|
|
| """
|
| =====================
|
| Cython related magics
|
| =====================
|
|
|
| Magic command interface for interactive work with Cython
|
|
|
| .. note::
|
|
|
| The ``Cython`` package needs to be installed separately. It
|
| can be obtained using ``easy_install`` or ``pip``.
|
|
|
| Usage
|
| =====
|
|
|
| To enable the magics below, execute ``%load_ext cython``.
|
|
|
| ``%%cython``
|
|
|
| {CYTHON_DOC}
|
|
|
| ``%%cython_inline``
|
|
|
| {CYTHON_INLINE_DOC}
|
|
|
| ``%%cython_pyximport``
|
|
|
| {CYTHON_PYXIMPORT_DOC}
|
|
|
| Author:
|
| * Brian Granger
|
|
|
| Code moved from IPython and adapted by:
|
| * Martín Gaitán
|
|
|
| Parts of this code were taken from Cython.inline.
|
| """
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| from __future__ import absolute_import, print_function
|
|
|
| import io
|
| import os
|
| import re
|
| import sys
|
| import time
|
| import copy
|
| import distutils.log
|
| import textwrap
|
|
|
| IO_ENCODING = sys.getfilesystemencoding()
|
| IS_PY2 = sys.version_info[0] < 3
|
|
|
| import hashlib
|
| from distutils.core import Distribution, Extension
|
| from distutils.command.build_ext import build_ext
|
|
|
| from IPython.core import display
|
| from IPython.core import magic_arguments
|
| from IPython.core.magic import Magics, magics_class, cell_magic
|
| try:
|
| from IPython.paths import get_ipython_cache_dir
|
| except ImportError:
|
|
|
| from IPython.utils.path import get_ipython_cache_dir
|
| from IPython.utils.text import dedent
|
|
|
| from ..Shadow import __version__ as cython_version
|
| from ..Compiler.Errors import CompileError
|
| from .Inline import cython_inline, load_dynamic
|
| from .Dependencies import cythonize
|
| from ..Utils import captured_fd, print_captured
|
|
|
|
|
| PGO_CONFIG = {
|
| 'gcc': {
|
| 'gen': ['-fprofile-generate', '-fprofile-dir={TEMPDIR}'],
|
| 'use': ['-fprofile-use', '-fprofile-correction', '-fprofile-dir={TEMPDIR}'],
|
| },
|
|
|
| 'icc': {
|
| 'gen': ['-prof-gen'],
|
| 'use': ['-prof-use'],
|
| }
|
| }
|
| PGO_CONFIG['mingw32'] = PGO_CONFIG['gcc']
|
|
|
|
|
| if IS_PY2:
|
| def encode_fs(name):
|
| return name if isinstance(name, bytes) else name.encode(IO_ENCODING)
|
| else:
|
| def encode_fs(name):
|
| return name
|
|
|
|
|
| @magics_class
|
| class CythonMagics(Magics):
|
|
|
| def __init__(self, shell):
|
| super(CythonMagics, self).__init__(shell)
|
| self._reloads = {}
|
| self._code_cache = {}
|
| self._pyximport_installed = False
|
|
|
| def _import_all(self, module):
|
| mdict = module.__dict__
|
| if '__all__' in mdict:
|
| keys = mdict['__all__']
|
| else:
|
| keys = [k for k in mdict if not k.startswith('_')]
|
|
|
| for k in keys:
|
| try:
|
| self.shell.push({k: mdict[k]})
|
| except KeyError:
|
| msg = "'module' object has no attribute '%s'" % k
|
| raise AttributeError(msg)
|
|
|
| @cell_magic
|
| def cython_inline(self, line, cell):
|
| """Compile and run a Cython code cell using Cython.inline.
|
|
|
| This magic simply passes the body of the cell to Cython.inline
|
| and returns the result. If the variables `a` and `b` are defined
|
| in the user's namespace, here is a simple example that returns
|
| their sum::
|
|
|
| %%cython_inline
|
| return a+b
|
|
|
| For most purposes, we recommend the usage of the `%%cython` magic.
|
| """
|
| locs = self.shell.user_global_ns
|
| globs = self.shell.user_ns
|
| return cython_inline(cell, locals=locs, globals=globs)
|
|
|
| @cell_magic
|
| def cython_pyximport(self, line, cell):
|
| """Compile and import a Cython code cell using pyximport.
