming). The implementation is the following:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="k">def</span> <span class="nf">on_success</span><span class="p">(</span><span class="n">result</span><span class="p">):</span> <span class="c"># default implementation</span>
- <span class="s">&quot;Called on the result of the function&quot;</span>
- <span class="k">return</span> <span class="n">result</span>
-</pre></div>
-
-</div>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="k">def</span> <span class="nf">on_failure</span><span class="p">(</span><span class="n">exc_info</span><span class="p">):</span> <span class="c"># default implementation</span>
- <span class="s">&quot;Called if the function fails&quot;</span>
- <span class="k">pass</span>
-</pre></div>
-
-</div>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="k">def</span> <span class="nf">on_closing</span><span class="p">():</span> <span class="c"># default implementation</span>
- <span class="s">&quot;Called at the end, both in case of success and failure&quot;</span>
- <span class="k">pass</span>
-</pre></div>
-
-</div>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="k">class</span> <span class="nc">Async</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
- <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd"> A decorator converting blocking functions into asynchronous</span>
-<span class="sd"> functions, by using threads or processes. Examples:</span>
-
-<span class="sd"> async_with_threads = Async(threading.Thread)</span>
-<span class="sd"> async_with_processes = Async(multiprocessing.Process)</span>
-<span class="sd"> &quot;&quot;&quot;</span>
-
- <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">threadfactory</span><span class="p">,</span> <span class="n">on_success</span><span class="o">=</span><span class="n">on_success</span><span class="p">,</span>
- <span class="n">on_failure</span><span class="o">=</span><span class="n">on_failure</span><span class="p">,</span> <span class="n">on_closing</span><span class="o">=</span><span class="n">on_closing</span><span class="p">):</span>
- <span class="bp">self</span><span class="o">.</span><span class="n">threadfactory</span> <span class="o">=</span> <span class="n">threadfactory</span>
- <span class="bp">self</span><span class="o">.</span><span class="n">on_success</span> <span class="o">=</span> <span class="n">on_success</span>
- <span class="bp">self</span><span class="o">.</span><span class="n">on_failure</span> <span class="o">=</span> <span class="n">on_failure</span>
- <span class="bp">self</span><span class="o">.</span><span class="n">on_closing</span> <span class="o">=</span> <span class="n">on_closing</span>
-
- <span class="k">def</span> <span class="nf">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">func</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">):</span>
- <span class="k">try</span><span class="p">:</span>
- <span class="n">counter</span> <span class="o">=</span> <span class="n">func</span><span class="o">.</span><span class="n">counter</span>
- <span class="k">except</span> <span class="ne">AttributeError</span><span class="p">:</span> <span class="c"># instantiate the counter at the first call</span>
- <span class="n">counter</span> <span class="o">=</span> <span class="n">func</span><span class="o">.</span><span class="n">counter</span> <span class="o">=</span> <span class="n">itertools</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
- <span class="n">name</span> <span class="o">=</span> <span class="s">&#39;</span><span class="si">%s</span><span class="s">-</span><span class="si">%s</span><span class="s">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">func</span><span class="o">.</span><span class="n">__name__</span><span class="p">,</span> <span class="n">counter</span><span class="o">.</span><span class="n">next</span><span class="p">())</span>
- <span class="k">def</span> <span class="nf">func_wrapper</span><span class="p">():</span>
- <span class="k">try</span><span class="p">:</span>
- <span class="n">result</span> <span class="o">=</span> <span class="n">func</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
- <span class="k">except</span><span class="p">:</span>
- <span class="bp">self</span><span class="o">.</span><span class="n">on_failure</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">exc_info</span><span class="p">())</span>
- <span class="k">else</span><span class="p">:</span>
- <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">on_success</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
- <span class="k">finally</span><span class="p">:</span>
- <span class="bp">self</span><span class="o">.</span><span class="n">on_closing</span><span class="p">()</span>
- <span class="n">thread</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">threadfactory</span><span class="p">(</span><span class="bp">None</span><span class="p">,</span> <span class="n">func_wrapper</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span>
- <span class="n">thread</span><span class="o">.</span><span class="n">start</span><span class="p">()</span>
- <span class="k">return</span> <span class="n">thread</span>
-</pre></div>
-
-</div>
-<p>The decorated function returns
-the current execution thread, which can be stored and checked later, for
-instance to verify that the thread <tt class="docutils literal">.isAlive()</tt>.</p>
-<p>Here is an example of usage. Suppose one wants to write some data to
-an external resource which can be accessed by a single user at once
-(for instance a printer). Then the access to the writing function must
-be locked. Here is a minimalistic example:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="n">async</span> <span class="o">=</span> <span class="n">decorator</span><span class="p">(</span><span class="n">Async</span><span class="p">(</span><span class="n">threading</span><span class="o">.</span><span class="n">Thread</span><span class="p">))</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="n">datalist</span> <span class="o">=</span> <span class="p">[]</span> <span class="c"># for simplicity the written data are stored into a list.</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="nd">@async</span>
