|
| 1 | +.. highlight:: c |
| 2 | + :linenothreshold: 10 |
| 3 | + |
| 4 | +.. toctree:: |
| 5 | + :maxdepth: 2 |
| 6 | + |
| 7 | +==================================== |
| 8 | +Pickling and C Extensions |
| 9 | +==================================== |
| 10 | + |
| 11 | +If you need to provide support for pickling your specialised types from your C extension then you need to implement some special functions. |
| 12 | + |
| 13 | +This example shows you how to provided pickle support for for the ``custom2`` type described in the C extension tutorial in the |
| 14 | +`Python documentation <https://docs.python.org/3/extending/newtypes_tutorial.html#adding-data-and-methods-to-the-basic-example>`_. |
| 15 | + |
| 16 | +Pickle Version Control |
| 17 | +------------------------------- |
| 18 | + |
| 19 | +Since the whole point of ``pickle`` is persistence then pickled objects can hang around in databases, file systems, data from the `shelve <https://docs.python.org/3/library/shelve.html#module-shelve>`_ module and whatnot for a long time. |
| 20 | +It is entirely possible that when un-pickled, sometime in the future, that your C extension has moved on and then things become awkward. |
| 21 | + |
| 22 | +It is *strongly* recommended that you add some form of version control to your pickled objects. |
| 23 | +In this example I just have a single integer version number which I write to the pickled object. |
| 24 | +If the number does not match on unpickling then I raise an exception. |
| 25 | +When I change the type API I would, judiciously, change this version number. |
| 26 | + |
| 27 | +Clearly more sophisticated strategies are possible by supporting older versions of the pickled object in some way but this will do for now. |
| 28 | + |
| 29 | +We add some simple pickle version information to the C extension: |
| 30 | + |
| 31 | +.. code-block:: c |
| 32 | +
|
| 33 | +
|
| 34 | + static const char* PICKLE_VERSION_KEY = "_pickle_version"; |
| 35 | + static int PICKLE_VERSION = 1; |
| 36 | +
|
| 37 | +Now we can implement ``__getstate__`` and ``__setstate__``, think of these as symmetric operations. First ``__getstate__``. |
| 38 | + |
| 39 | +Implementing ``__getstate__`` |
| 40 | +--------------------------------- |
| 41 | + |
| 42 | +``__getstate__`` pickles the object. |
| 43 | +``__getstate__`` is expected to return a dictionary of the internal state of the ``Custom`` object. |
| 44 | +Note that a ``Custom`` object has two Python objects (``first`` and ``last``) and a C integer (``number``) that need to be converted to a Python object. |
| 45 | +We also need to add the version information. |
| 46 | + |
| 47 | +Her is the C implementation: |
| 48 | + |
| 49 | +.. code-block:: c |
| 50 | +
|
| 51 | + /* Pickle the object */ |
| 52 | + static PyObject * |
| 53 | + Custom___getstate__(CustomObject *self, PyObject *Py_UNUSED(ignored)) { |
| 54 | + PyObject *ret = Py_BuildValue("{sOsOsisi}", |
| 55 | + "first", self->first, |
| 56 | + "last", self->last, |
| 57 | + "number", self->number, |
| 58 | + PICKLE_VERSION_KEY, PICKLE_VERSION); |
| 59 | + return ret; |
| 60 | + } |
| 61 | +
|
| 62 | +Implementing ``__setstate__`` |
| 63 | +--------------------------------- |
| 64 | + |
| 65 | +The implementation of ``__setstate__`` un-pickles the object. |
| 66 | +This is a little more complicated as there is quite a lot of error checking going on. |
