807 lines
		
	
	
		
			27 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
		
		
			
		
	
	
			807 lines
		
	
	
		
			27 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
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								import functools
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								import importlib
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								import inspect
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								import pkgutil
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								import subprocess
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								import sys
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								import sysconfig
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								import types
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								import warnings
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								import pytest
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								import numpy
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								import numpy as np
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								from numpy.testing import IS_WASM
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								try:
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								    import ctypes
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								except ImportError:
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								    ctypes = None
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								def check_dir(module, module_name=None):
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								    """Returns a mapping of all objects with the wrong __module__ attribute."""
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								    if module_name is None:
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								        module_name = module.__name__
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								    results = {}
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								    for name in dir(module):
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								        if name == "core":
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								            continue
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								        item = getattr(module, name)
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								        if (hasattr(item, '__module__') and hasattr(item, '__name__')
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								                and item.__module__ != module_name):
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								            results[name] = item.__module__ + '.' + item.__name__
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								    return results
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								def test_numpy_namespace():
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								    # We override dir to not show these members
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								    allowlist = {
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								        'recarray': 'numpy.rec.recarray',
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								    }
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								    bad_results = check_dir(np)
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								    # pytest gives better error messages with the builtin assert than with
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								    # assert_equal
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								    assert bad_results == allowlist
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								@pytest.mark.skipif(IS_WASM, reason="can't start subprocess")
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								@pytest.mark.parametrize('name', ['testing'])
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								def test_import_lazy_import(name):
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								    """Make sure we can actually use the modules we lazy load.
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								    While not exported as part of the public API, it was accessible.  With the
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								    use of __getattr__ and __dir__, this isn't always true It can happen that
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								    an infinite recursion may happen.
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								    This is the only way I found that would force the failure to appear on the
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								    badly implemented code.
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								    We also test for the presence of the lazily imported modules in dir
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								    """
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								    exe = (sys.executable, '-c', "import numpy; numpy." + name)
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								    result = subprocess.check_output(exe)
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								    assert not result
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								    # Make sure they are still in the __dir__
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								    assert name in dir(np)
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								def test_dir_testing():
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								    """Assert that output of dir has only one "testing/tester"
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								    attribute without duplicate"""
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								    assert len(dir(np)) == len(set(dir(np)))
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								def test_numpy_linalg():
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								    bad_results = check_dir(np.linalg)
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								    assert bad_results == {}
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								def test_numpy_fft():
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								    bad_results = check_dir(np.fft)
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								    assert bad_results == {}
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								@pytest.mark.skipif(ctypes is None,
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								                    reason="ctypes not available in this python")
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								def test_NPY_NO_EXPORT():
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								    cdll = ctypes.CDLL(np._core._multiarray_tests.__file__)
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								    # Make sure an arbitrary NPY_NO_EXPORT function is actually hidden
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								    f = getattr(cdll, 'test_not_exported', None)
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								    assert f is None, ("'test_not_exported' is mistakenly exported, "
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								                      "NPY_NO_EXPORT does not work")
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								# Historically NumPy has not used leading underscores for private submodules
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								# much.  This has resulted in lots of things that look like public modules
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								# (i.e. things that can be imported as `import numpy.somesubmodule.somefile`),
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								# but were never intended to be public.  The PUBLIC_MODULES list contains
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								# modules that are either public because they were meant to be, or because they
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								# contain public functions/objects that aren't present in any other namespace
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								# for whatever reason and therefore should be treated as public.
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								#
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								# The PRIVATE_BUT_PRESENT_MODULES list contains modules that look public (lack
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								# of underscores) but should not be used.  For many of those modules the
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								# current status is fine.  For others it may make sense to work on making them
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								# private, to clean up our public API and avoid confusion.
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								PUBLIC_MODULES = ['numpy.' + s for s in [
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								    "ctypeslib",
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								    "dtypes",
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								    "exceptions",
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								    "f2py",
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								    "fft",
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								    "lib",
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								    "lib.array_utils",
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								    "lib.format",
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								    "lib.introspect",
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								    "lib.mixins",
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								    "lib.npyio",
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								    "lib.recfunctions",  # note: still needs cleaning, was forgotten for 2.0
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								    "lib.scimath",
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								    "lib.stride_tricks",
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								    "linalg",
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								    "ma",
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								    "ma.extras",
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								    "ma.mrecords",
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								    "polynomial",
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								    "polynomial.chebyshev",
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								    "polynomial.hermite",
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								    "polynomial.hermite_e",
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								    "polynomial.laguerre",
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								    "polynomial.legendre",
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								    "polynomial.polynomial",
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								    "random",
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								    "strings",
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								    "testing",
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								    "testing.overrides",
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								    "typing",
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								    "typing.mypy_plugin",
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								    "version",
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								]]
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								if sys.version_info < (3, 12):
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								    PUBLIC_MODULES += [
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								        'numpy.' + s for s in [
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								            "distutils",
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								            "distutils.cpuinfo",
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								            "distutils.exec_command",
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								            "distutils.misc_util",
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								            "distutils.log",
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								            "distutils.system_info",
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								        ]
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								    ]
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								PUBLIC_ALIASED_MODULES = [
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								    "numpy.char",
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								    "numpy.emath",
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								    "numpy.rec",
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								]
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								PRIVATE_BUT_PRESENT_MODULES = ['numpy.' + s for s in [
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								    "conftest",
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								    "core",
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								    "core.multiarray",
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								    "core.numeric",
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								    "core.umath",
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								    "core.arrayprint",
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								    "core.defchararray",
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								    "core.einsumfunc",
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								    "core.fromnumeric",
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								    "core.function_base",
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								    "core.getlimits",
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								    "core.numerictypes",
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								    "core.overrides",
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								    "core.records",
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								    "core.shape_base",
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								    "f2py.auxfuncs",
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								    "f2py.capi_maps",
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								    "f2py.cb_rules",
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								    "f2py.cfuncs",
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								    "f2py.common_rules",
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								    "f2py.crackfortran",
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								    "f2py.diagnose",
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								    "f2py.f2py2e",
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								    "f2py.f90mod_rules",
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								    "f2py.func2subr",
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								    "f2py.rules",
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								    "f2py.symbolic",
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								    "f2py.use_rules",
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								    "fft.helper",
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								    "lib.user_array",  # note: not in np.lib, but probably should just be deleted
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								    "linalg.lapack_lite",
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								    "linalg.linalg",
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								    "ma.core",
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								    "ma.testutils",
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								    "matlib",
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								    "matrixlib",
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								    "matrixlib.defmatrix",
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								    "polynomial.polyutils",
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								    "random.mtrand",
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								    "random.bit_generator",
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								    "testing.print_coercion_tables",
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								]]
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								if sys.version_info < (3, 12):
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								    PRIVATE_BUT_PRESENT_MODULES += [
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								        'numpy.' + s for s in [
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								            "distutils.armccompiler",
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								            "distutils.fujitsuccompiler",
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								            "distutils.ccompiler",
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								            'distutils.ccompiler_opt',
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								            "distutils.command",
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								            "distutils.command.autodist",
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								            "distutils.command.bdist_rpm",
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								            "distutils.command.build",
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								            "distutils.command.build_clib",
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								            "distutils.command.build_ext",
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								            "distutils.command.build_py",
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								            "distutils.command.build_scripts",
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								            "distutils.command.build_src",
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								            "distutils.command.config",
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								            "distutils.command.config_compiler",
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								            "distutils.command.develop",
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								            "distutils.command.egg_info",
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								            "distutils.command.install",
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								            "distutils.command.install_clib",
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								            "distutils.command.install_data",
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								            "distutils.command.install_headers",
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								            "distutils.command.sdist",
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								            "distutils.conv_template",
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								            "distutils.core",
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								            "distutils.extension",
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								            "distutils.fcompiler",
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								            "distutils.fcompiler.absoft",
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								            "distutils.fcompiler.arm",
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								            "distutils.fcompiler.compaq",
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								            "distutils.fcompiler.environment",
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								            "distutils.fcompiler.g95",
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								            "distutils.fcompiler.gnu",
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								            "distutils.fcompiler.hpux",
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								            "distutils.fcompiler.ibm",
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								            "distutils.fcompiler.intel",
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								            "distutils.fcompiler.lahey",
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								            "distutils.fcompiler.mips",
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								            "distutils.fcompiler.nag",
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								            "distutils.fcompiler.none",
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								            "distutils.fcompiler.pathf95",
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								            "distutils.fcompiler.pg",
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								            "distutils.fcompiler.nv",
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								            "distutils.fcompiler.sun",
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								            "distutils.fcompiler.vast",
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								            "distutils.fcompiler.fujitsu",
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								            "distutils.from_template",
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								            "distutils.intelccompiler",
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								            "distutils.lib2def",
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								            "distutils.line_endings",
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								            "distutils.mingw32ccompiler",
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								            "distutils.msvccompiler",
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								            "distutils.npy_pkg_config",
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								            "distutils.numpy_distribution",
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								            "distutils.pathccompiler",
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								            "distutils.unixccompiler",
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								        ]
							 | 
						||
| 
								 | 
							
