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<div class="section" id="sorting-how-to">
<span id="sortinghowto"></span><h1>如何排序<a class="headerlink" href="#sorting-how-to" title="本標題的永久連結">¶</a></h1>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
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<tbody valign="top">
<tr class="field-odd field"><th class="field-name">Author:</th><td class="field-body">Andrew Dalke and Raymond Hettinger</td>
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<tr class="field-even field"><th class="field-name">Release:</th><td class="field-body">0.1</td>
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<p>Python lists have a built-in <a class="reference internal" href="../library/stdtypes.html#list.sort" title="list.sort"><code class="xref py py-meth docutils literal notranslate"><span class="pre">list.sort()</span></code></a> method that modifies the list
in-place. There is also a <a class="reference internal" href="../library/functions.html#sorted" title="sorted"><code class="xref py py-func docutils literal notranslate"><span class="pre">sorted()</span></code></a> built-in function that builds a new
sorted list from an iterable.</p>
<p>在此文件，我們使用Python進行各種方式排序資料</p>
<div class="section" id="sorting-basics">
<h2>排序 基本<a class="headerlink" href="#sorting-basics" title="本標題的永久連結">¶</a></h2>
<p>A simple ascending sort is very easy: just call the <a class="reference internal" href="../library/functions.html#sorted" title="sorted"><code class="xref py py-func docutils literal notranslate"><span class="pre">sorted()</span></code></a> function. It
returns a new sorted list:</p>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="nb">sorted</span><span class="p">([</span><span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">4</span><span class="p">])</span>
<span class="go">[1, 2, 3, 4, 5]</span>
</pre></div>
</div>
<p>You can also use the <a class="reference internal" href="../library/stdtypes.html#list.sort" title="list.sort"><code class="xref py py-meth docutils literal notranslate"><span class="pre">list.sort()</span></code></a> method. It modifies the list
in-place (and returns <code class="docutils literal notranslate"><span class="pre">None</span></code> to avoid confusion). Usually it’s less convenient
than <a class="reference internal" href="../library/functions.html#sorted" title="sorted"><code class="xref py py-func docutils literal notranslate"><span class="pre">sorted()</span></code></a> - but if you don’t need the original list, it’s slightly
more efficient.</p>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">a</span> <span class="o">=</span> <span class="p">[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">4</span><span class="p">]</span>
<span class="gp">>>> </span><span class="n">a</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
<span class="gp">>>> </span><span class="n">a</span>
<span class="go">[1, 2, 3, 4, 5]</span>
</pre></div>
</div>
<p>Another difference is that the <a class="reference internal" href="../library/stdtypes.html#list.sort" title="list.sort"><code class="xref py py-meth docutils literal notranslate"><span class="pre">list.sort()</span></code></a> method is only defined for
lists. In contrast, the <a class="reference internal" href="../library/functions.html#sorted" title="sorted"><code class="xref py py-func docutils literal notranslate"><span class="pre">sorted()</span></code></a> function accepts any iterable.</p>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="nb">sorted</span><span class="p">({</span><span class="mi">1</span><span class="p">:</span> <span class="s1">'D'</span><span class="p">,</span> <span class="mi">2</span><span class="p">:</span> <span class="s1">'B'</span><span class="p">,</span> <span class="mi">3</span><span class="p">:</span> <span class="s1">'B'</span><span class="p">,</span> <span class="mi">4</span><span class="p">:</span> <span class="s1">'E'</span><span class="p">,</span> <span class="mi">5</span><span class="p">:</span> <span class="s1">'A'</span><span class="p">})</span>
<span class="go">[1, 2, 3, 4, 5]</span>
</pre></div>
</div>
</div>
<div class="section" id="key-functions">
<h2>Key Functions<a class="headerlink" href="#key-functions" title="本標題的永久連結">¶</a></h2>
<p>Both <a class="reference internal" href="../library/stdtypes.html#list.sort" title="list.sort"><code class="xref py py-meth docutils literal notranslate"><span class="pre">list.sort()</span></code></a> and <a class="reference internal" href="../library/functions.html#sorted" title="sorted"><code class="xref py py-func docutils literal notranslate"><span class="pre">sorted()</span></code></a> have a <em>key</em> parameter to specify a
