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19 <div class="titlepage"><div><div><h2 class="title" style="clear: both">
20 <a name="topics.pickle_support"></a><a class="link" href="pickle_support.html" title="Pickle support">Pickle support</a>
21 </h2></div></div></div>
22 <div class="toc"><dl class="toc">
23 <dt><span class="section"><a href="pickle_support.html#topics.pickle_support.introduction">Introduction</a></span></dt>
24 <dt><span class="section"><a href="pickle_support.html#topics.pickle_support.the_pickle_interface">The Pickle
25         Interface</a></span></dt>
26 <dt><span class="section"><a href="pickle_support.html#topics.pickle_support.example">Example</a></span></dt>
27 <dt><span class="section"><a href="pickle_support.html#topics.pickle_support.pitfall_and_safety_guard">Pitfall
28         and Safety Guard</a></span></dt>
29 <dt><span class="section"><a href="pickle_support.html#topics.pickle_support.practical_advice">Practical Advice</a></span></dt>
30 <dt><span class="section"><a href="pickle_support.html#topics.pickle_support.light_weight_alternative_pickle_">Light-weight
31         alternative: pickle support implemented in Python</a></span></dt>
32 </dl></div>
33 <div class="section">
34 <div class="titlepage"><div><div><h3 class="title">
35 <a name="topics.pickle_support.introduction"></a><a class="link" href="pickle_support.html#topics.pickle_support.introduction" title="Introduction">Introduction</a>
36 </h3></div></div></div>
37 <p>
38           Pickle is a Python module for object serialization, also known as persistence,
39           marshalling, or flattening.
40         </p>
41 <p>
42           It is often necessary to save and restore the contents of an object to
43           a file. One approach to this problem is to write a pair of functions that
44           read and write data from a file in a special format. A powerful alternative
45           approach is to use Python's pickle module. Exploiting Python's ability
46           for introspection, the pickle module recursively converts nearly arbitrary
47           Python objects into a stream of bytes that can be written to a file.
48         </p>
49 <p>
50           The Boost Python Library supports the pickle module through the interface
51           as described in detail in the <a href="https://docs.python.org/2/library/pickle.html" target="_top">Python
52           Library Reference for pickle</a>. This interface involves the special
53           methods <code class="computeroutput"><span class="identifier">__getinitargs__</span></code>,
54           <code class="computeroutput"><span class="identifier">__getstate__</span></code> and <code class="computeroutput"><span class="identifier">__setstate__</span></code> as described in the following.
55           Note that <code class="computeroutput"><span class="identifier">Boost</span><span class="special">.</span><span class="identifier">Python</span></code> is also fully compatible with
56           Python's cPickle module.
57         </p>
58 </div>
59 <div class="section">
60 <div class="titlepage"><div><div><h3 class="title">
61 <a name="topics.pickle_support.the_pickle_interface"></a><a class="link" href="pickle_support.html#topics.pickle_support.the_pickle_interface" title="The Pickle Interface">The Pickle
62         Interface</a>
63 </h3></div></div></div>
64 <p>
65           At the user level, the Boost.Python pickle interface involves three special
66           methods:
67         </p>
68 <div class="variablelist">
69 <p class="title"><b></b></p>
70 <dl class="variablelist">
71 <dt><span class="term">__getinitargs__</span></dt>
72 <dd>
73 <p>
74                 When an instance of a Boost.Python extension class is pickled, the
75                 pickler tests if the instance has a <code class="computeroutput"><span class="identifier">__getinitargs__</span></code>
76                 method. This method must return a Python <code class="computeroutput"><span class="identifier">tuple</span></code>
77                 (it is most convenient to use a <a class="link" href="../object_wrappers/boost_python_tuple_hpp.html#object_wrappers.boost_python_tuple_hpp.class_tuple" title="Class tuple"><code class="computeroutput"><span class="identifier">boost</span><span class="special">::</span><span class="identifier">python</span><span class="special">::</span><span class="identifier">tuple</span></code></a>). When the instance
78                 is restored by the unpickler, the contents of this tuple are used
79                 as the arguments for the class constructor.