								    ]
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								def is_unexpected(name):
							 | 
						||
| 
								 | 
							
								    """Check if this needs to be considered."""
							 | 
						||
| 
								 | 
							
								    return (
							 | 
						||
| 
								 | 
							
								        '._' not in name and '.tests' not in name and '.setup' not in name
							 | 
						||
| 
								 | 
							
								        and name not in PUBLIC_MODULES
							 | 
						||
| 
								 | 
							
								        and name not in PUBLIC_ALIASED_MODULES
							 | 
						||
| 
								 | 
							
								        and name not in PRIVATE_BUT_PRESENT_MODULES
							 | 
						||
| 
								 | 
							
								    )
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								if sys.version_info >= (3, 12):
							 | 
						||
| 
								 | 
							
								    SKIP_LIST = []
							 | 
						||
| 
								 | 
							
								else:
							 | 
						||
| 
								 | 
							
								    SKIP_LIST = ["numpy.distutils.msvc9compiler"]
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								def test_all_modules_are_expected():
							 | 
						||
| 
								 | 
							
								    """
							 | 
						||
| 
								 | 
							
								    Test that we don't add anything that looks like a new public module by
							 | 
						||
| 
								 | 
							
								    accident.  Check is based on filenames.
							 | 
						||
| 
								 | 
							
								    """
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    modnames = []
							 | 
						||
| 
								 | 
							
								    for _, modname, ispkg in pkgutil.walk_packages(path=np.__path__,
							 | 
						||
| 
								 | 
							
								                                                   prefix=np.__name__ + '.',
							 | 
						||
| 
								 | 
							
								                                                   onerror=None):
							 | 
						||
| 
								 | 
							
								        if is_unexpected(modname) and modname not in SKIP_LIST:
							 | 
						||
| 
								 | 
							