-<span class="o">...</span> <span class="k">def</span> <span class="nf">write</span><span class="p">(</span><span class="n">data</span><span class="p">):</span>
-<span class="o">...</span> <span class="c"># append data to the datalist by locking</span>
-<span class="o">...</span> <span class="k">with</span> <span class="n">threading</span><span class="o">.</span><span class="n">Lock</span><span class="p">():</span>
-<span class="o">...</span> <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span> <span class="c"># emulate some long running operation</span>
-<span class="o">...</span> <span class="n">datalist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
-<span class="o">...</span> <span class="c"># other operations not requiring a lock here</span>
-</pre></div>
-
-</div>
-<p>Each call to <tt class="docutils literal">write</tt> will create a new writer thread, but there will
-be no synchronization problems since <tt class="docutils literal">write</tt> is locked.</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="n">write</span><span class="p">(</span><span class="s">&quot;data1&quot;</span><span class="p">)</span>
-<span class="o">&lt;</span><span class="n">Thread</span><span class="p">(</span><span class="n">write</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">started</span><span class="o">...</span><span class="p">)</span><span class="o">&gt;</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="o">.</span><span class="mi">1</span><span class="p">)</span> <span class="c"># wait a bit, so we are sure data2 is written after data1</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="n">write</span><span class="p">(</span><span class="s">&quot;data2&quot;</span><span class="p">)</span>
-<span class="o">&lt;</span><span class="n">Thread</span><span class="p">(</span><span class="n">write</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span> <span class="n">started</span><span class="o">...</span><span class="p">)</span><span class="o">&gt;</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="c"># wait for the writers to complete</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="k">print</span> <span class="n">datalist</span>
-<span class="p">[</span><span class="s">&#39;data1&#39;</span><span class="p">,</span> <span class="s">&#39;data2&#39;</span><span class="p">]</span>
-</pre></div>
-
-</div>
-</div>
-<div class="section" id="contextmanager">
-<h1><a class="toc-backref" href="#id11">contextmanager</a></h1>
-<p>For a long time Python had in its standard library a <tt class="docutils literal">contextmanager</tt>
-decorator, able to convert generator functions into <tt class="docutils literal">GeneratorContextManager</tt>
-factories. For instance if you write</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="kn">from</span> <span class="nn">contextlib</span> <span class="kn">import</span> <span class="n">contextmanager</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="nd">@contextmanager</span>
-<span class="o">...</span> <span class="k">def</span> <span class="nf">before_after</span><span class="p">(</span><span class="n">before</span><span class="p">,</span> <span class="n">after</span><span class="p">):</span>
-<span class="o">...</span> <span class="k">print</span><span class="p">(</span><span class="n">before</span><span class="p">)</span>
-<span class="o">...</span> <span class="k">yield</span>
-<span class="o">...</span> <span class="k">print</span><span class="p">(</span><span class="n">after</span><span class="p">)</span>
-</pre></div>
-
-</div>
-<p>then <tt class="docutils literal">before_after</tt> is a factory function returning
-<tt class="docutils literal">GeneratorContextManager</tt> objects which can be used with
-the <tt class="docutils literal">with</tt> statement:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="n">ba</span> <span class="o">=</span> <span class="n">before_after</span><span class="p">(</span><span class="s">&#39;BEFORE&#39;</span><span class="p">,</span> <span class="s">&#39;AFTER&#39;</span><span class="p">)</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="nb">type</span><span class="p">(</span><span class="n">ba</span><span class="p">)</span>
-<span class="o">&lt;</span><span class="k">class</span> <span class="err">&#39;</span><span class="nc">contextlib</span><span class="o">.</span><span class="n">GeneratorContextManager</span><span class="s">&#39;&gt;</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="k">with</span> <span class="n">ba</span><span class="p">:</span>
-<span class="o">...</span> <span class="k">print</span> <span class="s">&#39;hello&#39;</span>
-<span class="n">BEFORE</span>
-<span class="n">hello</span>
-<span class="n">AFTER</span>
-</pre></div>
-
-</div>
-<p>Basically, it is as if the content of the <tt class="docutils literal">with</tt> block was executed
-in the place of the <tt class="docutils literal">yield</tt> expression in the generator function.
-In Python 3.2 <tt class="docutils literal">GeneratorContextManager</tt>
-objects were enhanced with a <tt class="docutils literal">__call__</tt>
-method, so that they can be used as decorators as in this example:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="nd">@ba</span>
-<span class="o">...</span> <span class="k">def</span> <span class="nf">hello</span><span class="p">():</span>
-<span class="o">...</span> <span class="k">print</span> <span class="s">&#39;hello&#39;</span>
-<span class="o">...</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="n">hello</span><span class="p">()</span>
-<span class="n">BEFORE</span>
-<span class="n">hello</span>
-<span class="n">AFTER</span>
-</pre></div>
-
-</div>
-<p>The <tt class="docutils literal">ba</tt> decorator is basically inserting a <tt class="docutils literal">with ba:</tt>
-block inside the function.
