summaryrefslogtreecommitdiff
diff options
context:
space:
mode:
authorRalf Gommers <ralf.gommers@gmail.com>2019-05-01 15:14:05 +0200
committerGitHub <noreply@github.com>2019-05-01 15:14:05 +0200
commit0f19dae081e6678902826b195e0d3857c5b4c2b3 (patch)
treebb3ec256fb0c1316afcf648fc9de51a4e3312771
parente341a7f0e1d05573c3c6ad39cc7916bb7dcf5777 (diff)
parent995665ec7300eac9d7e1215e9980bfbdffcf066b (diff)
downloadnumpy-0f19dae081e6678902826b195e0d3857c5b4c2b3.tar.gz
Merge pull request #13132 from zerothi/linalg-order
BLD: Allow users to specify BLAS and LAPACK library link order
-rw-r--r--.travis.yml5
-rw-r--r--doc/source/user/building.rst60
-rw-r--r--numpy/distutils/system_info.py301
3 files changed, 258 insertions, 108 deletions
diff --git a/.travis.yml b/.travis.yml
index 061d8de1a..f8d71aa8a 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -53,6 +53,11 @@ matrix:
- python: 3.6
env:
- PYTHONOPTIMIZE=2
+ - BLAS=None
+ - LAPACK=None
+ - ATLAS=None
+ - NPY_BLAS_ORDER=mkl,blis,openblas,atlas,accelerate,blas
+ - NPY_LAPACK_ORDER=MKL,OPENBLAS,ATLAS,ACCELERATE,LAPACK
- USE_ASV=1
- python: 3.5
dist: trusty # remove after April 2019
diff --git a/doc/source/user/building.rst b/doc/source/user/building.rst
index d224951dd..a9ec496c5 100644
--- a/doc/source/user/building.rst
+++ b/doc/source/user/building.rst
@@ -118,12 +118,70 @@ means that g77 has been used. If libgfortran.so is a dependency, gfortran
has been used. If both are dependencies, this means both have been used, which
is almost always a very bad idea.
+Accelerated BLAS/LAPACK libraries
+---------------------------------
+
+NumPy searches for optimized linear algebra libraries such as BLAS and LAPACK.
+There are specific orders for searching these libraries, as described below.
+
+BLAS
+~~~~
+
+The default order for the libraries are:
+
+1. MKL
+2. BLIS
+3. OpenBLAS
+4. ATLAS
+5. Accelerate (MacOS)
+6. BLAS (NetLIB)
+
+
+If you wish to build against OpenBLAS but you also have BLIS available one
+may predefine the order of searching via the environment variable
+``NPY_BLAS_ORDER`` which is a comma-separated list of the above names which
+is used to determine what to search for, for instance::
+
+ NPY_BLAS_ORDER=ATLAS,blis,openblas,MKL python setup.py build
+
+will prefer to use ATLAS, then BLIS, then OpenBLAS and as a last resort MKL.
+If neither of these exists the build will fail (names are compared
+lower case).
+
+LAPACK
+~~~~~~
+
+The default order for the libraries are:
+
+1. MKL
+2. OpenBLAS
+3. ATLAS
+4. Accelerate (MacOS)
+5. LAPACK (NetLIB)
+
+
+If you wish to build against OpenBLAS but you also have MKL available one
+may predefine the order of searching via the environment variable
+``NPY_LAPACK_ORDER`` which is a comma-separated list of the above names,
+for instance::
+
+ NPY_LAPACK_ORDER=ATLAS,openblas,MKL python setup.py build
+
+will prefer to use ATLAS, then OpenBLAS and as a last resort MKL.
+If neither of these exists the build will fail (names are compared
+lower case).