								            # We have a name that is new.  If that's on purpose, add it to
							 | 
						||
| 
								 | 
							
								            # PUBLIC_MODULES.  We don't expect to have to add anything to
							 | 
						||
| 
								 | 
							
								            # PRIVATE_BUT_PRESENT_MODULES.  Use an underscore in the name!
							 | 
						||
| 
								 | 
							
								            modnames.append(modname)
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    if modnames:
							 | 
						||
| 
								 | 
							
								        raise AssertionError(f'Found unexpected modules: {modnames}')
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								# Stuff that clearly shouldn't be in the API and is detected by the next test
							 | 
						||
| 
								 | 
							
								# below
							 | 
						||
| 
								 | 
							
								SKIP_LIST_2 = [
							 | 
						||
| 
								 | 
							
								    'numpy.lib.math',
							 | 
						||
| 
								 | 
							
								    'numpy.matlib.char',
							 | 
						||
| 
								 | 
							
								    'numpy.matlib.rec',
							 | 
						||
| 
								 | 
							
								    'numpy.matlib.emath',
							 | 
						||
| 
								 | 
							
								    'numpy.matlib.exceptions',
							 | 
						||
| 
								 | 
							
								    'numpy.matlib.math',
							 | 
						||
| 
								 | 
							
								    'numpy.matlib.linalg',
							 | 
						||
| 
								 | 
							
								    'numpy.matlib.fft',
							 | 
						||
| 
								 | 
							
								    'numpy.matlib.random',
							 | 
						||
| 
								 | 
							
								    'numpy.matlib.ctypeslib',
							 | 
						||
| 
								 | 
							
								    'numpy.matlib.ma',
							 | 
						||
| 
								 | 
							
								]
							 | 
						||
| 
								 | 
							
								if sys.version_info < (3, 12):
							 | 
						||
| 
								 | 
							
								    SKIP_LIST_2 += [
							 | 
						||
| 
								 | 
							
								        'numpy.distutils.log.sys',
							 | 
						||
| 
								 | 
							
								        'numpy.distutils.log.logging',
							 | 
						||
| 
								 | 
							
								        'numpy.distutils.log.warnings',
							 | 
						||
| 
								 | 
							
								    ]
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								def test_all_modules_are_expected_2():
							 | 
						||
| 
								 | 
							
								    """
							 | 
						||
| 
								 | 
							
								    Method checking all objects. The pkgutil-based method in
							 | 
						||
| 
								 | 
							
								    `test_all_modules_are_expected` does not catch imports into a namespace,
							 | 
						||
| 
								 | 
							
								    only filenames.  So this test is more thorough, and checks this like:
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        import .lib.scimath as emath
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    To check if something in a module is (effectively) public, one can check if
							 | 
						||
| 
								 | 
							
								    there's anything in that namespace that's a public function/object but is
							 | 
						||
| 
								 | 
							
								    not exposed in a higher-level namespace.  For example for a `numpy.lib`
							 | 
						||
| 
								 | 
							
								    submodule::
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        mod = np.lib.mixins
							 | 
						||
| 
								 | 
							
								        for obj in mod.__all__:
							 | 
						||
| 
								 | 
							
								            if obj in np.__all__:
							 | 
						||
| 
								 | 
							
								                continue
							 | 
						||
| 
								 | 
							
								            elif obj in np.lib.__all__:
							 | 
						||
| 
								 | 
							
								                continue
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								            else:
							 | 
						||
| 
								 | 
							
								                print(obj)
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    """
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    def find_unexpected_members(mod_name):
							 | 
						||
| 
								 | 
							
								        members = []
							 | 
						||
| 
								 | 
							
								        module = importlib.import_module(mod_name)
							 | 
						||
| 
								 | 
							
								        if hasattr(module, '__all__'):
							 | 
						||
| 
								 | 
							
								            objnames = module.__all__
							 | 
						||
| 
								 | 
							
								        else:
							 | 
						||
| 
								 | 
							
								            objnames = dir(module)
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        for objname in objnames:
							 | 
						||
| 
								 | 
							
								            if not objname.startswith('_'):
							 | 
						||
| 
								 | 
							
								                fullobjname = mod_name + '.' + objname
							 | 
						||
| 
								 | 
							
								                if isinstance(getattr(module, objname), types.ModuleType):
							 | 
						||
| 
								 | 
							
								                    if is_unexpected(fullobjname):
							 | 
						||
| 
								 | 
							
								                        if fullobjname not in SKIP_LIST_2:
							 | 
						||
| 
								 | 
							
								                            members.append(fullobjname)
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        return members
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    unexpected_members = find_unexpected_members("numpy")
							 | 
						||
| 
								 | 
							
								    for modname in PUBLIC_MODULES:
							 | 
						||
| 
								 | 
							
								        unexpected_members.extend(find_unexpected_members(modname))
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    if unexpected_members:
							 | 
						||
| 
								 | 
							
								        raise AssertionError("Found unexpected object(s) that look like "
							 | 
						||
| 
								 | 
							
								                             f"modules: {unexpected_members}")
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								def test_api_importable():
							 | 
						||
| 
								 | 
							