-However there two issues: the first is that <tt class="docutils literal">GeneratorContextManager</tt>
-objects are callable only in Python 3.2, so the previous example will break
-in older versions of Python; the second is that
-<tt class="docutils literal">GeneratorContextManager</tt> objects do not preserve the signature
-of the decorated functions: the decorated <tt class="docutils literal">hello</tt> function here will have
-a generic signature <tt class="docutils literal"><span class="pre">hello(*args,</span> **kwargs)</tt> but will break when
-called with more than zero arguments. For such reasons the decorator
-module, starting with release 3.4, offers a <tt class="docutils literal">decorator.contextmanager</tt>
-decorator that solves both problems and works even in Python 2.5.
-The usage is the same and factories decorated with <tt class="docutils literal">decorator.contextmanager</tt>
-will returns instances of <tt class="docutils literal">ContextManager</tt>, a subclass of
-<tt class="docutils literal">contextlib.GeneratorContextManager</tt> with a <tt class="docutils literal">__call__</tt> method
-acting as a signature-preserving decorator.</p>
-</div>
-<div class="section" id="the-functionmaker-class">
-<h1><a class="toc-backref" href="#id12">The <tt class="docutils literal">FunctionMaker</tt> class</a></h1>
-<p>You may wonder about how the functionality of the <tt class="docutils literal">decorator</tt> module
-is implemented. The basic building block is
-a <tt class="docutils literal">FunctionMaker</tt> class which is able to generate on the fly
-functions with a given name and signature from a function template
-passed as a string. Generally speaking, you should not need to
-resort to <tt class="docutils literal">FunctionMaker</tt> when writing ordinary decorators, but
-it is handy in some circumstances. You will see an example shortly, in
-the implementation of a cool decorator utility (<tt class="docutils literal">decorator_apply</tt>).</p>
-<p><tt class="docutils literal">FunctionMaker</tt> provides a <tt class="docutils literal">.create</tt> classmethod which
-takes as input the name, signature, and body of the function
-we want to generate as well as the execution environment
-were the function is generated by <tt class="docutils literal">exec</tt>. Here is an example:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="k">def</span> <span class="nf">f</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">):</span> <span class="c"># a function with a generic signature</span>
-<span class="o">...</span> <span class="k">print</span> <span class="n">args</span><span class="p">,</span> <span class="n">kw</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="n">f1</span> <span class="o">=</span> <span class="n">FunctionMaker</span><span class="o">.</span><span class="n">create</span><span class="p">(</span><span class="s">&#39;f1(a, b)&#39;</span><span class="p">,</span> <span class="s">&#39;f(a, b)&#39;</span><span class="p">,</span> <span class="nb">dict</span><span class="p">(</span><span class="n">f</span><span class="o">=</span><span class="n">f</span><span class="p">))</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="n">f1</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
-<span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span> <span class="p">{}</span>
-</pre></div>
-
-</div>
-<p>It is important to notice that the function body is interpolated
-before being executed, so be careful with the <tt class="docutils literal">%</tt> sign!</p>
-<p><tt class="docutils literal">FunctionMaker.create</tt> also accepts keyword arguments and such
-arguments are attached to the resulting function. This is useful
-if you want to set some function attributes, for instance the
-docstring <tt class="docutils literal">__doc__</tt>.</p>
-<p>For debugging/introspection purposes it may be useful to see
-the source code of the generated function; to do that, just
-pass the flag <tt class="docutils literal">addsource=True</tt> and a <tt class="docutils literal">__source__</tt> attribute will
-be added to the generated function:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="n">f1</span> <span class="o">=</span> <span class="n">FunctionMaker</span><span class="o">.</span><span class="n">create</span><span class="p">(</span>
-<span class="o">...</span> <span class="s">&#39;f1(a, b)&#39;</span><span class="p">,</span> <span class="s">&#39;f(a, b)&#39;</span><span class="p">,</span> <span class="nb">dict</span><span class="p">(</span><span class="n">f</span><span class="o">=</span><span class="n">f</span><span class="p">),</span> <span class="n">addsource</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="k">print</span> <span class="n">f1</span><span class="o">.</span><span class="n">__source__</span>
-<span class="k">def</span> <span class="nf">f1</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
- <span class="n">f</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">)</span>
-<span class="o">&lt;</span><span class="n">BLANKLINE</span><span class="o">&gt;</span>
-</pre></div>
-
-</div>
-<p><tt class="docutils literal">FunctionMaker.create</tt> can take as first argument a string,
-as in the examples before, or a function. This is the most common
-usage, since typically you want to decorate a pre-existing
-function. A framework author may want to use directly <tt class="docutils literal">FunctionMaker.create</tt>
-instead of <tt class="docutils literal">decorator</tt>, since it gives you direct access to the body
-of the generated function. For instance, suppose you want to instrument
-the <tt class="docutils literal">__init__</tt> methods of a set of classes, by preserving their
-signature (such use case is not made up; this is done in SQAlchemy
-and in other frameworks). When the first argument of <tt class="docutils literal">FunctionMaker.create</tt>
-is a function, a <tt class="docutils literal">FunctionMaker</tt> object is instantiated internally,
-with attributes <tt class="docutils literal">args</tt>, <tt class="docutils literal">varargs</tt>,
-<tt class="docutils literal">keywords</tt> and <tt class="docutils literal">defaults</tt> which are the
-the return values of the standard library function <tt class="docutils literal">inspect.getargspec</tt>.