function to be called on each list element prior to making comparisons.</p>
<p>For example, here’s a case-insensitive string comparison:</p>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="nb">sorted</span><span class="p">(</span><span class="s2">"This is a test string from Andrew"</span><span class="o">.</span><span class="n">split</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="nb">str</span><span class="o">.</span><span class="n">lower</span><span class="p">)</span>
<span class="go">['a', 'Andrew', 'from', 'is', 'string', 'test', 'This']</span>
</pre></div>
</div>
<p>The value of the <em>key</em> parameter should be a function that takes a single argument
and returns a key to use for sorting purposes. This technique is fast because
the key function is called exactly once for each input record.</p>
<p>A common pattern is to sort complex objects using some of the object’s indices
as keys. For example:</p>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">student_tuples</span> <span class="o">=</span> <span class="p">[</span>
<span class="gp">... </span> <span class="p">(</span><span class="s1">'john'</span><span class="p">,</span> <span class="s1">'A'</span><span class="p">,</span> <span class="mi">15</span><span class="p">),</span>
<span class="gp">... </span> <span class="p">(</span><span class="s1">'jane'</span><span class="p">,</span> <span class="s1">'B'</span><span class="p">,</span> <span class="mi">12</span><span class="p">),</span>
<span class="gp">... </span> <span class="p">(</span><span class="s1">'dave'</span><span class="p">,</span> <span class="s1">'B'</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span>
<span class="gp">... </span><span class="p">]</span>
<span class="gp">>>> </span><span class="nb">sorted</span><span class="p">(</span><span class="n">student_tuples</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">student</span><span class="p">:</span> <span class="n">student</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span> <span class="c1"># sort by age</span>
<span class="go">[('dave', 'B', 10), ('jane', 'B', 12), ('john', 'A', 15)]</span>
</pre></div>
</div>
<p>The same technique works for objects with named attributes. For example:</p>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="k">class</span> <span class="nc">Student</span><span class="p">:</span>
<span class="gp">... </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">name</span><span class="p">,</span> <span class="n">grade</span><span class="p">,</span> <span class="n">age</span><span class="p">):</span>
<span class="gp">... </span> <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span>
<span class="gp">... </span> <span class="bp">self</span><span class="o">.</span><span class="n">grade</span> <span class="o">=</span> <span class="n">grade</span>
<span class="gp">... </span> <span class="bp">self</span><span class="o">.</span><span class="n">age</span> <span class="o">=</span> <span class="n">age</span>
<span class="gp">... </span> <span class="k">def</span> <span class="nf">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="gp">... </span> <span class="k">return</span> <span class="nb">repr</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="bp">self</span><span class="o">.</span><span class="n">grade</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">age</span><span class="p">))</span>
</pre></div>
</div>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">student_objects</span> <span class="o">=</span> <span class="p">[</span>
<span class="gp">... </span> <span class="n">Student</span><span class="p">(</span><span class="s1">'john'</span><span class="p">,</span> <span class="s1">'A'</span><span class="p">,</span> <span class="mi">15</span><span class="p">),</span>
<span class="gp">... </span> <span class="n">Student</span><span class="p">(</span><span class="s1">'jane'</span><span class="p">,</span> <span class="s1">'B'</span><span class="p">,</span> <span class="mi">12</span><span class="p">),</span>
<span class="gp">... </span> <span class="n">Student</span><span class="p">(</span><span class="s1">'dave'</span><span class="p">,</span> <span class="s1">'B'</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span>
<span class="gp">... </span><span class="p">]</span>
<span class="gp">>>> </span><span class="nb">sorted</span><span class="p">(</span><span class="n">student_objects</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">student</span><span class="p">:</span> <span class="n">student</span><span class="o">.</span><span class="n">age</span><span class="p">)</span> <span class="c1"># sort by age</span>