80               </p>
81 <p>
82                 If <code class="computeroutput"><span class="identifier">__getinitargs__</span></code>
83                 is not defined, <code class="computeroutput"><span class="identifier">pickle</span><span class="special">.</span><span class="identifier">load</span></code>
84                 will call the constructor (<code class="computeroutput"><span class="identifier">__init__</span></code>)
85                 without arguments; i.e., the object must be default-constructible.
86               </p>
87 </dd>
88 <dt><span class="term">__getstate__</span></dt>
89 <dd><p>
90                 When an instance of a <code class="computeroutput"><span class="identifier">Boost</span><span class="special">.</span><span class="identifier">Python</span></code>
91                 extension class is pickled, the pickler tests if the instance has
92                 a <code class="computeroutput"><span class="identifier">__getstate__</span></code> method.
93                 This method should return a Python object representing the state
94                 of the instance.
95               </p></dd>
96 <dt><span class="term">__setstate__</span></dt>
97 <dd><p>
98                 When an instance of a <code class="computeroutput"><span class="identifier">Boost</span><span class="special">.</span><span class="identifier">Python</span></code>
99                 extension class is restored by the unpickler (<code class="computeroutput"><span class="identifier">pickle</span><span class="special">.</span><span class="identifier">load</span></code>),
100                 it is first constructed using the result of <code class="computeroutput"><span class="identifier">__getinitargs__</span></code>
101                 as arguments (see above). Subsequently the unpickler tests if the
102                 new instance has a <code class="computeroutput"><span class="identifier">__setstate__</span></code>
103                 method. If so, this method is called with the result of <code class="computeroutput"><span class="identifier">__getstate__</span></code> (a Python object)
104                 as the argument.
105               </p></dd>
106 </dl>
107 </div>
108 <p>
109           The three special methods described above may be <code class="computeroutput"><span class="special">.</span><span class="identifier">def</span><span class="special">()</span></code>'ed
110           individually by the user. However, <code class="computeroutput"><span class="identifier">Boost</span><span class="special">.</span><span class="identifier">Python</span></code>
111           provides an easy to use high-level interface via the <code class="computeroutput"><span class="identifier">boost</span><span class="special">::</span><span class="identifier">python</span><span class="special">::</span><span class="identifier">pickle_suite</span></code>
112           class that also enforces consistency: <code class="computeroutput"><span class="identifier">__getstate__</span></code>
113           and <code class="computeroutput"><span class="identifier">__setstate__</span></code> must be
114           defined as pairs. Use of this interface is demonstrated by the following
115           examples.
116         </p>
117 </div>
118 <div class="section">
119 <div class="titlepage"><div><div><h3 class="title">
120 <a name="topics.pickle_support.example"></a><a class="link" href="pickle_support.html#topics.pickle_support.example" title="Example">Example</a>
121 </h3></div></div></div>
122 <div class="toc"><dl class="toc">
123 <dt><span class="section"><a href="pickle_support.html#topics.pickle_support.example.pickle1_cpp">pickle1.cpp</a></span></dt>
124 <dt><span class="section"><a href="pickle_support.html#topics.pickle_support.example.pickle2_cpp">pickle2.cpp</a></span></dt>
125 <dt><span class="section"><a href="pickle_support.html#topics.pickle_support.example.pickle3_cpp">pickle3.cpp</a></span></dt>
126 </dl></div>
127 <p>
128           There are three files in <code class="computeroutput"><span class="identifier">python</span><span class="special">/</span><span class="identifier">test</span></code>
129           that show how to provide pickle support.
130         </p>
131 <div class="section">
132 <div class="titlepage"><div><div><h4 class="title">
133 <a name="topics.pickle_support.example.pickle1_cpp"></a><a class="link" href="pickle_support.html#topics.pickle_support.example.pickle1_cpp" title="pickle1.cpp">pickle1.cpp</a>
134 </h4></div></div></div>
135 <p>
136             The C++ class in this example can be fully restored by passing the appropriate
137             argument to the constructor. Therefore it is sufficient to define the
138             pickle interface method <code class="computeroutput"><span class="identifier">__getinitargs__</span></code>.