-For each argument in the <tt class="docutils literal">args</tt> (which is a list of strings containing
-the names of the mandatory arguments) an attribute <tt class="docutils literal">arg0</tt>, <tt class="docutils literal">arg1</tt>,
-..., <tt class="docutils literal">argN</tt> is also generated. Finally, there is a <tt class="docutils literal">signature</tt>
-attribute, a string with the signature of the original function.</p>
-<p>Notice that while I do not have plans
-to change or remove the functionality provided in the
-<tt class="docutils literal">FunctionMaker</tt> class, I do not guarantee that it will stay
-unchanged forever. For instance, right now I am using the traditional
-string interpolation syntax for function templates, but Python 2.6
-and Python 3.0 provide a newer interpolation syntax and I may use
-the new syntax in the future.
-On the other hand, the functionality provided by
-<tt class="docutils literal">decorator</tt> has been there from version 0.1 and it is guaranteed to
-stay there forever.</p>
-</div>
-<div class="section" id="getting-the-source-code">
-<h1><a class="toc-backref" href="#id13">Getting the source code</a></h1>
-<p>Internally <tt class="docutils literal">FunctionMaker.create</tt> uses <tt class="docutils literal">exec</tt> to generate the
-decorated function. Therefore
-<tt class="docutils literal">inspect.getsource</tt> will not work for decorated functions. That
-means that the usual '??' trick in IPython will give you the (right on
-the spot) message <tt class="docutils literal">Dynamically generated function. No source code
-available</tt>. In the past I have considered this acceptable, since
-<tt class="docutils literal">inspect.getsource</tt> does not really work even with regular
-decorators. In that case <tt class="docutils literal">inspect.getsource</tt> gives you the wrapper
-source code which is probably not what you want:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="k">def</span> <span class="nf">identity_dec</span><span class="p">(</span><span class="n">func</span><span class="p">):</span>
- <span class="k">def</span> <span class="nf">wrapper</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">):</span>
- <span class="k">return</span> <span class="n">func</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
- <span class="k">return</span> <span class="n">wrapper</span>
-</pre></div>
-
-</div>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="nd">@identity_dec</span>
-<span class="k">def</span> <span class="nf">example</span><span class="p">():</span> <span class="k">pass</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="k">print</span> <span class="n">inspect</span><span class="o">.</span><span class="n">getsource</span><span class="p">(</span><span class="n">example</span><span class="p">)</span>
- <span class="k">def</span> <span class="nf">wrapper</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">):</span>
- <span class="k">return</span> <span class="n">func</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
-<span class="o">&lt;</span><span class="n">BLANKLINE</span><span class="o">&gt;</span>
-</pre></div>
-
-</div>
-<p>(see bug report <a class="reference external" href="http://bugs.python.org/issue1764286">1764286</a> for an explanation of what is happening).
-Unfortunately the bug is still there, even in Python 2.7 and 3.1.
-There is however a workaround. The decorator module adds an
-attribute <tt class="docutils literal">.__wrapped__</tt> to the decorated function, containing
-a reference to the original function. The easy way to get
-the source code is to call <tt class="docutils literal">inspect.getsource</tt> on the
-undecorated function:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="k">print</span> <span class="n">inspect</span><span class="o">.</span><span class="n">getsource</span><span class="p">(</span><span class="n">factorial</span><span class="o">.</span><span class="n">__wrapped__</span><span class="p">)</span>
-<span class="nd">@tail_recursive</span>
-<span class="k">def</span> <span class="nf">factorial</span><span class="p">(</span><span class="n">n</span><span class="p">,</span> <span class="n">acc</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
- <span class="s">&quot;The good old factorial&quot;</span>
- <span class="k">if</span> <span class="n">n</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> <span class="k">return</span> <span class="n">acc</span>
- <span class="k">return</span> <span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span><span class="o">*</span><span class="n">acc</span><span class="p">)</span>
-<span class="o">&lt;</span><span class="n">BLANKLINE</span><span class="o">&gt;</span>
-</pre></div>
-
-</div>
-</div>
-<div class="section" id="dealing-with-third-party-decorators">
-<h1><a class="toc-backref" href="#id14">Dealing with third party decorators</a></h1>
-<p>Sometimes you find on the net some cool decorator that you would
-like to include in your code. However, more often than not the cool
-decorator is not signature-preserving. Therefore you may want an easy way to
-upgrade third party decorators to signature-preserving decorators without
-having to rewrite them in terms of <tt class="docutils literal">decorator</tt>. You can use a
-<tt class="docutils literal">FunctionMaker</tt> to implement that functionality as follows:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="k">def</span> <span class="nf">decorator_apply</span><span class="p">(</span><span class="n">dec</span><span class="p">,</span> <span class="n">func</span><span class="p">):</span>