+
+
Disabling ATLAS and other accelerated libraries
------------------------------------------------
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Usage of ATLAS and other accelerated libraries in NumPy can be disabled
via::
+ NPY_BLAS_ORDER= NPY_LAPACK_ORDER= python setup.py build
+
+or::
+
BLAS=None LAPACK=None ATLAS=None python setup.py build
diff --git a/numpy/distutils/system_info.py b/numpy/distutils/system_info.py
index cd78fa37f..1f4552aea 100644
--- a/numpy/distutils/system_info.py
+++ b/numpy/distutils/system_info.py
@@ -479,6 +479,13 @@ class LapackSrcNotFoundError(LapackNotFoundError):
the LAPACK_SRC environment variable."""
+class BlasOptNotFoundError(NotFoundError):
+ """
+ Optimized (vendor) Blas libraries are not found.
+ Falls back to netlib Blas library which has worse performance.
+ A better performance should be easily gained by switching
+ Blas library."""
+
class BlasNotFoundError(NotFoundError):
"""
Blas (http://www.netlib.org/blas/) libraries not found.
@@ -1582,139 +1589,219 @@ Make sure that -lgfortran is used for C++ extensions.
class lapack_opt_info(system_info):
notfounderror = LapackNotFoundError
+ # Default order of LAPACK checks
+ lapack_order = ['mkl', 'openblas', 'atlas', 'accelerate', 'lapack']
- def calc_info(self):
+ def _calc_info_mkl(self):
+ info = get_info('lapack_mkl')
+ if info:
+ self.set_info(**info)
+ return True
+ return False
- lapack_mkl_info = get_info('lapack_mkl')
- if lapack_mkl_info:
- self.set_info(**lapack_mkl_info)
- return
+ def _calc_info_openblas(self):
+ info = get_info('openblas_lapack')
+ if info:
+ self.set_info(**info)
+ return True
+ info = get_info('openblas_clapack')
+ if info:
+ self.set_info(**info)
+ return True
+ return False
- openblas_info = get_info('openblas_lapack')
- if openblas_info:
- self.set_info(**openblas_info)
- return
+ def _calc_info_atlas(self):
+ info = get_info('atlas_3_10_threads')
+ if not info:
+ info = get_info('atlas_3_10')
+ if not info:
+ info = get_info('atlas_threads')
+ if not info:
+ info = get_info('atlas')
+ if info:
+ # Figure out if ATLAS has lapack...
+ # If not we need the lapack library, but not BLAS!
+ l = info.get('define_macros', [])
+ if ('ATLAS_WITH_LAPACK_ATLAS', None) in l \
+ or ('ATLAS_WITHOUT_LAPACK', None) in l:
+ # Get LAPACK (with possible warnings)
+ # If not found we don't accept anything
+ # since we can't use ATLAS with LAPACK!
+ lapack_info = self._get_info_lapack()
+ if not lapack_info:
+ return False
+ dict_append(info, **lapack_info)
+ self.set_info(**info)
+ return True
+ return False
- openblas_info = get_info('openblas_clapack')
- if openblas_info:
- self.set_info(**openblas_info)
- return
+ def _calc_info_accelerate(self):
+ info = get_info('accelerate')
+ if info:
+ self.set_info(**info)
+ return True
+ return False
- atlas_info = get_info('atlas_3_10_threads')
- if not atlas_info:
- atlas_info = get_info('atlas_3_10')
- if not atlas_info:
- atlas_info = get_info('atlas_threads')
- if not atlas_info:
- atlas_info = get_info('atlas')
-
- accelerate_info = get_info('accelerate')