139             This is done in the following way: Definition of the C++ pickle function:
140           </p>
141 <pre class="programlisting"><span class="keyword">struct</span> <span class="identifier">world_pickle_suite</span> <span class="special">:</span> <span class="identifier">boost</span><span class="special">::</span><span class="identifier">python</span><span class="special">::</span><span class="identifier">pickle_suite</span>
142 <span class="special">{</span>
143   <span class="keyword">static</span>
144   <span class="identifier">boost</span><span class="special">::</span><span class="identifier">python</span><span class="special">::</span><span class="identifier">tuple</span>
145   <span class="identifier">getinitargs</span><span class="special">(</span><span class="identifier">world</span> <span class="keyword">const</span><span class="special">&amp;</span> <span class="identifier">w</span><span class="special">)</span>
146   <span class="special">{</span>
147       <span class="keyword">return</span> <span class="identifier">boost</span><span class="special">::</span><span class="identifier">python</span><span class="special">::</span><span class="identifier">make_tuple</span><span class="special">(</span><span class="identifier">w</span><span class="special">.</span><span class="identifier">get_country</span><span class="special">());</span>
148   <span class="special">}</span>
149 <span class="special">};</span>
150 </pre>
151 <p>
152             Establishing the Python binding:
153           </p>
154 <pre class="programlisting"><span class="identifier">class_</span><span class="special">&lt;</span><span class="identifier">world</span><span class="special">&gt;(</span><span class="string">"world"</span><span class="special">,</span> <span class="identifier">args</span><span class="special">&lt;</span><span class="keyword">const</span> <span class="identifier">std</span><span class="special">::</span><span class="identifier">string</span><span class="special">&amp;&gt;())</span>
155       <span class="comment">// ...</span>
156       <span class="special">.</span><span class="identifier">def_pickle</span><span class="special">(</span><span class="identifier">world_pickle_suite</span><span class="special">())</span>
157       <span class="comment">// ...</span>
158 </pre>
159 </div>
160 <div class="section">
161 <div class="titlepage"><div><div><h4 class="title">
162 <a name="topics.pickle_support.example.pickle2_cpp"></a><a class="link" href="pickle_support.html#topics.pickle_support.example.pickle2_cpp" title="pickle2.cpp">pickle2.cpp</a>
163 </h4></div></div></div>
164 <p>
165             The C++ class in this example contains member data that cannot be restored
166             by any of the constructors. Therefore it is necessary to provide the
167             <code class="computeroutput"><span class="identifier">__getstate__</span></code>/<code class="computeroutput"><span class="identifier">__setstate__</span></code> pair of pickle interface
168             methods:
169           </p>
170 <p>
171             Definition of the C++ pickle functions:
172           </p>
173 <pre class="programlisting"><span class="keyword">struct</span> <span class="identifier">world_pickle_suite</span> <span class="special">:</span> <span class="identifier">boost</span><span class="special">::</span><span class="identifier">python</span><span class="special">::</span><span class="identifier">pickle_suite</span>
174   <span class="special">{</span>
175     <span class="keyword">static</span>
176     <span class="identifier">boost</span><span class="special">::</span><span class="identifier">python</span><span class="special">::</span><span class="identifier">tuple</span>
177     <span class="identifier">getinitargs</span><span class="special">(</span><span class="keyword">const</span> <span class="identifier">world</span><span class="special">&amp;</span> <span class="identifier">w</span><span class="special">)</span>
178     <span class="special">{</span>
179       <span class="comment">// ...</span>
180     <span class="special">}</span>
181
182     <span class="keyword">static</span>
183     <span class="identifier">boost</span><span class="special">::</span><span class="identifier">python</span><span class="special">::</span><span class="identifier">tuple</span>
184     <span class="identifier">getstate</span><span class="special">(</span><span class="keyword">const</span> <span class="identifier">world</span><span class="special">&amp;</span> <span class="identifier">w</span><span class="special">)</span>
185     <span class="special">{</span>
186       <span class="comment">// ...</span>
187     <span class="special">}</span>
188
189     <span class="keyword">static</span>