- <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd"> Decorate a function by preserving the signature even if dec</span>
-<span class="sd"> is not a signature-preserving decorator.</span>
-<span class="sd"> &quot;&quot;&quot;</span>
- <span class="k">return</span> <span class="n">FunctionMaker</span><span class="o">.</span><span class="n">create</span><span class="p">(</span>
- <span class="n">func</span><span class="p">,</span> <span class="s">&#39;return decorated(</span><span class="si">%(signature)s</span><span class="s">)&#39;</span><span class="p">,</span>
- <span class="nb">dict</span><span class="p">(</span><span class="n">decorated</span><span class="o">=</span><span class="n">dec</span><span class="p">(</span><span class="n">func</span><span class="p">)),</span> <span class="n">__wrapped__</span><span class="o">=</span><span class="n">func</span><span class="p">)</span>
-</pre></div>
-
-</div>
-<p><tt class="docutils literal">decorator_apply</tt> sets the attribute <tt class="docutils literal">.__wrapped__</tt> of the generated
-function to the original function, so that you can get the right
-source code.</p>
-<p>Notice that I am not providing this functionality in the <tt class="docutils literal">decorator</tt>
-module directly since I think it is best to rewrite the decorator rather
-than adding an additional level of indirection. However, practicality
-beats purity, so you can add <tt class="docutils literal">decorator_apply</tt> to your toolbox and
-use it if you need to.</p>
-<p>In order to give an example of usage of <tt class="docutils literal">decorator_apply</tt>, I will show a
-pretty slick decorator that converts a tail-recursive function in an iterative
-function. I have shamelessly stolen the basic idea from Kay Schluehr's recipe
-in the Python Cookbook,
-<a class="reference external" href="http://aspn.activestate.com/ASPN/Cookbook/Python/Recipe/496691">http://aspn.activestate.com/ASPN/Cookbook/Python/Recipe/496691</a>.</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="k">class</span> <span class="nc">TailRecursive</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
- <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd"> tail_recursive decorator based on Kay Schluehr&#39;s recipe</span>
-<span class="sd"> http://aspn.activestate.com/ASPN/Cookbook/Python/Recipe/496691</span>
-<span class="sd"> with improvements by me and George Sakkis.</span>
-<span class="sd"> &quot;&quot;&quot;</span>
-
- <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">func</span><span class="p">):</span>
- <span class="bp">self</span><span class="o">.</span><span class="n">func</span> <span class="o">=</span> <span class="n">func</span>
- <span class="bp">self</span><span class="o">.</span><span class="n">firstcall</span> <span class="o">=</span> <span class="bp">True</span>
- <span class="bp">self</span><span class="o">.</span><span class="n">CONTINUE</span> <span class="o">=</span> <span class="nb">object</span><span class="p">()</span> <span class="c"># sentinel</span>
-
- <span class="k">def</span> <span class="nf">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwd</span><span class="p">):</span>
- <span class="n">CONTINUE</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">CONTINUE</span>
- <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">firstcall</span><span class="p">:</span>
- <span class="n">func</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">func</span>
- <span class="bp">self</span><span class="o">.</span><span class="n">firstcall</span> <span class="o">=</span> <span class="bp">False</span>
- <span class="k">try</span><span class="p">:</span>
- <span class="k">while</span> <span class="bp">True</span><span class="p">:</span>
- <span class="n">result</span> <span class="o">=</span> <span class="n">func</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwd</span><span class="p">)</span>
- <span class="k">if</span> <span class="n">result</span> <span class="ow">is</span> <span class="n">CONTINUE</span><span class="p">:</span> <span class="c"># update arguments</span>
- <span class="n">args</span><span class="p">,</span> <span class="n">kwd</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">argskwd</span>
- <span class="k">else</span><span class="p">:</span> <span class="c"># last call</span>
- <span class="k">return</span> <span class="n">result</span>
- <span class="k">finally</span><span class="p">:</span>
- <span class="bp">self</span><span class="o">.</span><span class="n">firstcall</span> <span class="o">=</span> <span class="bp">True</span>
- <span class="k">else</span><span class="p">:</span> <span class="c"># return the arguments of the tail call</span>
- <span class="bp">self</span><span class="o">.</span><span class="n">argskwd</span> <span class="o">=</span> <span class="n">args</span><span class="p">,</span> <span class="n">kwd</span>
- <span class="k">return</span> <span class="n">CONTINUE</span>
-</pre></div>
-
-</div>
-<p>Here the decorator is implemented as a class returning callable
-objects.</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="k">def</span> <span class="nf">tail_recursive</span><span class="p">(</span><span class="n">func</span><span class="p">):</span>
- <span class="k">return</span> <span class="n">decorator_apply</span><span class="p">(</span><span class="n">TailRecursive</span><span class="p">,</span> <span class="n">func</span><span class="p">)</span>
-</pre></div>
-
-</div>
-<p>Here is how you apply the upgraded decorator to the good old factorial:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="nd">@tail_recursive</span>