								    """
							 | 
						||
| 
								 | 
							
								    Check that all submodules listed higher up in this file can be imported
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    Note that if a PRIVATE_BUT_PRESENT_MODULES entry goes missing, it may
							 | 
						||
| 
								 | 
							
								    simply need to be removed from the list (deprecation may or may not be
							 | 
						||
| 
								 | 
							
								    needed - apply common sense).
							 | 
						||
| 
								 | 
							
								    """
							 | 
						||
| 
								 | 
							
								    def check_importable(module_name):
							 | 
						||
| 
								 | 
							
								        try:
							 | 
						||
| 
								 | 
							
								            importlib.import_module(module_name)
							 | 
						||
| 
								 | 
							
								        except (ImportError, AttributeError):
							 | 
						||
| 
								 | 
							
								            return False
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        return True
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    module_names = []
							 | 
						||
| 
								 | 
							
								    for module_name in PUBLIC_MODULES:
							 | 
						||
| 
								 | 
							
								        if not check_importable(module_name):
							 | 
						||
| 
								 | 
							
								            module_names.append(module_name)
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    if module_names:
							 | 
						||
| 
								 | 
							
								        raise AssertionError("Modules in the public API that cannot be "
							 | 
						||
| 
								 | 
							
								                             f"imported: {module_names}")
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    for module_name in PUBLIC_ALIASED_MODULES:
							 | 
						||
| 
								 | 
							
								        try:
							 | 
						||
| 
								 | 
							
								            eval(module_name)
							 | 
						||
| 
								 | 
							
								        except AttributeError:
							 | 
						||
| 
								 | 
							
								            module_names.append(module_name)
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    if module_names:
							 | 
						||
| 
								 | 
							
								        raise AssertionError("Modules in the public API that were not "
							 | 
						||
| 
								 | 
							
								                             f"found: {module_names}")
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    with warnings.catch_warnings(record=True) as w:
							 | 
						||
| 
								 | 
							
								        warnings.filterwarnings('always', category=DeprecationWarning)
							 | 
						||
| 
								 | 
							
								        warnings.filterwarnings('always', category=ImportWarning)
							 | 
						||
| 
								 | 
							
								        for module_name in PRIVATE_BUT_PRESENT_MODULES:
							 | 
						||
| 
								 | 
							
								            if not check_importable(module_name):
							 | 
						||
| 
								 | 
							
								                module_names.append(module_name)
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    if module_names:
							 | 
						||
| 
								 | 
							
								        raise AssertionError("Modules that are not really public but looked "
							 | 
						||
| 
								 | 
							
								                             "public and can not be imported: "
							 | 
						||
| 
								 | 
							
								                             f"{module_names}")
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								@pytest.mark.xfail(
							 | 
						||
| 
								 | 
							
								    sysconfig.get_config_var("Py_DEBUG") not in (None, 0, "0"),
							 | 
						||
| 
								 | 
							
								    reason=(
							 | 
						||
| 
								 | 
							
								        "NumPy possibly built with `USE_DEBUG=True ./tools/travis-test.sh`, "
							 | 
						||
| 
								 | 
							
								        "which does not expose the `array_api` entry point. "
							 | 
						||
| 
								 | 
							
								        "See https://github.com/numpy/numpy/pull/19800"
							 | 
						||
| 
								 | 
							
								    ),
							 | 
						||
| 
								 | 
							
								)
							 | 
						||
| 
								 | 
							
								def test_array_api_entry_point():
							 | 
						||
| 
								 | 
							
								    """
							 | 
						||
| 
								 | 
							
								    Entry point for Array API implementation can be found with importlib and
							 | 
						||
| 
								 | 
							
								    returns the main numpy namespace.
							 | 
						||
| 
								 | 
							
								    """
							 | 
						||
| 
								 | 
							
								    # For a development install that did not go through meson-python,
							 | 
						||
| 
								 | 
							
								    # the entrypoint will not have been installed. So ensure this test fails
							 | 
						||
| 
								 | 
							
								    # only if numpy is inside site-packages.
							 | 
						||
| 
								 | 
							
								    numpy_in_sitepackages = sysconfig.get_path('platlib') in np.__file__
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    eps = importlib.metadata.entry_points()
							 | 
						||
| 
								 | 
							
								    xp_eps = eps.select(group="array_api")
							 | 
						||
| 
								 | 
							
								    if len(xp_eps) == 0:
							 | 
						||
| 
								 | 
							
								        if numpy_in_sitepackages:
							 | 
						||
| 
								 | 
							
								            msg = "No entry points for 'array_api' found"
							 | 
						||
| 
								 | 
							
								            raise AssertionError(msg) from None
							 | 
						||
| 
								 | 
							
								        return
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    try:
							 | 
						||
| 
								 | 
							
								        ep = next(ep for ep in xp_eps if ep.name == "numpy")
							 | 
						||
| 
								 | 
							
								    except StopIteration:
							 | 
						||
| 
								 | 
							
								        if numpy_in_sitepackages:
							 | 
						||
| 
								 | 
							
								            msg = "'numpy' not in array_api entry points"
							 | 
						||
| 
								 | 
							
								            raise AssertionError(msg) from None
							 | 
						||
| 
								 | 
							
								        return
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    if ep.value == 'numpy.array_api':
							 | 
						||
| 
								 | 
							
								        # Looks like the entrypoint for the current numpy build isn't
							 | 
						||
| 
								 | 
							
								        # installed, but an older numpy is also installed and hence the
							 | 
						||
| 
								 | 
							
								        # entrypoint is pointing to the old (no longer existing) location.
							 | 
						||
| 
								 | 
							
								        # This isn't a problem except for when running tests with `spin` or an
							 | 
						||
| 
								 | 
							
								        # in-place build.
							 | 
						||
| 
								 | 
							
								        return
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    xp = ep.load()
							 | 
						||
| 
								 | 
							
								    msg = (
							 | 
						||
| 
								 | 
							
								        f"numpy entry point value '{ep.value}' "
							 | 
						||
| 
								 | 
							
								        "does not point to our Array API implementation"
							 | 
						||
| 
								 | 
							