190     <span class="keyword">void</span>
191     <span class="identifier">setstate</span><span class="special">(</span><span class="identifier">world</span><span class="special">&amp;</span> <span class="identifier">w</span><span class="special">,</span> <span class="identifier">boost</span><span class="special">::</span><span class="identifier">python</span><span class="special">::</span><span class="identifier">tuple</span> <span class="identifier">state</span><span class="special">)</span>
192     <span class="special">{</span>
193       <span class="comment">// ...</span>
194     <span class="special">}</span>
195   <span class="special">};</span>
196 </pre>
197 <p>
198             Establishing the Python bindings for the entire suite:
199           </p>
200 <pre class="programlisting"><span class="identifier">class_</span><span class="special">&lt;</span><span class="identifier">world</span><span class="special">&gt;(</span><span class="string">"world"</span><span class="special">,</span> <span class="identifier">args</span><span class="special">&lt;</span><span class="keyword">const</span> <span class="identifier">std</span><span class="special">::</span><span class="identifier">string</span><span class="special">&amp;&gt;())</span>
201     <span class="comment">// ...</span>
202     <span class="special">.</span><span class="identifier">def_pickle</span><span class="special">(</span><span class="identifier">world_pickle_suite</span><span class="special">())</span>
203     <span class="comment">// ...</span>
204 </pre>
205 <p>
206             For simplicity, the <code class="computeroutput"><span class="identifier">__dict__</span></code>
207             is not included in the result of <code class="computeroutput"><span class="identifier">__getstate__</span></code>.
208             This is not generally recommended, but a valid approach if it is anticipated
209             that the object's <code class="computeroutput"><span class="identifier">__dict__</span></code>
210             will always be empty. Note that the safety guard described below will
211             catch the cases where this assumption is violated.
212           </p>
213 </div>
214 <div class="section">
215 <div class="titlepage"><div><div><h4 class="title">
216 <a name="topics.pickle_support.example.pickle3_cpp"></a><a class="link" href="pickle_support.html#topics.pickle_support.example.pickle3_cpp" title="pickle3.cpp">pickle3.cpp</a>
217 </h4></div></div></div>
218 <p>
219             This example is similar to pickle2.cpp. However, the object's <code class="computeroutput"><span class="identifier">__dict__</span></code> is included in the result
220             of <code class="computeroutput"><span class="identifier">__getstate__</span></code>. This
221             requires a little more code but is unavoidable if the object's <code class="computeroutput"><span class="identifier">__dict__</span></code> is not always empty.
222           </p>
223 </div>
224 </div>
225 <div class="section">
226 <div class="titlepage"><div><div><h3 class="title">
227 <a name="topics.pickle_support.pitfall_and_safety_guard"></a><a class="link" href="pickle_support.html#topics.pickle_support.pitfall_and_safety_guard" title="Pitfall and Safety Guard">Pitfall
228         and Safety Guard</a>
229 </h3></div></div></div>
230 <p>
231           The pickle protocol described above has an important pitfall that the end
232           user of a Boost.Python extension module might not be aware of:
233         </p>
234 <p>
235           <span class="bold"><strong><code class="computeroutput"><span class="identifier">__getstate__</span></code>
236           is defined and the instance's <code class="computeroutput"><span class="identifier">__dict__</span></code>
237           is not empty.</strong></span>
238         </p>
239 <p>
240           The author of a <code class="computeroutput"><span class="identifier">Boost</span><span class="special">.</span><span class="identifier">Python</span></code> extension class might provide
241           a <code class="computeroutput"><span class="identifier">__getstate__</span></code> method without
242           considering the possibilities that: * his class is used in Python as a
243           base class. Most likely the <code class="computeroutput"><span class="identifier">__dict__</span></code>
244           of instances of the derived class needs to be pickled in order to restore
245           the instances correctly. * the user adds items to the instance's <code class="computeroutput"><span class="identifier">__dict__</span></code> directly. Again, the <code class="computeroutput"><span class="identifier">__dict__</span></code> of the instance then needs to
246           be pickled.