-<span class="k">def</span> <span class="nf">factorial</span><span class="p">(</span><span class="n">n</span><span class="p">,</span> <span class="n">acc</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
- <span class="s">&quot;The good old factorial&quot;</span>
- <span class="k">if</span> <span class="n">n</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> <span class="k">return</span> <span class="n">acc</span>
- <span class="k">return</span> <span class="n">factorial</span><span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span><span class="o">*</span><span class="n">acc</span><span class="p">)</span>
-</pre></div>
-
-</div>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="k">print</span> <span class="n">factorial</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
-<span class="mi">24</span>
-</pre></div>
-
-</div>
-<p>This decorator is pretty impressive, and should give you some food for
-your mind ;) Notice that there is no recursion limit now, and you can
-easily compute <tt class="docutils literal">factorial(1001)</tt> or larger without filling the stack
-frame. Notice also that the decorator will not work on functions which
-are not tail recursive, such as the following</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="k">def</span> <span class="nf">fact</span><span class="p">(</span><span class="n">n</span><span class="p">):</span> <span class="c"># this is not tail-recursive</span>
- <span class="k">if</span> <span class="n">n</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> <span class="k">return</span> <span class="mi">1</span>
- <span class="k">return</span> <span class="n">n</span> <span class="o">*</span> <span class="n">fact</span><span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
-</pre></div>
-
-</div>
-<p>(reminder: a function is tail recursive if it either returns a value without
-making a recursive call, or returns directly the result of a recursive
-call).</p>
-</div>
-<div class="section" id="caveats-and-limitations">
-<h1><a class="toc-backref" href="#id15">Caveats and limitations</a></h1>
-<p>The first thing you should be aware of, it the fact that decorators
-have a performance penalty.
-The worse case is shown by the following example:</p>
-<pre class="literal-block">
-$ cat performance.sh
-python -m timeit -s &quot;
-from decorator import decorator
-
-&#64;decorator
-def do_nothing(func, *args, **kw):
- return func(*args, **kw)
-
-&#64;do_nothing
-def f():
- pass
-&quot; &quot;f()&quot;
-
-python -m timeit -s &quot;
-def f():
- pass
-&quot; &quot;f()&quot;
-</pre>
-<p>On my MacBook, using the <tt class="docutils literal">do_nothing</tt> decorator instead of the
-plain function is more than three times slower:</p>
-<pre class="literal-block">
-$ bash performance.sh
-1000000 loops, best of 3: 0.995 usec per loop
-1000000 loops, best of 3: 0.273 usec per loop
-</pre>
-<p>It should be noted that a real life function would probably do
-something more useful than <tt class="docutils literal">f</tt> here, and therefore in real life the
-performance penalty could be completely negligible. As always, the
-only way to know if there is
-a penalty in your specific use case is to measure it.</p>
-<p>You should be aware that decorators will make your tracebacks
-longer and more difficult to understand. Consider this example:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="nd">@trace</span>
-<span class="o">...</span> <span class="k">def</span> <span class="nf">f</span><span class="p">():</span>
-<span class="o">...</span> <span class="mi">1</span><span class="o">/</span><span class="mi">0</span>
-</pre></div>
-
-</div>
-<p>Calling <tt class="docutils literal">f()</tt> will give you a <tt class="docutils literal">ZeroDivisionError</tt>, but since the
-function is decorated the traceback will be longer:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="n">f</span><span class="p">()</span>
-<span class="n">Traceback</span> <span class="p">(</span><span class="n">most</span> <span class="n">recent</span> <span class="n">call</span> <span class="n">last</span><span class="p">):</span>
- <span class="o">...</span>
- <span class="n">File</span> <span class="s">&quot;&lt;string&gt;&quot;</span><span class="p">,</span> <span class="n">line</span> <span class="mi">2</span><span class="p">,</span> <span class="ow">in</span> <span class="n">f</span>
- <span class="n">File</span> <span class="s">&quot;&lt;doctest __main__[18]&gt;&quot;</span><span class="p">,</span> <span class="n">line</span> <span class="mi">4</span><span class="p">,</span> <span class="ow">in</span> <span class="n">trace</span>
- <span class="k">return</span> <span class="n">f</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kw</span><span class="p">)</span>
- <span class="n">File</span> <span class="s">&quot;&lt;doctest __main__[47]&gt;&quot;</span><span class="p">,</span> <span class="n">line</span> <span class="mi">3</span><span class="p">,</span> <span class="ow">in</span> <span class="n">f</span>
- <span class="mi">1</span><span class="o">/</span><span class="mi">0</span>
-<span class="ne">ZeroDivisionError</span><span class="p">:</span> <span class="n">integer</span> <span class="n">division</span> <span class="ow">or</span> <span class="n">modulo</span> <span class="n">by</span> <span class="n">zero</span>
-</pre></div>
-
-</div>
-<p>You see here the inner call to the decorator <tt class="docutils literal">trace</tt>, which calls
-<tt class="docutils literal"><span class="pre">f(*args,</span> **kw)</tt>, and a reference to <tt class="docutils literal">File <span class="pre">&quot;&lt;string&gt;&quot;,</span> line 2, in f</tt>.
