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+*************************
+The signature C extension
+*************************
+
+This module is a C extension for CPython 3.5 and up, and CPython 2.7.
+Its purpose is to provide support for the ``__signature__`` attribute
+of builtin PyCFunction objects.
+
+
+Short Introduction to the Topic
+===============================
+
+Beginning with CPython 3.5, Python functions began to grow a ``__signature__``
+attribute for normal Python functions. This is totally optional and just
+a nice-to-have feature in Python.
+
+PySide, on the other hand, could use ``__signature__`` very much, because the
+typing info for the 15000+ PySide functions is really missing, and it
+would be nice to have this info directly available.
+
+
+The Idea to Support Signatures
+==============================
+
+We want to have an additional ``__signature__`` attribute in all PySide
+methods, without changing lots of generated code.
+Therefore, we did not change any of the existing data structures,
+but supported the new attribute by a global dictionary.
+
+When the ``__signature__`` property is requested, a method is called that
+does a lookup in the global dict. This is a flexible approach with little impact
+to the rest of the project. It has very limited overhead compared to direct
+attribute access, but for the need of a signature access from time to time,
+this is an adequate compromise.
+
+
+How this Code Works
+-------------------
+
+Signatures are supported for regular Python functions, only. Creating signatures
+for ``PyCFunction`` objects would require quite some extra effort in Python.
+
+Fortunately, we found this special *stealth* technique, that saves us most of the
+needed effort:
+
+The basic idea is to create a dummy Python function with **varnames**, **defaults**
+and **annotations** properties, and then to use the inspect
+module to create a signature object. This object is returned as the computed
+result of the ``__signature__`` attribute of the real ``PyCFunction`` object.
+
+There is one thing that really changes Python a bit:
+
+* I added the ``__signature__`` attribute to every function.
+
+That is a little change to Python that does not harm, but it saves us
+tons of code, that was needed in the early versions of the module.
+
+The internal work is done in two steps:
+
+* All functions of a class get the *signature text* when the module is imported.
+ This is only a very small overhead added to the startup time. It is a single
+ string for the whole class.
+* The actual signature object is created later, when the attribute is really
+ accessed. Signatures are cached and only created on first access.
+
+Example:
+
+The ``PyCFunction`` ``QtWidgets.QApplication.palette`` is interrogated for its
+signature. That means ``pyside_sm_get___signature__()`` is called.
+It calls ``GetSignature_Function`` which returns the signature if it is found.
+
+
+Why this Code is Fast
+---------------------
+
+It costs a little time (maybe 4 seconds) to run througs every single signature
+object, since these are more than 15000 Python objects. But all the signature
+objects will be rarely accessed but in special applications.
+The normal case are only a few accesses, and these work pretty fast.
+
+The key to make this signature module fast is to avoid computation as much as
+possible. When no signature objects are used, then no time is lost in initialization.
+When it comes to signature usage, then late initialization is used and cached.
+This technique is also known as *full laziness* in haskell.
+
+There are actually two locations where late initialization occurs:
+
+* ``dict`` can be no dict but a tuple. That is the initial argument tuple that
+ was saved by ``PySide_BuildSignatureArgs`` at module load time.
+ If so, then ``pyside_type_init`` in parser.py will be called,
+ which parses the string and creates the dict.
+* ``props`` can be empty. Then ``create_signature`` in loader.py
+ is called, which uses a dummy function to produce a signature instance
+ with the inspect module.
+
+The initialization that is always done is just two dictionary writes
+per class, and we have about 1000 classes.
+To measure the additional overhead, we have simulated what happens
+when ``from PySide2 import *`` is performed.
+It turned out that the overhead is below 0.5 ms.
+
+
+The Signature Package Structure
+-------------------------------
+
+The C++ code involved with the signature module is completely in the file
+shiboken2/libshiboken/signature.cpp . All other functionality is implemented in
+the ``signature`` Python package. It has the following structure::
+
+ pyside2/PySide2/support/signature/__init__.py
+ loader.py
+ parser.py
+ mapping.py
+ typing27.py
+ backport_inspect.py
+
+Really important are the **parser**, **mapping** and **loader** modules. The rest is
+needed to create Python 2 compatibility.
+
+
+loader.py
+~~~~~~~~~
+
+This module assembles and imports the ``inspect`` module, and then exports the
+``create_signature`` function. This function takes a fake function and some
+attributes and builds a ``__signature__`` object with the inspect module.
+
+
+parser.py
+~~~~~~~~~
+
+This module takes a class signatures string from C++ and parses it into the
+needed properties for the ``create_signature`` function. Its entry point is the
+``pyside_type_init`` function, which is called from the C module via ``loader.py``.