247         </p>
248 <p>
249           To alert the user to this highly unobvious problem, a safety guard is provided.
250           If <code class="computeroutput"><span class="identifier">__getstate__</span></code> is defined
251           and the instance's <code class="computeroutput"><span class="identifier">__dict__</span></code>
252           is not empty, <code class="computeroutput"><span class="identifier">Boost</span><span class="special">.</span><span class="identifier">Python</span></code> tests if the class has an attribute
253           <code class="computeroutput"><span class="identifier">__getstate_manages_dict__</span></code>.
254           An exception is raised if this attribute is not defined:
255         </p>
256 <pre class="programlisting"><span class="identifier">RuntimeError</span><span class="special">:</span> <span class="identifier">Incomplete</span> <span class="identifier">pickle</span> <span class="identifier">support</span> <span class="special">(</span><span class="identifier">__getstate_manages_dict__</span> <span class="keyword">not</span> <span class="identifier">set</span><span class="special">)</span>
257 </pre>
258 <p>
259           To resolve this problem, it should first be established that the <code class="computeroutput"><span class="identifier">__getstate__</span></code> and <code class="computeroutput"><span class="identifier">__setstate__</span></code>
260           methods manage the instances's <code class="computeroutput"><span class="identifier">__dict__</span></code>
261           correctly. Note that this can be done either at the C++ or the Python level.
262           Finally, the safety guard should intentionally be overridden. E.g. in C++
263           (from pickle3.cpp):
264         </p>
265 <pre class="programlisting"><span class="keyword">struct</span> <span class="identifier">world_pickle_suite</span> <span class="special">:</span> <span class="identifier">boost</span><span class="special">::</span><span class="identifier">python</span><span class="special">::</span><span class="identifier">pickle_suite</span>
266 <span class="special">{</span>
267   <span class="comment">// ...</span>
268
269   <span class="keyword">static</span> <span class="keyword">bool</span> <span class="identifier">getstate_manages_dict</span><span class="special">()</span> <span class="special">{</span> <span class="keyword">return</span> <span class="keyword">true</span><span class="special">;</span> <span class="special">}</span>
270 <span class="special">};</span>
271 </pre>
272 <p>
273           Alternatively in Python:
274         </p>
275 <pre class="programlisting"><span class="identifier">import</span> <span class="identifier">your_bpl_module</span>
276 <span class="keyword">class</span> <span class="identifier">your_class</span><span class="special">(</span><span class="identifier">your_bpl_module</span><span class="special">.</span><span class="identifier">your_class</span><span class="special">):</span>
277   <span class="identifier">__getstate_manages_dict__</span> <span class="special">=</span> <span class="number">1</span>
278   <span class="identifier">def</span> <span class="identifier">__getstate__</span><span class="special">(</span><span class="identifier">self</span><span class="special">):</span>
279     <span class="preprocessor"># your</span> <span class="identifier">code</span> <span class="identifier">here</span>
280   <span class="identifier">def</span> <span class="identifier">__setstate__</span><span class="special">(</span><span class="identifier">self</span><span class="special">,</span> <span class="identifier">state</span><span class="special">):</span>
281     <span class="preprocessor"># your</span> <span class="identifier">code</span> <span class="identifier">here</span>
282 </pre>
283 </div>
284 <div class="section">
285 <div class="titlepage"><div><div><h3 class="title">
286 <a name="topics.pickle_support.practical_advice"></a><a class="link" href="pickle_support.html#topics.pickle_support.practical_advice" title="Practical Advice">Practical Advice</a>
287 </h3></div></div></div>
288 <div class="itemizedlist"><ul class="itemizedlist" style="list-style-type: disc; ">
289 <li class="listitem">
290               In <code class="computeroutput"><span class="identifier">Boost</span><span class="special">.</span><span class="identifier">Python</span></code> extension modules with many
291               extension classes, providing complete pickle support for all classes
292               would be a significant overhead. In general complete pickle support
293               should only be implemented for extension classes that will eventually
294               be pickled.