|
|
|
| The contents of the cell are written to a `.pyx` file in the current
|
| working directory, which is then imported using `pyximport`. This
|
| magic requires a module name to be passed::
|
|
|
| %%cython_pyximport modulename
|
| def f(x):
|
| return 2.0*x
|
|
|
| The compiled module is then imported and all of its symbols are
|
| injected into the user's namespace. For most purposes, we recommend
|
| the usage of the `%%cython` magic.
|
| """
|
| module_name = line.strip()
|
| if not module_name:
|
| raise ValueError('module name must be given')
|
| fname = module_name + '.pyx'
|
| with io.open(fname, 'w', encoding='utf-8') as f:
|
| f.write(cell)
|
| if 'pyximport' not in sys.modules or not self._pyximport_installed:
|
| import pyximport
|
| pyximport.install()
|
| self._pyximport_installed = True
|
| if module_name in self._reloads:
|
| module = self._reloads[module_name]
|
|
|
|
|
|
|
|
|
|
|
| else:
|
| __import__(module_name)
|
| module = sys.modules[module_name]
|
| self._reloads[module_name] = module
|
| self._import_all(module)
|
|
|
| @magic_arguments.magic_arguments()
|
| @magic_arguments.argument(
|
| '-a', '--annotate', action='store_const', const='default', dest='annotate',
|
| help="Produce a colorized HTML version of the source."
|
| )
|
| @magic_arguments.argument(
|
| '--annotate-fullc', action='store_const', const='fullc', dest='annotate',
|
| help="Produce a colorized HTML version of the source "
|
| "which includes entire generated C/C++-code."
|
| )
|
| @magic_arguments.argument(
|
| '-+', '--cplus', action='store_true', default=False,
|
| help="Output a C++ rather than C file."
|
| )
|
| @magic_arguments.argument(
|
| '-3', dest='language_level', action='store_const', const=3, default=None,
|
| help="Select Python 3 syntax."
|
| )
|
| @magic_arguments.argument(
|
| '-2', dest='language_level', action='store_const', const=2, default=None,
|
| help="Select Python 2 syntax."
|
| )
|
| @magic_arguments.argument(
|
| '-f', '--force', action='store_true', default=False,
|
| help="Force the compilation of a new module, even if the source has been "
|
| "previously compiled."
|
| )
|
| @magic_arguments.argument(
|
| '-c', '--compile-args', action='append', default=[],
|
| help="Extra flags to pass to compiler via the `extra_compile_args` "
|
| "Extension flag (can be specified multiple times)."
|
| )
|
| @magic_arguments.argument(
|
| '--link-args', action='append', default=[],
|
| help="Extra flags to pass to linker via the `extra_link_args` "
|
| "Extension flag (can be specified multiple times)."
|
| )
|
| @magic_arguments.argument(
|
| '-l', '--lib', action='append', default=[],
|
| help="Add a library to link the extension against (can be specified "
|
| "multiple times)."
|
| )
|
| @magic_arguments.argument(
|
| '-n', '--name',
|
| help="Specify a name for the Cython module."
|
| )
|
| @magic_arguments.argument(
|
| '-L', dest='library_dirs', metavar='dir', action='append', default=[],
|
| help="Add a path to the list of library directories (can be specified "
|
| "multiple times)."
|
| )
|
| @magic_arguments.argument(
|
| '-I', '--include', action='append', default=[],
|
| help="Add a path to the list of include directories (can be specified "
|
| "multiple times)."
|
| )
|
| @magic_arguments.argument(
|
| '-S', '--src', action='append', default=[],
|
| help="Add a path to the list of src files (can be specified "
|
| "multiple times)."
|
| )
|
| @magic_arguments.argument(
|
| '--pgo', dest='pgo', action='store_true', default=False,
|
| help=("Enable profile guided optimisation in the C compiler. "
|
| "Compiles the cell twice and executes it in between to generate a runtime profile.")
|
| )
|
| @magic_arguments.argument(
|
| '--verbose', dest='quiet', action='store_false', default=True,
|
| help=("Print debug information like generated .c/.cpp file location "
|
| "and exact gcc/g++ command invoked.")
|
| )
|
| @cell_magic
|
| def cython(self, line, cell):
|
| """Compile and import everything from a Cython code cell.