- if accelerate_info and not atlas_info:
- self.set_info(**accelerate_info)
- return
+ def _get_info_blas(self):
+ # Default to get the optimized BLAS implementation
+ info = get_info('blas_opt')
+ if not info:
+ warnings.warn(BlasNotFoundError.__doc__ or '', stacklevel=3)
+ info_src = get_info('blas_src')
+ if not info_src:
+ warnings.warn(BlasSrcNotFoundError.__doc__ or '', stacklevel=3)
+ return {}
+ dict_append(info, libraries=[('fblas_src', info_src)])
+ return info
- need_lapack = 0
- need_blas = 0
- info = {}
- if atlas_info:
- l = atlas_info.get('define_macros', [])
- if ('ATLAS_WITH_LAPACK_ATLAS', None) in l \
- or ('ATLAS_WITHOUT_LAPACK', None) in l:
- need_lapack = 1
- info = atlas_info
+ def _get_info_lapack(self):
+ info = get_info('lapack')
+ if not info:
+ warnings.warn(LapackNotFoundError.__doc__ or '', stacklevel=3)
+ info_src = get_info('lapack_src')
+ if not info_src:
+ warnings.warn(LapackSrcNotFoundError.__doc__ or '', stacklevel=3)
+ return {}
+ dict_append(info, libraries=[('flapack_src', info_src)])
+ return info
- else:
- warnings.warn(AtlasNotFoundError.__doc__, stacklevel=2)
- need_blas = 1
- need_lapack = 1
+ def _calc_info_lapack(self):
+ info = self._get_info_lapack()
+ if info:
+ info_blas = self._get_info_blas()
+ dict_append(info, **info_blas)
dict_append(info, define_macros=[('NO_ATLAS_INFO', 1)])
+ self.set_info(**info)
+ return True
+ return False
- if need_lapack:
- lapack_info = get_info('lapack')
- #lapack_info = {} ## uncomment for testing
- if lapack_info:
- dict_append(info, **lapack_info)
- else:
- warnings.warn(LapackNotFoundError.__doc__, stacklevel=2)
- lapack_src_info = get_info('lapack_src')
- if not lapack_src_info:
- warnings.warn(LapackSrcNotFoundError.__doc__, stacklevel=2)
- return
- dict_append(info, libraries=[('flapack_src', lapack_src_info)])
-
- if need_blas:
- blas_info = get_info('blas')
- if blas_info:
- dict_append(info, **blas_info)
- else:
- warnings.warn(BlasNotFoundError.__doc__, stacklevel=2)
- blas_src_info = get_info('blas_src')
- if not blas_src_info:
- warnings.warn(BlasSrcNotFoundError.__doc__, stacklevel=2)
- return
- dict_append(info, libraries=[('fblas_src', blas_src_info)])
+ def calc_info(self):
+ user_order = os.environ.get('NPY_LAPACK_ORDER', None)
+ if user_order is None:
+ lapack_order = self.lapack_order
+ else:
+ # the user has requested the order of the
+ # check they are all in the available list, a COMMA SEPARATED list
+ user_order = user_order.lower().split(',')
+ non_existing = []
+ lapack_order = []
+ for order in user_order:
+ if order in self.lapack_order:
+ lapack_order.append(order)
+ elif len(order) > 0:
+ non_existing.append(order)
+ if len(non_existing) > 0:
+ raise ValueError("lapack_opt_info user defined "
+ "LAPACK order has unacceptable "
+ "values: {}".format(non_existing))
+
+ for lapack in lapack_order:
+ if getattr(self, '_calc_info_{}'.format(lapack))():
+ return
- self.set_info(**info)
- return
+ if 'lapack' not in lapack_order:
+ # Since the user may request *not* to use any library, we still need
+ # to raise warnings to signal missing packages!