-This latter reference is due to the fact that internally the decorator
-module uses <tt class="docutils literal">exec</tt> to generate the decorated function. Notice that
-<tt class="docutils literal">exec</tt> is <em>not</em> responsibile for the performance penalty, since is the
-called <em>only once</em> at function decoration time, and not every time
-the decorated function is called.</p>
-<p>At present, there is no clean way to avoid <tt class="docutils literal">exec</tt>. A clean solution
-would require to change the CPython implementation of functions and
-add an hook to make it possible to change their signature directly.
-That could happen in future versions of Python (see PEP <a class="reference external" href="http://www.python.org/dev/peps/pep-0362">362</a>) and
-then the decorator module would become obsolete. However, at present,
-even in Python 3.1 it is impossible to change the function signature
-directly, therefore the <tt class="docutils literal">decorator</tt> module is still useful.
-Actually, this is one of the main reasons why I keep maintaining
-the module and releasing new versions.</p>
-<p>In the present implementation, decorators generated by <tt class="docutils literal">decorator</tt>
-can only be used on user-defined Python functions or methods, not on generic
-callable objects, nor on built-in functions, due to limitations of the
-<tt class="docutils literal">inspect</tt> module in the standard library. Moreover, notice
-that you can decorate a method, but only before if becomes a bound or unbound
-method, i.e. inside the class.
-Here is an example of valid decoration:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="k">class</span> <span class="nc">C</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
-<span class="o">...</span> <span class="nd">@trace</span>
-<span class="o">...</span> <span class="k">def</span> <span class="nf">meth</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="o">...</span> <span class="k">pass</span>
-</pre></div>
-
-</div>
-<p>Here is an example of invalid decoration, when the decorator in
-called too late:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="k">class</span> <span class="nc">C</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
-<span class="o">...</span> <span class="k">def</span> <span class="nf">meth</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="o">...</span> <span class="k">pass</span>
-<span class="o">...</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="n">trace</span><span class="p">(</span><span class="n">C</span><span class="o">.</span><span class="n">meth</span><span class="p">)</span>
-<span class="n">Traceback</span> <span class="p">(</span><span class="n">most</span> <span class="n">recent</span> <span class="n">call</span> <span class="n">last</span><span class="p">):</span>
- <span class="o">...</span>
-<span class="ne">TypeError</span><span class="p">:</span> <span class="n">You</span> <span class="n">are</span> <span class="n">decorating</span> <span class="n">a</span> <span class="n">non</span> <span class="n">function</span><span class="p">:</span> <span class="o">&lt;</span><span class="n">unbound</span> <span class="n">method</span> <span class="n">C</span><span class="o">.</span><span class="n">meth</span><span class="o">&gt;</span>
-</pre></div>
-
-</div>
-<p>The solution is to extract the inner function from the unbound method:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="n">trace</span><span class="p">(</span><span class="n">C</span><span class="o">.</span><span class="n">meth</span><span class="o">.</span><span class="n">im_func</span><span class="p">)</span>
-<span class="o">&lt;</span><span class="n">function</span> <span class="n">meth</span> <span class="n">at</span> <span class="mi">0</span><span class="n">x</span><span class="o">...&gt;</span>
-</pre></div>
-
-</div>
-<p>There is a restriction on the names of the arguments: for instance,
-if try to call an argument <tt class="docutils literal">_call_</tt> or <tt class="docutils literal">_func_</tt>
-you will get a <tt class="docutils literal">NameError</tt>:</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="nd">@trace</span>
-<span class="o">...</span> <span class="k">def</span> <span class="nf">f</span><span class="p">(</span><span class="n">_func_</span><span class="p">):</span> <span class="k">print</span> <span class="n">f</span>
-<span class="o">...</span>
-<span class="n">Traceback</span> <span class="p">(</span><span class="n">most</span> <span class="n">recent</span> <span class="n">call</span> <span class="n">last</span><span class="p">):</span>
- <span class="o">...</span>
-<span class="ne">NameError</span><span class="p">:</span> <span class="n">_func_</span> <span class="ow">is</span> <span class="n">overridden</span> <span class="ow">in</span>
-<span class="k">def</span> <span class="nf">f</span><span class="p">(</span><span class="n">_func_</span><span class="p">):</span>
- <span class="k">return</span> <span class="n">_call_</span><span class="p">(</span><span class="n">_func_</span><span class="p">,</span> <span class="n">_func_</span><span class="p">)</span>
-</pre></div>
-
-</div>
-<p>Finally, the implementation is such that the decorated function
-attribute <tt class="docutils literal">.func_globals</tt> is a <em>copy</em> of the original function
-attribute. Moreover the decorated function contains
-a <em>copy</em> of the original function dictionary
-(<tt class="docutils literal">vars(decorated_f) is not vars(f)</tt>):</p>
-<div class="codeblock python">
-<div class="highlight"><pre><span class="o">&gt;&gt;&gt;</span> <span class="k">def</span> <span class="nf">f</span><span class="p">():</span> <span class="k">pass</span> <span class="c"># the original function</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="n">f</span><span class="o">.</span><span class="n">attr1</span> <span class="o">=</span> <span class="s">&quot;something&quot;</span> <span class="c"># setting an attribute</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="n">f</span><span class="o">.</span><span class="n">attr2</span> <span class="o">=</span> <span class="s">&quot;something else&quot;</span> <span class="c"># setting another attribute</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="n">traced_f</span> <span class="o">=</span> <span class="n">trace</span><span class="p">(</span><span class="n">f</span><span class="p">)</span> <span class="c"># the decorated function</span>