<span class="go">[('dave', 'B', 10), ('jane', 'B', 12), ('john', 'A', 15)]</span>
</pre></div>
</div>
</div>
<div class="section" id="operator-module-functions">
<h2>Operator Module Functions<a class="headerlink" href="#operator-module-functions" title="本標題的永久連結">¶</a></h2>
<p>The key-function patterns shown above are very common, so Python provides
convenience functions to make accessor functions easier and faster. The
<a class="reference internal" href="../library/operator.html#module-operator" title="operator: Functions corresponding to the standard operators."><code class="xref py py-mod docutils literal notranslate"><span class="pre">operator</span></code></a> module has <a class="reference internal" href="../library/operator.html#operator.itemgetter" title="operator.itemgetter"><code class="xref py py-func docutils literal notranslate"><span class="pre">itemgetter()</span></code></a>,
<a class="reference internal" href="../library/operator.html#operator.attrgetter" title="operator.attrgetter"><code class="xref py py-func docutils literal notranslate"><span class="pre">attrgetter()</span></code></a>, and a <a class="reference internal" href="../library/operator.html#operator.methodcaller" title="operator.methodcaller"><code class="xref py py-func docutils literal notranslate"><span class="pre">methodcaller()</span></code></a> function.</p>
<p>Using those functions, the above examples become simpler and faster:</p>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="kn">from</span> <span class="nn">operator</span> <span class="k">import</span> <span class="n">itemgetter</span><span class="p">,</span> <span class="n">attrgetter</span>
</pre></div>
</div>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="nb">sorted</span><span class="p">(</span><span class="n">student_tuples</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="n">itemgetter</span><span class="p">(</span><span class="mi">2</span><span class="p">))</span>
<span class="go">[('dave', 'B', 10), ('jane', 'B', 12), ('john', 'A', 15)]</span>
</pre></div>
</div>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="nb">sorted</span><span class="p">(</span><span class="n">student_objects</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="n">attrgetter</span><span class="p">(</span><span class="s1">'age'</span><span class="p">))</span>
<span class="go">[('dave', 'B', 10), ('jane', 'B', 12), ('john', 'A', 15)]</span>
</pre></div>
</div>
<p>The operator module functions allow multiple levels of sorting. For example, to
sort by <em>grade</em> then by <em>age</em>:</p>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="nb">sorted</span><span class="p">(</span><span class="n">student_tuples</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="n">itemgetter</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="go">[('john', 'A', 15), ('dave', 'B', 10), ('jane', 'B', 12)]</span>
</pre></div>
</div>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="nb">sorted</span><span class="p">(</span><span class="n">student_objects</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="n">attrgetter</span><span class="p">(</span><span class="s1">'grade'</span><span class="p">,</span> <span class="s1">'age'</span><span class="p">))</span>
<span class="go">[('john', 'A', 15), ('dave', 'B', 10), ('jane', 'B', 12)]</span>
</pre></div>
</div>
</div>
<div class="section" id="ascending-and-descending">
<h2>升冪與降冪<a class="headerlink" href="#ascending-and-descending" title="本標題的永久連結">¶</a></h2>
<p>Both <a class="reference internal" href="../library/stdtypes.html#list.sort" title="list.sort"><code class="xref py py-meth docutils literal notranslate"><span class="pre">list.sort()</span></code></a> and <a class="reference internal" href="../library/functions.html#sorted" title="sorted"><code class="xref py py-func docutils literal notranslate"><span class="pre">sorted()</span></code></a> accept a <em>reverse</em> parameter with a
boolean value. This is used to flag descending sorts. For example, to get the
student data in reverse <em>age</em> order:</p>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="nb">sorted</span><span class="p">(</span><span class="n">student_tuples</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="n">itemgetter</span><span class="p">(</span><span class="mi">2</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="go">[('john', 'A', 15), ('jane', 'B', 12), ('dave', 'B', 10)]</span>
</pre></div>