								    )
							 | 
						||
| 
								 | 
							
								    assert xp is numpy, msg
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								def test_main_namespace_all_dir_coherence():
							 | 
						||
| 
								 | 
							
								    """
							 | 
						||
| 
								 | 
							
								    Checks if `dir(np)` and `np.__all__` are consistent and return
							 | 
						||
| 
								 | 
							
								    the same content, excluding exceptions and private members.
							 | 
						||
| 
								 | 
							
								    """
							 | 
						||
| 
								 | 
							
								    def _remove_private_members(member_set):
							 | 
						||
| 
								 | 
							
								        return {m for m in member_set if not m.startswith('_')}
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    def _remove_exceptions(member_set):
							 | 
						||
| 
								 | 
							
								        return member_set.difference({
							 | 
						||
| 
								 | 
							
								            "bool"  # included only in __dir__
							 | 
						||
| 
								 | 
							
								        })
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    all_members = _remove_private_members(np.__all__)
							 | 
						||
| 
								 | 
							
								    all_members = _remove_exceptions(all_members)
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    dir_members = _remove_private_members(np.__dir__())
							 | 
						||
| 
								 | 
							
								    dir_members = _remove_exceptions(dir_members)
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    assert all_members == dir_members, (
							 | 
						||
| 
								 | 
							
								        "Members that break symmetry: "
							 | 
						||
| 
								 | 
							
								        f"{all_members.symmetric_difference(dir_members)}"
							 | 
						||
| 
								 | 
							
								    )
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								@pytest.mark.filterwarnings(
							 | 
						||
| 
								 | 
							
								    r"ignore:numpy.core(\.\w+)? is deprecated:DeprecationWarning"
							 | 
						||
| 
								 | 
							
								)
							 | 
						||
| 
								 | 
							
								def test_core_shims_coherence():
							 | 
						||
| 
								 | 
							
								    """
							 | 
						||
| 
								 | 
							
								    Check that all "semi-public" members of `numpy._core` are also accessible
							 | 
						||
| 
								 | 
							
								    from `numpy.core` shims.
							 | 
						||
| 
								 | 
							
								    """
							 | 
						||
| 
								 | 
							
								    import numpy.core as core
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    for member_name in dir(np._core):
							 | 
						||
| 
								 | 
							
								        # Skip private and test members. Also if a module is aliased,
							 | 
						||
| 
								 | 
							
								        # no need to add it to np.core
							 | 
						||
| 
								 | 
							
								        if (
							 | 
						||
| 
								 | 
							
								            member_name.startswith("_")
							 | 
						||
| 
								 | 
							
								            or member_name in ["tests", "strings"]
							 | 
						||
| 
								 | 
							
								            or f"numpy.{member_name}" in PUBLIC_ALIASED_MODULES
							 | 
						||
| 
								 | 
							
								        ):
							 | 
						||
| 
								 | 
							
								            continue
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        member = getattr(np._core, member_name)
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        # np.core is a shim and all submodules of np.core are shims
							 | 
						||
| 
								 | 
							
								        # but we should be able to import everything in those shims
							 | 
						||
| 
								 | 
							
								        # that are available in the "real" modules in np._core, with
							 | 
						||
| 
								 | 
							
								        # the exception of the namespace packages (__spec__.origin is None),
							 | 
						||
| 
								 | 
							
								        # like numpy._core.include, or numpy._core.lib.pkgconfig.
							 | 
						||
| 
								 | 
							
								        if (
							 | 
						||
| 
								 | 
							
								            inspect.ismodule(member)
							 | 
						||
| 
								 | 
							
								            and member.__spec__ and member.__spec__.origin is not None
							 | 
						||
| 
								 | 
							
								        ):
							 | 
						||
| 
								 | 
							
								            submodule = member
							 | 
						||
| 
								 | 
							
								            submodule_name = member_name
							 | 
						||
| 
								 | 
							
								            for submodule_member_name in dir(submodule):
							 | 
						||
| 
								 | 
							
								                # ignore dunder names
							 | 
						||
| 
								 | 
							
								                if submodule_member_name.startswith("__"):
							 | 
						||
| 
								 | 
							
								                    continue
							 | 
						||
| 
								 | 
							
								                submodule_member = getattr(submodule, submodule_member_name)
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								                core_submodule = __import__(
							 | 
						||
| 
								 | 
							
								                    f"numpy.core.{submodule_name}",
							 | 
						||
| 
								 | 
							
								                    fromlist=[submodule_member_name]
							 | 
						||
| 
								 | 
							
								                )
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								                assert submodule_member is getattr(
							 | 
						||
| 
								 | 
							
								                    core_submodule, submodule_member_name
							 | 
						||
| 
								 | 
							
								                )
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        else:
							 | 
						||
| 
								 | 
							
								            assert member is getattr(core, member_name)
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								def test_functions_single_location():
							 | 
						||
| 
								 | 
							
								    """
							 | 
						||
| 
								 | 
							
								    Check that each public function is available from one location only.
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    Test performs BFS search traversing NumPy's public API. It flags
							 | 
						||
| 
								 | 
							
								    any function-like object that is accessible from more that one place.
							 | 
						||
| 
								 | 
							
								    """
							 | 
						||
| 
								 | 
							
								    from collections.abc import Callable
							 | 
						||
| 
								 | 
							
								    from typing import Any
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    from numpy._core._multiarray_umath import (
							 | 
						||
| 
								 | 
							