| 67 | +We are being passed an arbitrary Python object and need to check: |
| 68 | + |
| 69 | +* It is a Python dictionary. |
| 70 | +* It has a version key and the version value is one that we can deal with. |
| 71 | +* It has the required keys and values to populate our ``Custom`` object. |
| 72 | + |
| 73 | +Note that our ``__new__`` method (``Custom_new()``) has already been called on ``self``. |
| 74 | +Before setting any member value we need to de-allocate the existing value set by ``Custom_new()`` otherwise we will have a memory leak. |
| 75 | + |
| 76 | +.. code-block:: c |
| 77 | +
|
| 78 | + /* Un-pickle the object */ |
| 79 | + static PyObject * |
| 80 | + Custom___setstate__(CustomObject *self, PyObject *state) { |
| 81 | + /* Error check. */ |
| 82 | + if (!PyDict_CheckExact(state)) { |
| 83 | + PyErr_SetString(PyExc_ValueError, "Pickled object is not a dict."); |
| 84 | + return NULL; |
| 85 | + } |
| 86 | + /* Version check. */ |
| 87 | + /* Borrowed reference but no need to increment as we create a C long |
| 88 | + * from it. */ |
| 89 | + PyObject *temp = PyDict_GetItemString(state, PICKLE_VERSION_KEY); |
| 90 | + if (temp == NULL) { |
| 91 | + /* PyDict_GetItemString does not set any error state so we have to. */ |
| 92 | + PyErr_Format(PyExc_KeyError, "No \"%s\" in pickled dict.", |
| 93 | + PICKLE_VERSION_KEY); |
| 94 | + return NULL; |
| 95 | + } |
| 96 | + int pickle_version = (int) PyLong_AsLong(temp); |
| 97 | + if (pickle_version != PICKLE_VERSION) { |
| 98 | + PyErr_Format(PyExc_ValueError, |
| 99 | + "Pickle version mismatch. Got version %d but expected version %d.", |
| 100 | + pickle_version, PICKLE_VERSION); |
| 101 | + return NULL; |
| 102 | + } |
| 103 | + /* NOTE: Custom_new() will have been invoked so self->first and self->last |
| 104 | + * will have been allocated so we have to de-allocate them. */ |
| 105 | + Py_DECREF(self->first); |
| 106 | + self->first = PyDict_GetItemString(state, "first"); /* Borrowed reference. */ |
| 107 | + if (self->first == NULL) { |
| 108 | + /* PyDict_GetItemString does not set any error state so we have to. */ |
| 109 | + PyErr_SetString(PyExc_KeyError, "No \"first\" in pickled dict."); |
| 110 | + return NULL; |
| 111 | + } |
| 112 | + /* Increment the borrowed reference for our instance of it. */ |
| 113 | + Py_INCREF(self->first); |
| 114 | +
|
| 115 | + /* Similar to self->first above. */ |
| 116 | + Py_DECREF(self->last); |
| 117 | + self->last = PyDict_GetItemString(state, "last"); /* Borrowed reference. */ |
| 118 | + if (self->last == NULL) { |
| 119 | + /* PyDict_GetItemString does not set any error state so we have to. */ |
| 120 | + PyErr_SetString(PyExc_KeyError, "No \"last\" in pickled dict."); |
| 121 | + return NULL; |
| 122 | + } |
| 123 | + Py_INCREF(self->last); |
| 124 | +
|
| 125 | + /* Borrowed reference but no need to incref as we create a C long from it. */ |
| 126 | + PyObject *number = PyDict_GetItemString(state, "number"); |
| 127 | + if (number == NULL) { |
| 128 | + /* PyDict_GetItemString does not set any error state so we have to. */ |
| 129 | + PyErr_SetString(PyExc_KeyError, "No \"number\" in pickled dict."); |
| 130 | + return NULL; |
| 131 | + } |
| 132 | + self->number = (int) PyLong_AsLong(number); |
| 133 | +
|
| 134 | + Py_RETURN_NONE; |
| 135 | + } |
| 136 | +
|
| 137 | +Add the Special Methods |
| 138 | +--------------------------------- |
| 139 | + |