</div>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="nb">sorted</span><span class="p">(</span><span class="n">student_objects</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="n">attrgetter</span><span class="p">(</span><span class="s1">'age'</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="go">[('john', 'A', 15), ('jane', 'B', 12), ('dave', 'B', 10)]</span>
</pre></div>
</div>
</div>
<div class="section" id="sort-stability-and-complex-sorts">
<h2>Sort Stability and Complex Sorts<a class="headerlink" href="#sort-stability-and-complex-sorts" title="本標題的永久連結">¶</a></h2>
<p>Sorts are guaranteed to be <a class="reference external" href="https://en.wikipedia.org/wiki/Sorting_algorithm#Stability">stable</a>. That means that
when multiple records have the same key, their original order is preserved.</p>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">data</span> <span class="o">=</span> <span class="p">[(</span><span class="s1">'red'</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="s1">'blue'</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="s1">'red'</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="p">(</span><span class="s1">'blue'</span><span class="p">,</span> <span class="mi">2</span><span class="p">)]</span>
<span class="gp">>>> </span><span class="nb">sorted</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="n">itemgetter</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span>
<span class="go">[('blue', 1), ('blue', 2), ('red', 1), ('red', 2)]</span>
</pre></div>
</div>
<p>Notice how the two records for <em>blue</em> retain their original order so that
<code class="docutils literal notranslate"><span class="pre">('blue',</span> <span class="pre">1)</span></code> is guaranteed to precede <code class="docutils literal notranslate"><span class="pre">('blue',</span> <span class="pre">2)</span></code>.</p>
<p>This wonderful property lets you build complex sorts in a series of sorting
steps. For example, to sort the student data by descending <em>grade</em> and then
ascending <em>age</em>, do the <em>age</em> sort first and then sort again using <em>grade</em>:</p>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">s</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">student_objects</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="n">attrgetter</span><span class="p">(</span><span class="s1">'age'</span><span class="p">))</span> <span class="c1"># sort on secondary key</span>
<span class="gp">>>> </span><span class="nb">sorted</span><span class="p">(</span><span class="n">s</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="n">attrgetter</span><span class="p">(</span><span class="s1">'grade'</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="c1"># now sort on primary key, descending</span>
<span class="go">[('dave', 'B', 10), ('jane', 'B', 12), ('john', 'A', 15)]</span>
</pre></div>
</div>
<p>The <a class="reference external" href="https://en.wikipedia.org/wiki/Timsort">Timsort</a> algorithm used in Python
does multiple sorts efficiently because it can take advantage of any ordering
already present in a dataset.</p>
</div>
<div class="section" id="the-old-way-using-decorate-sort-undecorate">
<h2>The Old Way Using Decorate-Sort-Undecorate<a class="headerlink" href="#the-old-way-using-decorate-sort-undecorate" title="本標題的永久連結">¶</a></h2>
<p>This idiom is called Decorate-Sort-Undecorate after its three steps:</p>
<ul class="simple">
<li>First, the initial list is decorated with new values that control the sort order.</li>
<li>Second, the decorated list is sorted.</li>
<li>Finally, the decorations are removed, creating a list that contains only the
initial values in the new order.</li>
</ul>
<p>For example, to sort the student data by <em>grade</em> using the DSU approach:</p>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">decorated</span> <span class="o">=</span> <span class="p">[(</span><span class="n">student</span><span class="o">.</span><span class="n">grade</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">student</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">student</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">student_objects</span><span class="p">)]</span>
<span class="gp">>>> </span><span class="n">decorated</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
<span class="gp">>>> </span><span class="p">[</span><span class="n">student</span> <span class="k">for</span> <span class="n">grade</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">student</span> <span class="ow">in</span> <span class="n">decorated</span><span class="p">]</span> <span class="c1"># undecorate</span>
<span class="go">[('john', 'A', 15), ('jane', 'B', 12), ('dave', 'B', 10)]</span>
</pre></div>
</div>