+ warnings.warn(LapackNotFoundError.__doc__ or '', stacklevel=2)
+ warnings.warn(LapackSrcNotFoundError.__doc__ or '', stacklevel=2)
class blas_opt_info(system_info):
notfounderror = BlasNotFoundError
+ # Default order of BLAS checks
+ blas_order = ['mkl', 'blis', 'openblas', 'atlas', 'accelerate', 'blas']
- def calc_info(self):
+ def _calc_info_mkl(self):
+ info = get_info('blas_mkl')
+ if info:
+ self.set_info(**info)
+ return True
+ return False
- blas_mkl_info = get_info('blas_mkl')
- if blas_mkl_info:
- self.set_info(**blas_mkl_info)
- return
+ def _calc_info_blis(self):
+ info = get_info('blis')
+ if info:
+ self.set_info(**info)
+ return True
+ return False
- blis_info = get_info('blis')
- if blis_info:
- self.set_info(**blis_info)
- return
+ def _calc_info_openblas(self):
+ info = get_info('openblas')
+ if info:
+ self.set_info(**info)
+ return True
+ return False
- openblas_info = get_info('openblas')
- if openblas_info:
- self.set_info(**openblas_info)
- return
+ def _calc_info_atlas(self):
+ info = get_info('atlas_3_10_blas_threads')
+ if not info:
+ info = get_info('atlas_3_10_blas')
+ if not info:
+ info = get_info('atlas_blas_threads')
+ if not info:
+ info = get_info('atlas_blas')
+ if info:
+ self.set_info(**info)
+ return True
+ return False
- atlas_info = get_info('atlas_3_10_blas_threads')
- if not atlas_info:
- atlas_info = get_info('atlas_3_10_blas')
- if not atlas_info:
- atlas_info = get_info('atlas_blas_threads')
- if not atlas_info:
- atlas_info = get_info('atlas_blas')
-
- accelerate_info = get_info('accelerate')
- if accelerate_info and not atlas_info:
- self.set_info(**accelerate_info)
- return
+ def _calc_info_accelerate(self):
+ info = get_info('accelerate')
+ if info:
+ self.set_info(**info)
+ return True
+ return False
- need_blas = 0
+ def _calc_info_blas(self):
+ # Warn about a non-optimized BLAS library
+ warnings.warn(BlasOptNotFoundError.__doc__ or '', stacklevel=3)
info = {}
- if atlas_info:
- info = atlas_info
+ dict_append(info, define_macros=[('NO_ATLAS_INFO', 1)])
+
+ blas = get_info('blas')
+ if blas:
+ dict_append(info, **blas)
else:
- warnings.warn(AtlasNotFoundError.__doc__, stacklevel=2)
- need_blas = 1
- dict_append(info, define_macros=[('NO_ATLAS_INFO', 1)])
+ # Not even BLAS was found!
+ warnings.warn(BlasNotFoundError.__doc__ or '', stacklevel=3)
- if need_blas:
- blas_info = get_info('blas')
- if blas_info:
- dict_append(info, **blas_info)
- else:
- warnings.warn(BlasNotFoundError.__doc__, stacklevel=2)
- blas_src_info = get_info('blas_src')
- if not blas_src_info:
- warnings.warn(BlasSrcNotFoundError.__doc__, stacklevel=2)
- return
- dict_append(info, libraries=[('fblas_src', blas_src_info)])
+ blas_src = get_info('blas_src')
+ if not blas_src:
+ warnings.warn(BlasSrcNotFoundError.__doc__ or '', stacklevel=3)
+ return False
+ dict_append(info, libraries=[('fblas_src', blas_src)])
self.set_info(**info)
- return
+ return True
+
+ def calc_info(self):
+ user_order = os.environ.get('NPY_BLAS_ORDER', None)
+ if user_order is None:
+ blas_order = self.blas_order
+ else:
+ # the user has requested the order of the
+ # check they are all in the available list
+ user_order = user_order.lower().split(',')
+ non_existing = []
+ blas_order = []
+ for order in user_order:
+ if order in self.blas_order:
+ blas_order.append(order)
+ elif len(order) > 0:
+ non_existing.append(order)
+ if len(non_existing) > 0:
+ raise ValueError("blas_opt_info user defined BLAS order has unacceptable values: {}".format(non_existing))
+
+ for blas in blas_order:
+ if getattr(self, '_calc_info_{}'.format(blas))():
+ return
+
+ if 'blas' not in blas_order:
+ # Since the user may request *not* to use any library, we still need
+ # to raise warnings to signal missing packages!
+ warnings.warn(BlasNotFoundError.__doc__ or '', stacklevel=2)
+ warnings.warn(BlasSrcNotFoundError.__doc__ or '', stacklevel=2)
class blas_info(system_info):