+
+
+mapping.py
+~~~~~~~~~~
+
+The purpose of the mapping module is maintaining a list of replacement strings
+that map from the *signature text* in C to the property strings that Python
+needs. A lot of mappings are resolved by rather complex expressions in ``parser.py``,
+but a few hundred cases are better to spell explicitly, here.
+
+
+*typing27.py*
+~~~~~~~~~~~~~
+
+Python 2 has no typing module at all. This is a backport of the minimum that is needed.
+
+
+*backport_inspect.py*
+~~~~~~~~~~~~~~~~~~~~~
+
+Python 2 has an inspect module, but lacks the signature functions, completely.
+This module adds the missing functionality, which is merged at runtime into
+the inspect module.
+
+
+Multiple Arities
+----------------
+
+One aspect that was ignored so far was *multiple arities*: How to handle it when
+a function has more than one signature?
+
+I did not find any note on how multiple signatures should be treated in Python,
+but this simple rules seem to work well:
+
+* If there is a list, then it is a multi-signature.
+* Otherwise, it is a simple signature.
+
+
+Impacts of The Signature Module
+===============================
+
+The signature module has a number of impacts to other PySide modules, which were
+created as a consequence of its existence, and there will be a few more in the
+future:
+
+
+existence_test.py
+-----------------
+
+The file ``pyside2/tests/registry/existence_test.py`` was written using the
+signatures from the signatures module. The idea is that there are some 15000
+functions with a certain signature.
+
+These functions should not get lost by some bad check-in. Therefore, a list
+of all existing signatures is kept as a module that assembles a
+dictionary. The function existence is checked, and also the exact arity.
+
+This module exists for every PySide release and every platform. The initial
+module is generated once and saved as ``exists_{plat}_{version}.py``.
+
+An error is normally only reported as a warning, but:
+
+
+Interaction With The Coin Module
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+When this test program is run in COIN, then the warnings are turned into
+errors. The reason is that only in COIN, we have a stable configuration
+of PySide modules that can reliably be compared.
+
+These modules have the name ``exists_{plat}_{version}_ci.py``, and as a big
+exception for generated code, these files are *intentionally* checked in.
+
+
+What Happens When a List is Missing?
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+When a new version of PySide gets created, then the existence test files
+initially do not exist.
+
+When a COIN test is run, then it will complain about the error and create
+the missing module on standard output.
+But since COIN tests are run multiple times, the output that was generated
+by the first test will still exist at the subsequent runs.
+(If COIN was properly implemented, we could not take that advantage and
+would need to implement that as an extra exception.)
+
+As a result, a missing module will be reported as a test which partially
+succeeded (called "FLAKY"). To avoid further flaky tests and to activate as a real test,
+we can now capture the error output of COIN and check the generated module
+in.
+
+
+init_platform.py
+~~~~~~~~~~~~~~~~
+
+For generating the ``exists_{plat}_{version}.py`` modules, the module
+``pyside2/tests/registry/init_platform.py`` was written. It can be used
+standalone from the commandline, to check the compatibility of some
+changes, directly.
+
+
+generate_pyi.py
+---------------
+
+``pyside2/PySide2/support/generate_pyi.py`` is still under development.
+This module generates so-called hinting stubs for integration of PySide
+with diverse *Python IDEs*.
+
+Although this module creates the stubs as an add-on, the
+impact on the quality of the signature module is considerable:
+
+The module must create syntactically correct ``.pyi`` files which contain
+not only signatures but also constants and enums of all PySide modules.
+This serves as an extra challenge that has a very positive effect on
+the completeness and correctness of signatures.
+
+
+Future Extension
+----------------
+
+Before the signature module was written, there already existed the concept of
+signatures, but in a more C++ - centric way. From that time, there still exist
+the error messages, which are created when a function gets wrong argument types.
+
+These error messages should be replaced by text generated on demand by
+the signature module, in order to be more consistent and correct.
+
+Additionally, the ``__doc__`` attribute of PySide methods is not set, yet.
+It would be easy to get a nice ``help()`` feature by creating signatures
+as default content for docstrings.
+
+
+Literature
+==========
+
+ `PEP 362 – Function Signature Object <https://www.python.org/dev/peps/pep-0362/>`__
+
+ `PEP 484 – Type Hints <https://www.python.org/dev/peps/pep-0484/>`__
+
+ `PEP 3107 – Function Annotations <https://www.python.org/dev/peps/pep-3107/>`__
+
+
+*Personal Remark: This module is dedicated to our lovebird "Püppi", who died on 2017-09-15.*