								        _ArrayFunctionDispatcher as dispatched_function,
							 | 
						||
| 
								 | 
							
								    )
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    visited_modules: set[types.ModuleType] = {np}
							 | 
						||
| 
								 | 
							
								    visited_functions: set[Callable[..., Any]] = set()
							 | 
						||
| 
								 | 
							
								    # Functions often have `__name__` overridden, therefore we need
							 | 
						||
| 
								 | 
							
								    # to keep track of locations where functions have been found.
							 | 
						||
| 
								 | 
							
								    functions_original_paths: dict[Callable[..., Any], str] = {}
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    # Here we aggregate functions with more than one location.
							 | 
						||
| 
								 | 
							
								    # It must be empty for the test to pass.
							 | 
						||
| 
								 | 
							
								    duplicated_functions: list[tuple] = []
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    modules_queue = [np]
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    while len(modules_queue) > 0:
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        module = modules_queue.pop()
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								        for member_name in dir(module):
							 | 
						||
| 
								 | 
							
								            member = getattr(module, member_name)
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								            # first check if we got a module
							 | 
						||
| 
								 | 
							
								            if (
							 | 
						||
| 
								 | 
							
								                inspect.ismodule(member) and  # it's a module
							 | 
						||
| 
								 | 
							
								                "numpy" in member.__name__ and  # inside NumPy
							 | 
						||
| 
								 | 
							
								                not member_name.startswith("_") and  # not private
							 | 
						||
| 
								 | 
							
								                "numpy._core" not in member.__name__ and  # outside _core
							 | 
						||
| 
								 | 
							
								                # not a legacy or testing module
							 | 
						||
| 
								 | 
							
								                member_name not in ["f2py", "ma", "testing", "tests"] and
							 | 
						||
| 
								 | 
							
								                member not in visited_modules  # not visited yet
							 | 
						||
| 
								 | 
							
								            ):
							 | 
						||
| 
								 | 
							
								                modules_queue.append(member)
							 | 
						||
| 
								 | 
							
								                visited_modules.add(member)
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								            # else check if we got a function-like object
							 | 
						||
| 
								 | 
							
								            elif (
							 | 
						||
| 
								 | 
							
								                inspect.isfunction(member) or
							 | 
						||
| 
								 | 
							
								                isinstance(member, (dispatched_function, np.ufunc))
							 | 
						||
| 
								 | 
							
								            ):
							 | 
						||
| 
								 | 
							
								                if member in visited_functions:
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								                    # skip main namespace functions with aliases
							 | 
						||
| 
								 | 
							
								                    if (
							 | 
						||
| 
								 | 
							
								                        member.__name__ in [
							 | 
						||
| 
								 | 
							
								                            "absolute",  # np.abs
							 | 
						||
| 
								 | 
							
								                            "arccos",  # np.acos
							 | 
						||
| 
								 | 
							
								                            "arccosh",  # np.acosh
							 | 
						||
| 
								 | 
							
								                            "arcsin",  # np.asin
							 | 
						||
| 
								 | 
							
								                            "arcsinh",  # np.asinh
							 | 
						||
| 
								 | 
							
								                            "arctan",  # np.atan
							 | 
						||
| 
								 | 
							
								                            "arctan2",  # np.atan2
							 | 
						||
| 
								 | 
							
								                            "arctanh",  # np.atanh
							 | 
						||
| 
								 | 
							
								                            "left_shift",  # np.bitwise_left_shift
							 | 
						||
| 
								 | 
							
								                            "right_shift",  # np.bitwise_right_shift
							 | 
						||
| 
								 | 
							
								                            "conjugate",  # np.conj
							 | 
						||
| 
								 | 
							
								                            "invert",  # np.bitwise_not & np.bitwise_invert
							 | 
						||
| 
								 | 
							
								                            "remainder",  # np.mod
							 | 
						||
| 
								 | 
							
								                            "divide",  # np.true_divide
							 | 
						||
| 
								 | 
							
								                            "concatenate",  # np.concat
							 | 
						||
| 
								 | 
							
								                            "power",  # np.pow
							 | 
						||
| 
								 | 
							
								                            "transpose",  # np.permute_dims
							 | 
						||
| 
								 | 
							
								                        ] and
							 | 
						||
| 
								 | 
							
								                        module.__name__ == "numpy"
							 | 
						||
| 
								 | 
							
								                    ):
							 | 
						||
| 
								 | 
							
								                        continue
							 | 
						||
| 
								 | 
							
								                    # skip trimcoef from numpy.polynomial as it is
							 | 
						||
| 
								 | 
							
								                    # duplicated by design.
							 | 
						||
| 
								 | 
							
								                    if (
							 | 
						||
| 
								 | 
							
								                        member.__name__ == "trimcoef" and
							 | 
						||
| 
								 | 
							
								                        module.__name__.startswith("numpy.polynomial")
							 | 
						||
| 
								 | 
							
								                    ):
							 | 
						||
| 
								 | 
							
								                        continue
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								                    # skip ufuncs that are exported in np.strings as well
							 | 
						||
| 
								 | 
							