|
|
|
| The contents of the cell are written to a `.pyx` file in the
|
| directory `IPYTHONDIR/cython` using a filename with the hash of the
|
| code. This file is then cythonized and compiled. The resulting module
|
| is imported and all of its symbols are injected into the user's
|
| namespace. The usage is similar to that of `%%cython_pyximport` but
|
| you don't have to pass a module name::
|
|
|
| %%cython
|
| def f(x):
|
| return 2.0*x
|
|
|
| To compile OpenMP codes, pass the required `--compile-args`
|
| and `--link-args`. For example with gcc::
|
|
|
| %%cython --compile-args=-fopenmp --link-args=-fopenmp
|
| ...
|
|
|
| To enable profile guided optimisation, pass the ``--pgo`` option.
|
| Note that the cell itself needs to take care of establishing a suitable
|
| profile when executed. This can be done by implementing the functions to
|
| optimise, and then calling them directly in the same cell on some realistic
|
| training data like this::
|
|
|
| %%cython --pgo
|
| def critical_function(data):
|
| for item in data:
|
| ...
|
|
|
| # execute function several times to build profile
|
| from somewhere import some_typical_data
|
| for _ in range(100):
|
| critical_function(some_typical_data)
|
|
|
| In Python 3.5 and later, you can distinguish between the profile and
|
| non-profile runs as follows::
|
|
|
| if "_pgo_" in __name__:
|
| ... # execute critical code here
|
| """
|
| args = magic_arguments.parse_argstring(self.cython, line)
|
| code = cell if cell.endswith('\n') else cell + '\n'
|
| lib_dir = os.path.join(get_ipython_cache_dir(), 'cython')
|
| key = (code, line, sys.version_info, sys.executable, cython_version)
|
|
|
| if not os.path.exists(lib_dir):
|
| os.makedirs(lib_dir)
|
|
|
| if args.pgo:
|
| key += ('pgo',)
|
| if args.force:
|
|
|
|
|
| key += (time.time(),)
|
|
|
| if args.name:
|
| module_name = str(args.name)
|
| else:
|
| module_name = "_cython_magic_" + hashlib.sha1(str(key).encode('utf-8')).hexdigest()
|
| html_file = os.path.join(lib_dir, module_name + '.html')
|
| module_path = os.path.join(lib_dir, module_name + self.so_ext)
|
|
|
| have_module = os.path.isfile(module_path)
|
| need_cythonize = args.pgo or not have_module
|
|
|
| if args.annotate:
|
| if not os.path.isfile(html_file):
|
| need_cythonize = True
|
|
|
| extension = None
|
| if need_cythonize:
|
| extensions = self._cythonize(module_name, code, lib_dir, args, quiet=args.quiet)
|
| if extensions is None:
|
|
|
| return None
|
| assert len(extensions) == 1
|
| extension = extensions[0]
|
| self._code_cache[key] = module_name
|
|
|
| if args.pgo:
|
| self._profile_pgo_wrapper(extension, lib_dir)
|
|
|
| def print_compiler_output(stdout, stderr, where):
|
|
|
| print_captured(stdout, where, u"Content of stdout:\n")
|
| print_captured(stderr, where, u"Content of stderr:\n")
|
|
|
| get_stderr = get_stdout = None
|
| try:
|
| with captured_fd(1) as get_stdout:
|
| with captured_fd(2) as get_stderr:
|
| self._build_extension(
|
| extension, lib_dir, pgo_step_name='use' if args.pgo else None, quiet=args.quiet)
|
| except (distutils.errors.CompileError, distutils.errors.LinkError):
|
|
|
| print_compiler_output(get_stdout(), get_stderr(), sys.stderr)
|
| return None
|
|
|
|
|
| print_compiler_output(get_stdout(), get_stderr(), sys.stdout)
|
|
|
| module = load_dynamic(module_name, module_path)
|
| self._import_all(module)
|
|
|
| if args.annotate:
|
| try:
|
| with io.open(html_file, encoding='utf-8') as f:
|
| annotated_html = f.read()
|
| except IOError as e:
|
|
|
|
|
|
|
|
|
| print('Cython completed successfully but the annotated '
|
| 'source could not be read.', file=sys.stderr)
|
| print(e, file=sys.stderr)
|
| else:
|
| return display.HTML(self.clean_annotated_html(annotated_html))
|
|
|
| def _profile_pgo_wrapper(self, extension, lib_dir):
|
| """
|
| Generate a .c file for a separate extension module that calls the
|
| module init function of the original module. This makes sure that the
|
| PGO profiler sees the correct .o file of the final module, but it still
|
| allows us to import the module under a different name for profiling,
|
| before recompiling it into the PGO optimised module. Overwriting and
|
| reimporting the same shared library is not portable.