<p>This idiom works because tuples are compared lexicographically; the first items
are compared; if they are the same then the second items are compared, and so
on.</p>
<p>It is not strictly necessary in all cases to include the index <em>i</em> in the
decorated list, but including it gives two benefits:</p>
<ul class="simple">
<li>The sort is stable – if two items have the same key, their order will be
preserved in the sorted list.</li>
<li>The original items do not have to be comparable because the ordering of the
decorated tuples will be determined by at most the first two items. So for
example the original list could contain complex numbers which cannot be sorted
directly.</li>
</ul>
<p>Another name for this idiom is
<a class="reference external" href="https://en.wikipedia.org/wiki/Schwartzian_transform">Schwartzian transform</a>,
after Randal L. Schwartz, who popularized it among Perl programmers.</p>
<p>Now that Python sorting provides key-functions, this technique is not often needed.</p>
</div>
<div class="section" id="the-old-way-using-the-cmp-parameter">
<h2>The Old Way Using the <em>cmp</em> Parameter<a class="headerlink" href="#the-old-way-using-the-cmp-parameter" title="本標題的永久連結">¶</a></h2>
<p>Many constructs given in this HOWTO assume Python 2.4 or later. Before that,
there was no <a class="reference internal" href="../library/functions.html#sorted" title="sorted"><code class="xref py py-func docutils literal notranslate"><span class="pre">sorted()</span></code></a> builtin and <a class="reference internal" href="../library/stdtypes.html#list.sort" title="list.sort"><code class="xref py py-meth docutils literal notranslate"><span class="pre">list.sort()</span></code></a> took no keyword
arguments. Instead, all of the Py2.x versions supported a <em>cmp</em> parameter to
handle user specified comparison functions.</p>
<p>In Py3.0, the <em>cmp</em> parameter was removed entirely (as part of a larger effort to
simplify and unify the language, eliminating the conflict between rich
comparisons and the <code class="xref py py-meth docutils literal notranslate"><span class="pre">__cmp__()</span></code> magic method).</p>
<p>In Py2.x, sort allowed an optional function which can be called for doing the
comparisons. That function should take two arguments to be compared and then
return a negative value for less-than, return zero if they are equal, or return
a positive value for greater-than. For example, we can do:</p>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="k">def</span> <span class="nf">numeric_compare</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="gp">... </span> <span class="k">return</span> <span class="n">x</span> <span class="o">-</span> <span class="n">y</span>
<span class="gp">>>> </span><span class="nb">sorted</span><span class="p">([</span><span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">],</span> <span class="nb">cmp</span><span class="o">=</span><span class="n">numeric_compare</span><span class="p">)</span>
<span class="go">[1, 2, 3, 4, 5]</span>
</pre></div>
</div>
<p>Or you can reverse the order of comparison with:</p>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="k">def</span> <span class="nf">reverse_numeric</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="gp">... </span> <span class="k">return</span> <span class="n">y</span> <span class="o">-</span> <span class="n">x</span>
<span class="gp">>>> </span><span class="nb">sorted</span><span class="p">([</span><span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">],</span> <span class="nb">cmp</span><span class="o">=</span><span class="n">reverse_numeric</span><span class="p">)</span>
<span class="go">[5, 4, 3, 2, 1]</span>
</pre></div>
</div>
<p>When porting code from Python 2.x to 3.x, the situation can arise when you have
the user supplying a comparison function and you need to convert that to a key
function. The following wrapper makes that easy to do:</p>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">cmp_to_key</span><span class="p">(</span><span class="n">mycmp</span><span class="p">):</span>
<span class="s1">'Convert a cmp= function into a key= function'</span>
<span class="k">class</span> <span class="nc">K</span><span class="p">:</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">obj</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span>
<span class="bp">self</span><span class="o">.</span><span class="n">obj</span> <span class="o">=</span> <span class="n">obj</span>
<span class="k">def</span> <span class="nf">__lt__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