								                    if member.__name__ in (
							 | 
						||
| 
								 | 
							
								                        "add",
							 | 
						||
| 
								 | 
							
								                        "equal",
							 | 
						||
| 
								 | 
							
								                        "not_equal",
							 | 
						||
| 
								 | 
							
								                        "greater",
							 | 
						||
| 
								 | 
							
								                        "greater_equal",
							 | 
						||
| 
								 | 
							
								                        "less",
							 | 
						||
| 
								 | 
							
								                        "less_equal",
							 | 
						||
| 
								 | 
							
								                    ) and module.__name__ == "numpy.strings":
							 | 
						||
| 
								 | 
							
								                        continue
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								                    # numpy.char reexports all numpy.strings functions for
							 | 
						||
| 
								 | 
							
								                    # backwards-compatibility
							 | 
						||
| 
								 | 
							
								                    if module.__name__ == "numpy.char":
							 | 
						||
| 
								 | 
							
								                        continue
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								                    # function is present in more than one location!
							 | 
						||
| 
								 | 
							
								                    duplicated_functions.append(
							 | 
						||
| 
								 | 
							
								                        (member.__name__,
							 | 
						||
| 
								 | 
							
								                         module.__name__,
							 | 
						||
| 
								 | 
							
								                         functions_original_paths[member])
							 | 
						||
| 
								 | 
							
								                    )
							 | 
						||
| 
								 | 
							
								                else:
							 | 
						||
| 
								 | 
							
								                    visited_functions.add(member)
							 | 
						||
| 
								 | 
							
								                    functions_original_paths[member] = module.__name__
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    del visited_functions, visited_modules, functions_original_paths
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    assert len(duplicated_functions) == 0, duplicated_functions
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								def test___module___attribute():
							 | 
						||
| 
								 | 
							
								    modules_queue = [np]
							 | 
						||
| 
								 | 
							
								    visited_modules = {np}
							 | 
						||
| 
								 | 
							
								    visited_functions = set()
							 | 
						||
| 
								 | 
							
								    incorrect_entries = []
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    while len(modules_queue) > 0:
							 | 
						||
| 
								 | 
							
								        module = modules_queue.pop()
							 | 
						||
| 
								 | 
							
								        for member_name in dir(module):
							 | 
						||
| 
								 | 
							
								            member = getattr(module, member_name)
							 | 
						||
| 
								 | 
							
								            # first check if we got a module
							 | 
						||
| 
								 | 
							
								            if (
							 | 
						||
| 
								 | 
							
								                inspect.ismodule(member) and  # it's a module
							 | 
						||
| 
								 | 
							
								                "numpy" in member.__name__ and  # inside NumPy
							 | 
						||
| 
								 | 
							
								                not member_name.startswith("_") and  # not private
							 | 
						||
| 
								 | 
							
								                "numpy._core" not in member.__name__ and  # outside _core
							 | 
						||
| 
								 | 
							
								                # not in a skip module list
							 | 
						||
| 
								 | 
							
								                member_name not in [
							 | 
						||
| 
								 | 
							
								                    "char", "core", "f2py", "ma", "lapack_lite", "mrecords",
							 | 
						||
| 
								 | 
							
								                    "testing", "tests", "polynomial", "typing", "mtrand",
							 | 
						||
| 
								 | 
							
								                    "bit_generator",
							 | 
						||
| 
								 | 
							
								                ] and
							 | 
						||
| 
								 | 
							
								                member not in visited_modules  # not visited yet
							 | 
						||
| 
								 | 
							
								            ):
							 | 
						||
| 
								 | 
							
								                modules_queue.append(member)
							 | 
						||
| 
								 | 
							
								                visited_modules.add(member)
							 | 
						||
| 
								 | 
							
								            elif (
							 | 
						||
| 
								 | 
							
								                not inspect.ismodule(member) and
							 | 
						||
| 
								 | 
							
								                hasattr(member, "__name__") and
							 | 
						||
| 
								 | 
							
								                not member.__name__.startswith("_") and
							 | 
						||
| 
								 | 
							
								                member.__module__ != module.__name__ and
							 | 
						||
| 
								 | 
							
								                member not in visited_functions
							 | 
						||
| 
								 | 
							
								            ):
							 | 
						||
| 
								 | 
							
								                # skip ufuncs that are exported in np.strings as well
							 | 
						||
| 
								 | 
							
								                if member.__name__ in (
							 | 
						||
| 
								 | 
							
								                    "add", "equal", "not_equal", "greater", "greater_equal",
							 | 
						||
| 
								 | 
							
								                    "less", "less_equal",
							 | 
						||
| 
								 | 
							
								                ) and module.__name__ == "numpy.strings":
							 | 
						||
| 
								 | 
							
								                    continue
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								                # recarray and record are exported in np and np.rec
							 | 
						||
| 
								 | 
							
								                if (
							 | 
						||
| 
								 | 
							
								                    (member.__name__ == "recarray" and module.__name__ == "numpy") or
							 | 
						||
| 
								 | 
							
								                    (member.__name__ == "record" and module.__name__ == "numpy.rec")
							 | 
						||
| 
								 | 
							
								                ):
							 | 
						||
| 
								 | 
							
								                    continue
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								                # ctypeslib exports ctypes c_long/c_longlong
							 | 
						||
| 
								 | 
							
								                if (
							 | 
						||
| 
								 | 
							
								                    member.__name__ in ("c_long", "c_longlong") and
							 | 
						||
| 
								 | 
							
								                    module.__name__ == "numpy.ctypeslib"
							 | 
						||
| 
								 | 
							
								                ):
							 | 
						||
| 
								 | 
							
								                    continue
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								                # skip cdef classes
							 | 
						||
| 
								 | 
							
								                if member.__name__ in (
							 | 
						||
| 
								 | 
							
								                    "BitGenerator", "Generator", "MT19937", "PCG64", "PCG64DXSM",
							 | 
						||
| 
								 | 
							