-
-<span class="o">&gt;&gt;&gt;</span> <span class="n">traced_f</span><span class="o">.</span><span class="n">attr1</span>
-<span class="s">&#39;something&#39;</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="n">traced_f</span><span class="o">.</span><span class="n">attr2</span> <span class="o">=</span> <span class="s">&quot;something different&quot;</span> <span class="c"># setting attr</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="n">f</span><span class="o">.</span><span class="n">attr2</span> <span class="c"># the original attribute did not change</span>
-<span class="s">&#39;something else&#39;</span>
-</pre></div>
-
-</div>
-</div>
-<div class="section" id="compatibility-notes">
-<h1><a class="toc-backref" href="#id16">Compatibility notes</a></h1>
-<p>Version 3.3 is the first version of the <tt class="docutils literal">decorator</tt> module to fully
-support Python 3, including <a class="reference external" href="http://www.python.org/dev/peps/pep-3107/">function annotations</a>. Version 3.2 was the
-first version to support Python 3 via the <tt class="docutils literal">2to3</tt> conversion tool
-invoked in the build process by the <a class="reference external" href="http://packages.python.org/distribute/">distribute</a> project, the Python
-3-compatible replacement of easy_install. The hard work (for me) has
-been converting the documentation and the doctests. This has been
-possible only after that <a class="reference external" href="http://docutils.sourceforge.net/">docutils</a> and <a class="reference external" href="http://pygments.org/">pygments</a> have been ported to
-Python 3.</p>
-<p>Version 3 of the <tt class="docutils literal">decorator</tt> module do not contain any backward
-incompatible change, apart from the removal of the functions
-<tt class="docutils literal">get_info</tt> and <tt class="docutils literal">new_wrapper</tt>, which have been deprecated for
-years. <tt class="docutils literal">get_info</tt> has been removed since it was little used and
-since it had to be changed anyway to work with Python 3.0;
-<tt class="docutils literal">new_wrapper</tt> has been removed since it was useless: its major use
-case (converting signature changing decorators to signature preserving
-decorators) has been subsumed by <tt class="docutils literal">decorator_apply</tt>, whereas the other use
-case can be managed with the <tt class="docutils literal">FunctionMaker</tt>.</p>
-<p>There are a few changes in the documentation: I removed the
-<tt class="docutils literal">decorator_factory</tt> example, which was confusing some of my users,
-and I removed the part about exotic signatures in the Python 3
-documentation, since Python 3 does not support them.</p>
-<p>Finally <tt class="docutils literal">decorator</tt> cannot be used as a class decorator and the
-<a class="reference external" href="http://www.phyast.pitt.edu/~micheles/python/documentation.html#class-decorators-and-decorator-factories">functionality introduced in version 2.3</a> has been removed. That
-means that in order to define decorator factories with classes you
-need to define the <tt class="docutils literal">__call__</tt> method explicitly (no magic anymore).
-All these changes should not cause any trouble, since they were
-all rarely used features. Should you have any trouble, you can always
-downgrade to the 2.3 version.</p>
-<p>The examples shown here have been tested with Python 2.6. Python 2.4
-is also supported - of course the examples requiring the <tt class="docutils literal">with</tt>
-statement will not work there. Python 2.5 works fine, but if you
-run the examples in the interactive interpreter
-you will notice a few differences since
-<tt class="docutils literal">getargspec</tt> returns an <tt class="docutils literal">ArgSpec</tt> namedtuple instead of a regular
-tuple. That means that running the file
-<tt class="docutils literal">documentation.py</tt> under Python 2.5 will print a few errors, but
-they are not serious.</p>
-</div>
-<div class="section" id="licence">
-<h1><a class="toc-backref" href="#id17">LICENCE</a></h1>
-<p>Copyright (c) 2005-2012, Michele Simionato
-All rights reserved.</p>
-<p>Redistribution and use in source and binary forms, with or without
-modification, are permitted provided that the following conditions are
-met:</p>
-<blockquote>
-Redistributions of source code must retain the above copyright
-notice, this list of conditions and the following disclaimer.
-Redistributions in bytecode form must reproduce the above copyright
-notice, this list of conditions and the following disclaimer in
-the documentation and/or other materials provided with the
-distribution.</blockquote>
-<p>THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
-&quot;AS IS&quot; AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
-LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
-A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
-HOLDERS OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
-INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
-BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS
-OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND
-ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR
-TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE
-USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH
-DAMAGE.</p>
-<p>If you use this software and you are happy with it, consider sending me a
-note, just to gratify my ego. On the other hand, if you use this software and
-you are unhappy with it, send me a patch!</p>
-</div>
-</div>
-</body>
-</html>