|
| """
|
| extension = copy.copy(extension)
|
| module_name = extension.name
|
| pgo_module_name = '_pgo_' + module_name
|
| pgo_wrapper_c_file = os.path.join(lib_dir, pgo_module_name + '.c')
|
| with io.open(pgo_wrapper_c_file, 'w', encoding='utf-8') as f:
|
| f.write(textwrap.dedent(u"""
|
| #include "Python.h"
|
| #if PY_MAJOR_VERSION < 3
|
| extern PyMODINIT_FUNC init%(module_name)s(void);
|
| PyMODINIT_FUNC init%(pgo_module_name)s(void); /*proto*/
|
| PyMODINIT_FUNC init%(pgo_module_name)s(void) {
|
| PyObject *sys_modules;
|
| init%(module_name)s(); if (PyErr_Occurred()) return;
|
| sys_modules = PyImport_GetModuleDict(); /* borrowed, no exception, "never" fails */
|
| if (sys_modules) {
|
| PyObject *module = PyDict_GetItemString(sys_modules, "%(module_name)s"); if (!module) return;
|
| PyDict_SetItemString(sys_modules, "%(pgo_module_name)s", module);
|
| Py_DECREF(module);
|
| }
|
| }
|
| #else
|
| extern PyMODINIT_FUNC PyInit_%(module_name)s(void);
|
| PyMODINIT_FUNC PyInit_%(pgo_module_name)s(void); /*proto*/
|
| PyMODINIT_FUNC PyInit_%(pgo_module_name)s(void) {
|
| return PyInit_%(module_name)s();
|
| }
|
| #endif
|
| """ % {'module_name': module_name, 'pgo_module_name': pgo_module_name}))
|
|
|
| extension.sources = extension.sources + [pgo_wrapper_c_file]
|
| extension.name = pgo_module_name
|
|
|
| self._build_extension(extension, lib_dir, pgo_step_name='gen')
|
|
|
|
|
| so_module_path = os.path.join(lib_dir, pgo_module_name + self.so_ext)
|
| load_dynamic(pgo_module_name, so_module_path)
|
|
|
| def _cythonize(self, module_name, code, lib_dir, args, quiet=True):
|
| pyx_file = os.path.join(lib_dir, module_name + '.pyx')
|
| pyx_file = encode_fs(pyx_file)
|
|
|
| c_include_dirs = args.include
|
| c_src_files = list(map(str, args.src))
|
| if 'numpy' in code:
|
| import numpy
|
| c_include_dirs.append(numpy.get_include())
|
| with io.open(pyx_file, 'w', encoding='utf-8') as f:
|
| f.write(code)
|
| extension = Extension(
|
| name=module_name,
|
| sources=[pyx_file] + c_src_files,
|
| include_dirs=c_include_dirs,
|
| library_dirs=args.library_dirs,
|
| extra_compile_args=args.compile_args,
|
| extra_link_args=args.link_args,
|
| libraries=args.lib,
|
| language='c++' if args.cplus else 'c',
|
| )
|
| try:
|
| opts = dict(
|
| quiet=quiet,
|
| annotate=args.annotate,
|
| force=True,
|
| language_level=min(3, sys.version_info[0]),
|
| )
|
| if args.language_level is not None:
|
| assert args.language_level in (2, 3)
|
| opts['language_level'] = args.language_level
|
| return cythonize([extension], **opts)
|
| except CompileError:
|
| return None
|
|
|
| def _build_extension(self, extension, lib_dir, temp_dir=None, pgo_step_name=None, quiet=True):
|
| build_extension = self._get_build_extension(
|
| extension, lib_dir=lib_dir, temp_dir=temp_dir, pgo_step_name=pgo_step_name)
|
| old_threshold = None
|
| try:
|
| if not quiet:
|
| old_threshold = distutils.log.set_threshold(distutils.log.DEBUG)
|
| build_extension.run()
|
| finally:
|
| if not quiet and old_threshold is not None:
|
| distutils.log.set_threshold(old_threshold)
|
|
|
| def _add_pgo_flags(self, build_extension, step_name, temp_dir):
|
| compiler_type = build_extension.compiler.compiler_type
|
| if compiler_type == 'unix':