<span class="k">return</span> <span class="n">mycmp</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="p">,</span> <span class="n">other</span><span class="o">.</span><span class="n">obj</span><span class="p">)</span> <span class="o"><</span> <span class="mi">0</span>
<span class="k">def</span> <span class="nf">__gt__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
<span class="k">return</span> <span class="n">mycmp</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="p">,</span> <span class="n">other</span><span class="o">.</span><span class="n">obj</span><span class="p">)</span> <span class="o">></span> <span class="mi">0</span>
<span class="k">def</span> <span class="nf">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
<span class="k">return</span> <span class="n">mycmp</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="p">,</span> <span class="n">other</span><span class="o">.</span><span class="n">obj</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span>
<span class="k">def</span> <span class="nf">__le__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
<span class="k">return</span> <span class="n">mycmp</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="p">,</span> <span class="n">other</span><span class="o">.</span><span class="n">obj</span><span class="p">)</span> <span class="o"><=</span> <span class="mi">0</span>
<span class="k">def</span> <span class="nf">__ge__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
<span class="k">return</span> <span class="n">mycmp</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="p">,</span> <span class="n">other</span><span class="o">.</span><span class="n">obj</span><span class="p">)</span> <span class="o">>=</span> <span class="mi">0</span>
<span class="k">def</span> <span class="nf">__ne__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
<span class="k">return</span> <span class="n">mycmp</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">obj</span><span class="p">,</span> <span class="n">other</span><span class="o">.</span><span class="n">obj</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span>
<span class="k">return</span> <span class="n">K</span>
</pre></div>
</div>
<p>To convert to a key function, just wrap the old comparison function:</p>
<div class="highlight-pycon notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="nb">sorted</span><span class="p">([</span><span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">],</span> <span class="n">key</span><span class="o">=</span><span class="n">cmp_to_key</span><span class="p">(</span><span class="n">reverse_numeric</span><span class="p">))</span>
<span class="go">[5, 4, 3, 2, 1]</span>
</pre></div>
</div>
<p>In Python 3.2, the <a class="reference internal" href="../library/functools.html#functools.cmp_to_key" title="functools.cmp_to_key"><code class="xref py py-func docutils literal notranslate"><span class="pre">functools.cmp_to_key()</span></code></a> function was added to the
<a class="reference internal" href="../library/functools.html#module-functools" title="functools: Higher-order functions and operations on callable objects."><code class="xref py py-mod docutils literal notranslate"><span class="pre">functools</span></code></a> module in the standard library.</p>
</div>
<div class="section" id="odd-and-ends">
<h2>Odd and Ends<a class="headerlink" href="#odd-and-ends" title="本標題的永久連結">¶</a></h2>
<ul>
<li><p class="first">For locale aware sorting, use <a class="reference internal" href="../library/locale.html#locale.strxfrm" title="locale.strxfrm"><code class="xref py py-func docutils literal notranslate"><span class="pre">locale.strxfrm()</span></code></a> for a key function or
<a class="reference internal" href="../library/locale.html#locale.strcoll" title="locale.strcoll"><code class="xref py py-func docutils literal notranslate"><span class="pre">locale.strcoll()</span></code></a> for a comparison function.</p>
</li>
<li><p class="first">The <em>reverse</em> parameter still maintains sort stability (so that records with
equal keys retain the original order). Interestingly, that effect can be
simulated without the parameter by using the builtin <a class="reference internal" href="../library/functions.html#reversed" title="reversed"><code class="xref py py-func docutils literal notranslate"><span class="pre">reversed()</span></code></a> function
twice:</p>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">data</span> <span class="o">=</span> <span class="p">[(</span><span class="s1">'red'</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="s1">'blue'</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="s1">'red'</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="p">(</span><span class="s1">'blue'</span><span class="p">,</span> <span class="mi">2</span><span class="p">)]</span>
