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blas_lapack.py
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# Copyright 2013-2020 The Meson development team
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
# http://www.apache.org/licenses/LICENSE-2.0
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import functools
import os
from pathlib import Path
import platform
import re
import subprocess
import sys
import typing as T
from .. import mlog
from .. import mesonlib
from ..mesonlib import MachineChoice, OptionKey
from .base import DependencyMethods, SystemDependency
from .cmake import CMakeDependency
from .detect import packages
from .factory import DependencyFactory, factory_methods
from .pkgconfig import PkgConfigDependency
if T.TYPE_CHECKING:
from ..environment import Environment
"""
TODO: how to select BLAS interface layer (LP64, ILP64)?
LP64 is the 32-bit interface (confusingly, despite the "64")
ILP64 is the 64-bit interface
OpenBLAS library names possible:
- libopenblas
- libopenblas64_ # or nonstandard suffix (see OpenBLAS Makefile) - let's not deal with that
TODO: do we care here about whether OpenBLAS is compiled with pthreads or OpenMP?
MKL has separate .pc files for this (_seq vs. _iomp), OpenBLAS does not
TODO: what about blas/lapack vs. cblas/clapack?
See http://nicolas.limare.net/pro/notes/2014/10/31_cblas_clapack_lapacke/ for details
NOTE: we ignore static libraries for now
Other Notes:
- OpenBLAS can be built with NOFORTRAN, in that case it's CBLAS + f2c'd LAPACK
- OpenBLAS can be built without LAPACK support, Arch Linux currently does this
(see https://github.com/scipy/scipy/issues/17465)
- OpenBLAS library can be renamed with an option in its Makefile
- Build options:
- conda-forge: https://github.com/conda-forge/openblas-feedstock/blob/49ca08fc9d1ff220804aa9b894b9a6fe5db45057/recipe/conda_build_config.yaml
- Spack: https://github.com/spack/spack/blob/develop/var/spack/repos/builtin/packages/openblas/package.py#L52
- vendored into NumPy/SciPy wheels: https://github.com/MacPython/openblas-libs/blob/master/tools/build_openblas.sh#L53
Conda-forge library names and pkg-config output
-----------------------------------------------
(lp64) $ ls lib/libopenblas*
lib/libopenblas.a lib/libopenblasp-r0.3.21.a lib/libopenblasp-r0.3.21.so lib/libopenblas.so lib/libopenblas.so.0
(lp64) $ ls include/
cblas.h f77blas.h lapacke_config.h lapacke.h lapacke_mangling.h lapacke_utils.h lapack.h openblas_config.h
(ilp64) $ ls lib/libopenblas*
lib/libopenblas64_.a lib/libopenblas64_p-r0.3.21.a lib/libopenblas64_p-r0.3.21.so lib/libopenblas64_.so lib/libopenblas64_.so.0
(ilp64) $ ls include/
cblas.h f77blas.h lapacke_config.h lapacke.h lapacke_mangling.h lapacke_utils.h lapack.h openblas_config.h
(lp64) $ pkg-config --cflags openblas
-I/path/to/env/include
(lp64) $ pkg-config --libs openblas
-L/path/to/env/lib -lopenblas
(ilp64) $ pkg-config --cflags openblas
-I/path/to/env/include
ilp64) $ pkg-config --libs openblas
-L/path/to/envlib -lopenblas
LP64 vs ILP64 interface and symbol names
----------------------------------------
Relevant discussions:
- For OpenBLAS, see https://github.com/xianyi/OpenBLAS/issues/646 for standardized agreement on shared library name and symbol suffix.
- PRs that added support for ILP64 to `numpy.distutils`:
- with `64_` symbol suffix: https://github.com/numpy/numpy/pull/15012
- generalized to non-suffixed build: https://github.com/numpy/numpy/pull/15069
- PR that added support for ILP64 to SciPy: https://github.com/scipy/scipy/pull/11302
- Note to self: when SciPy uses ILP64, it also still requires LP64, because not
all submodules support ILP64. Not for the same extensions though.
$ objdump -t lp64/lib/libopenblas.so | grep -E "scopy*" # output cleaned up
cblas_scopy
scopy_
$ objdump -t ilp64/lib/libopenblas64_.so | grep -E "scopy*"
cblas_scopy64_
scopy_64_
What should be implemented in Meson, and what should be left to users? Thoughts:
1. Meson should support a keyword to select the desired interface (`interface :
'ilp64'`), defaulting to `'lp64'` because that is what reference BLAS/LAPACK
provide and what is typically expected.
