| | |
| | """ |
| | ===================== |
| | 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 |
| |
|
| | try: |
| | reload |
| | except NameError: |
| | from imp import reload |
| |
|
| | try: |
| | import hashlib |
| | except ImportError: |
| | import md5 as 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 |
| |
|
| |
|
| | 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_true', default=False, |
| | help="Produce a colorized HTML version of the source." |
| | ) |
| | @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.md5(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) |
| |
|
| | try: |
| | self._build_extension(extension, lib_dir, pgo_step_name='use' if args.pgo else None, |
| | quiet=args.quiet) |
| | except distutils.errors.CompileError: |
| | |
| | return None |
| |
|
| | 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, |
| | ) |
| | if args.language_level is not None: |
| | assert args.language_level in (2, 3) |
| | opts['language_level'] = args.language_level |
| | elif sys.version_info[0] >= 3: |
| | opts['language_level'] = 3 |
| | 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__), |
| | ) |
| |
|