|
| compiler_cmd = build_extension.compiler.compiler_so
|
|
|
| if not compiler_cmd:
|
| pass
|
| elif 'clang' in compiler_cmd or 'clang' in compiler_cmd[0]:
|
| compiler_type = 'clang'
|
| elif 'icc' in compiler_cmd or 'icc' in compiler_cmd[0]:
|
| compiler_type = 'icc'
|
| elif 'gcc' in compiler_cmd or 'gcc' in compiler_cmd[0]:
|
| compiler_type = 'gcc'
|
| elif 'g++' in compiler_cmd or 'g++' in compiler_cmd[0]:
|
| compiler_type = 'gcc'
|
| config = PGO_CONFIG.get(compiler_type)
|
| orig_flags = []
|
| if config and step_name in config:
|
| flags = [f.format(TEMPDIR=temp_dir) for f in config[step_name]]
|
| for extension in build_extension.extensions:
|
| orig_flags.append((extension.extra_compile_args, extension.extra_link_args))
|
| extension.extra_compile_args = extension.extra_compile_args + flags
|
| extension.extra_link_args = extension.extra_link_args + flags
|
| else:
|
| print("No PGO %s configuration known for C compiler type '%s'" % (step_name, compiler_type),
|
| file=sys.stderr)
|
| return orig_flags
|
|
|
| @property
|
| def so_ext(self):
|
| """The extension suffix for compiled modules."""
|
| try:
|
| return self._so_ext
|
| except AttributeError:
|
| self._so_ext = self._get_build_extension().get_ext_filename('')
|
| return self._so_ext
|
|
|
| def _clear_distutils_mkpath_cache(self):
|
| """clear distutils mkpath cache
|
|
|
| prevents distutils from skipping re-creation of dirs that have been removed
|
| """
|
| try:
|
| from distutils.dir_util import _path_created
|
| except ImportError:
|
| pass
|
| else:
|
| _path_created.clear()
|
|
|
| def _get_build_extension(self, extension=None, lib_dir=None, temp_dir=None,
|
| pgo_step_name=None, _build_ext=build_ext):
|
| self._clear_distutils_mkpath_cache()
|
| dist = Distribution()
|
| config_files = dist.find_config_files()
|
| try:
|
| config_files.remove('setup.cfg')
|
| except ValueError:
|
| pass
|
| dist.parse_config_files(config_files)
|
|
|
| if not temp_dir:
|
| temp_dir = lib_dir
|
| add_pgo_flags = self._add_pgo_flags
|
|
|
| if pgo_step_name:
|
| base_build_ext = _build_ext
|
| class _build_ext(_build_ext):
|
| def build_extensions(self):
|
| add_pgo_flags(self, pgo_step_name, temp_dir)
|
| base_build_ext.build_extensions(self)
|
|
|
| build_extension = _build_ext(dist)
|
| build_extension.finalize_options()
|
| if temp_dir:
|
| temp_dir = encode_fs(temp_dir)
|
| build_extension.build_temp = temp_dir
|
| if lib_dir:
|
| lib_dir = encode_fs(lib_dir)
|
| build_extension.build_lib = lib_dir
|
| if extension is not None:
|
| build_extension.extensions = [extension]
|
| return build_extension
|
|
|
| @staticmethod
|
| def clean_annotated_html(html):
|
| """Clean up the annotated HTML source.
|
|
|
| Strips the link to the generated C or C++ file, which we do not
|
| present to the user.
|
| """
|
| r = re.compile('<p>Raw output: <a href="(.*)">(.*)</a>')
|
| html = '\n'.join(l for l in html.splitlines() if not r.match(l))
|
| return html
|
|
|
| __doc__ = __doc__.format(
|
|
|
|
|
| CYTHON_DOC=dedent(CythonMagics.cython.__doc__\
|
| .replace('-+, --cplus', '--cplus ')),
|
| CYTHON_INLINE_DOC=dedent(CythonMagics.cython_inline.__doc__),
|
| CYTHON_PYXIMPORT_DOC=dedent(CythonMagics.cython_pyximport.__doc__),
|
| )
|
|
|