								                    "Philox", "RandomState", "SFC64", "SeedSequence",
							 | 
						||
| 
								 | 
							
								                ):
							 | 
						||
| 
								 | 
							
								                    continue
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								                incorrect_entries.append(
							 | 
						||
| 
								 | 
							
								                    {
							 | 
						||
| 
								 | 
							
								                        "Func": member.__name__,
							 | 
						||
| 
								 | 
							
								                        "actual": member.__module__,
							 | 
						||
| 
								 | 
							
								                        "expected": module.__name__,
							 | 
						||
| 
								 | 
							
								                    }
							 | 
						||
| 
								 | 
							
								                )
							 | 
						||
| 
								 | 
							
								                visited_functions.add(member)
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    if incorrect_entries:
							 | 
						||
| 
								 | 
							
								        assert len(incorrect_entries) == 0, incorrect_entries
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								def _check_correct_qualname_and_module(obj) -> bool:
							 | 
						||
| 
								 | 
							
								    qualname = obj.__qualname__
							 | 
						||
| 
								 | 
							
								    name = obj.__name__
							 | 
						||
| 
								 | 
							
								    module_name = obj.__module__
							 | 
						||
| 
								 | 
							
								    assert name == qualname.split(".")[-1]
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    module = sys.modules[module_name]
							 | 
						||
| 
								 | 
							
								    actual_obj = functools.reduce(getattr, qualname.split("."), module)
							 | 
						||
| 
								 | 
							
								    return (
							 | 
						||
| 
								 | 
							
								        actual_obj is obj or
							 | 
						||
| 
								 | 
							
								        # `obj` may be a bound method/property of `actual_obj`:
							 | 
						||
| 
								 | 
							
								        (
							 | 
						||
| 
								 | 
							
								            hasattr(actual_obj, "__get__") and hasattr(obj, "__self__") and
							 | 
						||
| 
								 | 
							
								            actual_obj.__module__ == obj.__module__ and
							 | 
						||
| 
								 | 
							
								            actual_obj.__qualname__ == qualname
							 | 
						||
| 
								 | 
							
								        )
							 | 
						||
| 
								 | 
							
								    )
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								def test___qualname___and___module___attribute():
							 | 
						||
| 
								 | 
							
								    # NumPy messes with module and name/qualname attributes, but any object
							 | 
						||
| 
								 | 
							
								    # should be discoverable based on its module and qualname, so test that.
							 | 
						||
| 
								 | 
							
								    # We do this for anything with a name (ensuring qualname is also set).
							 | 
						||
| 
								 | 
							
								    modules_queue = [np]
							 | 
						||
| 
								 | 
							
								    visited_modules = {np}
							 | 
						||
| 
								 | 
							
								    visited_functions = set()
							 | 
						||
| 
								 | 
							
								    incorrect_entries = []
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    while len(modules_queue) > 0:
							 | 
						||
| 
								 | 
							
								        module = modules_queue.pop()
							 | 
						||
| 
								 | 
							
								        for member_name in dir(module):
							 | 
						||
| 
								 | 
							
								            member = getattr(module, member_name)
							 | 
						||
| 
								 | 
							
								            # first check if we got a module
							 | 
						||
| 
								 | 
							
								            if (
							 | 
						||
| 
								 | 
							
								                inspect.ismodule(member) and  # it's a module
							 | 
						||
| 
								 | 
							
								                "numpy" in member.__name__ and  # inside NumPy
							 | 
						||
| 
								 | 
							
								                not member_name.startswith("_") and  # not private
							 | 
						||
| 
								 | 
							
								                member_name not in {"tests", "typing"} and  # 2024-12: type names don't match
							 | 
						||
| 
								 | 
							
								                "numpy._core" not in member.__name__ and  # outside _core
							 | 
						||
| 
								 | 
							
								                member not in visited_modules  # not visited yet
							 | 
						||
| 
								 | 
							
								            ):
							 | 
						||
| 
								 | 
							
								                modules_queue.append(member)
							 | 
						||
| 
								 | 
							
								                visited_modules.add(member)
							 | 
						||
| 
								 | 
							
								            elif (
							 | 
						||
| 
								 | 
							
								                not inspect.ismodule(member) and
							 | 
						||
| 
								 | 
							
								                hasattr(member, "__name__") and
							 | 
						||
| 
								 | 
							
								                not member.__name__.startswith("_") and
							 | 
						||
| 
								 | 
							
								                not member_name.startswith("_") and
							 | 
						||
| 
								 | 
							
								                not _check_correct_qualname_and_module(member) and
							 | 
						||
| 
								 | 
							
								                member not in visited_functions
							 | 
						||
| 
								 | 
							
								            ):
							 | 
						||
| 
								 | 
							
								                incorrect_entries.append(
							 | 
						||
| 
								 | 
							
								                    {
							 | 
						||
| 
								 | 
							
								                        "found_at": f"{module.__name__}:{member_name}",
							 | 
						||
| 
								 | 
							
								                        "advertises": f"{member.__module__}:{member.__qualname__}",
							 | 
						||
| 
								 | 
							
								                    }
							 | 
						||
| 
								 | 
							
								                )
							 | 
						||
| 
								 | 
							
								                visited_functions.add(member)
							 | 
						||
| 
								 | 
							
								
							 | 
						||
| 
								 | 
							
								    if incorrect_entries:
							 | 
						||
| 
								 | 
							
								        assert len(incorrect_entries) == 0, incorrect_entries
							 |