295             </li>
296 <li class="listitem">
297               Avoid using <code class="computeroutput"><span class="identifier">__getstate__</span></code>
298               if the instance can also be reconstructed by way of <code class="computeroutput"><span class="identifier">__getinitargs__</span></code>.
299               This automatically avoids the pitfall described above.
300             </li>
301 <li class="listitem">
302               If <code class="computeroutput"><span class="identifier">__getstate__</span></code> is
303               required, include the instance's <code class="computeroutput"><span class="identifier">__dict__</span></code>
304               in the Python object that is returned.
305             </li>
306 </ul></div>
307 </div>
308 <div class="section">
309 <div class="titlepage"><div><div><h3 class="title">
310 <a name="topics.pickle_support.light_weight_alternative_pickle_"></a><a class="link" href="pickle_support.html#topics.pickle_support.light_weight_alternative_pickle_" title="Light-weight alternative: pickle support implemented in Python">Light-weight
311         alternative: pickle support implemented in Python</a>
312 </h3></div></div></div>
313 <p>
314           The pickle4.cpp example demonstrates an alternative technique for implementing
315           pickle support. First we direct Boost.Python via the class_::enable_pickling()
316           member function to define only the basic attributes required for pickling:
317         </p>
318 <pre class="programlisting"><span class="identifier">class_</span><span class="special">&lt;</span><span class="identifier">world</span><span class="special">&gt;(</span><span class="string">"world"</span><span class="special">,</span> <span class="identifier">args</span><span class="special">&lt;</span><span class="keyword">const</span> <span class="identifier">std</span><span class="special">::</span><span class="identifier">string</span><span class="special">&amp;&gt;())</span>
319     <span class="comment">// ...</span>
320     <span class="special">.</span><span class="identifier">enable_pickling</span><span class="special">()</span>
321     <span class="comment">// ...</span>
322 </pre>
323 <p>
324           This enables the standard Python pickle interface as described in the Python
325           documentation. By "injecting" a <code class="computeroutput"><span class="identifier">__getinitargs__</span></code>
326           method into the definition of the wrapped class we make all instances pickleable:
327         </p>
328 <pre class="programlisting"><span class="preprocessor"># import</span> <span class="identifier">the</span> <span class="identifier">wrapped</span> <span class="identifier">world</span> <span class="keyword">class</span>
329 <span class="identifier">from</span> <span class="identifier">pickle4_ext</span> <span class="identifier">import</span> <span class="identifier">world</span>
330
331 <span class="preprocessor"># definition</span> <span class="identifier">of</span> <span class="identifier">__getinitargs__</span>
332 <span class="identifier">def</span> <span class="identifier">world_getinitargs</span><span class="special">(</span><span class="identifier">self</span><span class="special">):</span>
333   <span class="keyword">return</span> <span class="special">(</span><span class="identifier">self</span><span class="special">.</span><span class="identifier">get_country</span><span class="special">(),)</span>
334
335 <span class="preprocessor"># now</span> <span class="identifier">inject</span> <span class="identifier">__getinitargs__</span> <span class="special">(</span><span class="identifier">Python</span> <span class="identifier">is</span> <span class="identifier">a</span> <span class="identifier">dynamic</span> <span class="identifier">language</span><span class="special">!)</span>
336 <span class="identifier">world</span><span class="special">.</span><span class="identifier">__getinitargs__</span> <span class="special">=</span> <span class="identifier">world_getinitargs</span>
337 </pre>
338 <p>
339           See also the tutorial section on injecting additional methods from Python.
340         </p>
341 </div>
342 </div>
343 <table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
344 <td align="left"></td>
345 <td align="right"><div class="copyright-footer">Copyright &#169; 2002-2005, 2015 David Abrahams, Stefan Seefeld<p>
346         Distributed under the Boost Software License, Version 1.0. (See accompanying
347         file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>
348       </p>
349 </div></td>
350 </tr></table>
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