| 140 | +Now we need to add these two special methods to the methods table which now looks like this: |
| 141 | + |
| 142 | +.. code-block:: c |
| 143 | +
|
| 144 | + static PyMethodDef Custom_methods[] = { |
| 145 | + {"name", (PyCFunction) Custom_name, METH_NOARGS, |
| 146 | + "Return the name, combining the first and last name" |
| 147 | + }, |
| 148 | + {"__getstate__", (PyCFunction) Custom___getstate__, METH_NOARGS, |
| 149 | + "Pickle the Custom object" |
| 150 | + }, |
| 151 | + {"__setstate__", (PyCFunction) Custom___setstate__, METH_O, |
| 152 | + "Un-pickle the Custom object" |
| 153 | + }, |
| 154 | + {NULL} /* Sentinel */ |
| 155 | + }; |
| 156 | +
|
| 157 | +Example of Using ``custom2.Custom`` |
| 158 | +------------------------------------- |
| 159 | + |
| 160 | +We can test this with code like this that pickles one object then creates another object from that pickle. |
| 161 | +Here is some Python code that exercises our module: |
| 162 | + |
| 163 | +.. code-block:: python |
| 164 | +
|
| 165 | + import pickle |
| 166 | +
|
| 167 | + import custom2 |
| 168 | +
|
| 169 | + original = custom2.Custom('FIRST', 'LAST', 11) |
| 170 | + print( |
| 171 | + f'original is {original} @ 0x{id(original):x} first: {original.first} last: {original.last}' |
| 172 | + ' number: {original.number} name: {original.name()}' |
| 173 | + ) |
| 174 | + pickled_value = pickle.dumps(original) |
| 175 | + print(f'Pickled original is {pickled_value}') |
| 176 | + result = pickle.loads(pickled_value) |
| 177 | + print( |
| 178 | + f'result is {result} @ 0x{id(result):x} first: {result.first} last: {result.last}' |
| 179 | + ' number: {result.number} name: {result.name()}' |
| 180 | + ) |
| 181 | +
|
| 182 | +
|
| 183 | +.. code-block:: sh |
| 184 | +
|
| 185 | + $ python main.py |
| 186 | + original is <custom2.Custom object at 0x102b00810> @ 0x102b00810 first: FIRST last: LAST number: 11 name: FIRST LAST |
| 187 | + Pickled original is b'\x80\x04\x95[\x00\x00\x00\x00\x00\x00\x00\x8c\x07custom2\x94\x8c\x06Custom\x94\x93\x94)\x81\x94}\x94(\x8c\x05first\x94\x8c\x05FIRST\x94\x8c\x04last\x94\x8c\x04LAST\x94\x8c\x06number\x94K\x0b\x8c\x0f_pickle_version\x94K\x01ub.' |
| 188 | + result is <custom2.Custom object at 0x102a3f510> @ 0x102a3f510 first: FIRST last: LAST number: 11 name: FIRST LAST |
| 189 | +
|
| 190 | +So we have pickled one object and recreated a different, but equivalent, instance from that object. |
| 191 | + |
| 192 | +Pickling Objects with External State |
| 193 | +----------------------------------------- |
| 194 | + |
| 195 | +This is just a simple example, if your object relies on external state such as open files, databases and the like you need to be careful, and knowledgeable about your state management. |
| 196 | + |
| 197 | +References |
| 198 | +----------------------- |
| 199 | + |
| 200 | +* Python API documentation for `__setstate__ <https://docs.python.org/3/library/pickle.html#object.__setstate__>`_ |
| 201 | +* Python API documentation for `__getstate__ <https://docs.python.org/3/library/pickle.html#object.__getstate__>`_ |
| 202 | +* Useful documentation for `Handling Stateful Objects <https://docs.python.org/3/library/pickle.html#pickle-state>`_ |
| 203 | +* Python `pickle module <https://docs.python.org/3/library/pickle.html>`_ |
| 204 | +* Python `shelve module <https://docs.python.org/3/library/shelve.html>`_ |
| 205 | + |
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