<span class="gp">>>> </span><span class="n">standard_way</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="n">itemgetter</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="gp">>>> </span><span class="n">double_reversed</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">reversed</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="nb">reversed</span><span class="p">(</span><span class="n">data</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="n">itemgetter</span><span class="p">(</span><span class="mi">0</span><span class="p">))))</span>
<span class="gp">>>> </span><span class="k">assert</span> <span class="n">standard_way</span> <span class="o">==</span> <span class="n">double_reversed</span>
<span class="gp">>>> </span><span class="n">standard_way</span>
<span class="go">[('red', 1), ('red', 2), ('blue', 1), ('blue', 2)]</span>
</pre></div>
</div>
</li>
<li><p class="first">The sort routines are guaranteed to use <a class="reference internal" href="../reference/datamodel.html#object.__lt__" title="object.__lt__"><code class="xref py py-meth docutils literal notranslate"><span class="pre">__lt__()</span></code></a> when making comparisons
between two objects. So, it is easy to add a standard sort order to a class by
defining an <a class="reference internal" href="../reference/datamodel.html#object.__lt__" title="object.__lt__"><code class="xref py py-meth docutils literal notranslate"><span class="pre">__lt__()</span></code></a> method:</p>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">Student</span><span class="o">.</span><span class="fm">__lt__</span> <span class="o">=</span> <span class="k">lambda</span> <span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">age</span> <span class="o"><</span> <span class="n">other</span><span class="o">.</span><span class="n">age</span>
<span class="gp">>>> </span><span class="nb">sorted</span><span class="p">(</span><span class="n">student_objects</span><span class="p">)</span>
<span class="go">[('dave', 'B', 10), ('jane', 'B', 12), ('john', 'A', 15)]</span>
</pre></div>
</div>
</li>
<li><p class="first">Key functions need not depend directly on the objects being sorted. A key
function can also access external resources. For instance, if the student grades
are stored in a dictionary, they can be used to sort a separate list of student
names:</p>
<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">students</span> <span class="o">=</span> <span class="p">[</span><span class="s1">'dave'</span><span class="p">,</span> <span class="s1">'john'</span><span class="p">,</span> <span class="s1">'jane'</span><span class="p">]</span>
<span class="gp">>>> </span><span class="n">newgrades</span> <span class="o">=</span> <span class="p">{</span><span class="s1">'john'</span><span class="p">:</span> <span class="s1">'F'</span><span class="p">,</span> <span class="s1">'jane'</span><span class="p">:</span><span class="s1">'A'</span><span class="p">,</span> <span class="s1">'dave'</span><span class="p">:</span> <span class="s1">'C'</span><span class="p">}</span>
<span class="gp">>>> </span><span class="nb">sorted</span><span class="p">(</span><span class="n">students</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="n">newgrades</span><span class="o">.</span><span class="fm">__getitem__</span><span class="p">)</span>
<span class="go">['jane', 'dave', 'john']</span>
</pre></div>
</div>
</li>
</ul>
</div>
</div>
</div>
</div>
</div>
<div class="sphinxsidebar" role="navigation" aria-label="main navigation">
<div class="sphinxsidebarwrapper">
<h3><a href="../contents.html">目錄</a></h3>
<ul>
<li><a class="reference internal" href="#">如何排序</a><ul>
<li><a class="reference internal" href="#sorting-basics">排序 基本</a></li>
<li><a class="reference internal" href="#key-functions">Key Functions</a></li>
<li><a class="reference internal" href="#operator-module-functions">Operator Module Functions</a></li>
<li><a class="reference internal" href="#ascending-and-descending">升冪與降冪</a></li>
<li><a class="reference internal" href="#sort-stability-and-complex-sorts">Sort Stability and Complex Sorts</a></li>
<li><a class="reference internal" href="#the-old-way-using-decorate-sort-undecorate">The Old Way Using Decorate-Sort-Undecorate</a></li>
<li><a class="reference internal" href="#the-old-way-using-the-cmp-parameter">The Old Way Using the <em>cmp</em> Parameter</a></li>
<li><a class="reference internal" href="#odd-and-ends">Odd and Ends</a></li>
</ul>
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