2. The dependency object returned by `dependency('openblas')` or similar should
be query-able for what the interface is.
3. For OpenBLAS, Meson should look for `libopenblas64_.so` for ILP64.
4. For Fortran, should Meson automatically set the required compile flag
`-fdefault-integer-8`?
- Note: this flag is specific to gfortran and Clang; For Intel compilers it is
`-integer-size 64`(Linux/macOS), `/integer-size: 64` (Windows).
- This is almost always the right thing to do; however for integer
variables that reference an external non-BLAS/LAPACK interface and must
not be changed to 64-bit, those should then be explicitly `integer*4` in
the user code.
5. Users are responsible for implementing name mangling. I.e., appending `64_`
to BLAS/LAPACK symbols when they are requesting ILP64, and also using
portable integer types in their code if they want to be able to build with
both LP64 and ILP64. This typically looks something like:
```C
#ifdef HAVE_CBLAS64_
#define CBLAS_FUNC(name) name ## 64_
#else
#define CBLAS_FUNC(name) name
#endif
CBLAS_FUNC(cblas_dgemm)(...);
```
6. Users are responsible for implementing a build option (e.g., in `meson_options.txt`)
if they want to allow switching between LP64 and ILP64.
7. Meson doesn't know anything about f2py; users have to instruct f2py to use
64-bit integers with `--f2cmap` or similar. See `get_f2py_int64_options` in
SciPy for details.
8. When mixing C and Fortran code, the C code typically needs mangling because
Fortran expects a trailing underscore. This is up to the user to implement.
9. TBD: `numpy.distutils` does a symbol prefix/suffix check and provides the
result to its users, it could be helpful if Meson did this. See
https://github.com/numpy/numpy/blob/6094eff9/numpy/distutils/system_info.py#L2271-L2278.
CBLAS
-----
Initial rough notes:
- Not all implementations provide CBLAS,
- The header is typically named `cblas.h`, however MKL calls it `mkl_cblas.h`,
- OpenBLAS can be built without a Fortran compiler, in that case it's CBLAS + f2c'd LAPACK,
- It would be useful if the dependency objects that Meson returned can be
queried for whether CBLAS is present or not.
- numpy.distutils detects CBLAS and defines `HAVE_CBLAS` if it's found.
- BLIS doesn't build the CBLAS interface by default. To build it, define
`BLIS_ENABLE_CBLAS`.
- NumPy requires CBLAS, it's not optional.
MKL
---
MKL docs: https://www.intel.com/content/www/us/en/develop/documentation/onemkl-windows-developer-guide/top/linking-your-application-with-onemkl/linking-in-detail/linking-with-interface-libraries/using-the-ilp64-interface-vs-lp64-interface.html
MKL link line advisor: https://www.intel.com/content/www/us/en/developer/tools/oneapi/onemkl-link-line-advisor.html
$ cd /opt/intel/oneapi/mkl/latest/lib # from recommended Intel installer
$ ls pkgconfig/
mkl-dynamic-ilp64-iomp.pc mkl-dynamic-lp64-iomp.pc mkl-static-ilp64-iomp.pc mkl-static-lp64-iomp.pc
mkl-dynamic-ilp64-seq.pc mkl-dynamic-lp64-seq.pc mkl-static-ilp64-seq.pc mkl-static-lp64-seq.pc
$ pkg-config --libs mkl-dynamic-ilp64-seq
-L/opt/intel/oneapi/mkl/latest/lib/pkgconfig/../../lib/intel64 -lmkl_intel_ilp64 -lmkl_sequential -lmkl_core -lpthread -lm -ldl
$ pkg-config --cflags mkl-dynamic-ilp64-seq
-DMKL_ILP64 -I/opt/intel/oneapi/mkl/latest/lib/pkgconfig/../../include
$ ls intel64/libmkl*
intel64/libmkl_avx2.so.2 intel64/libmkl_cdft_core.so.2 intel64/libmkl_intel_lp64.so.2 intel64/libmkl_sequential.a
intel64/libmkl_avx512.so.2 intel64/libmkl_core.a intel64/libmkl_intel_thread.a intel64/libmkl_sequential.so
intel64/libmkl_avx.so.2 intel64/libmkl_core.so intel64/libmkl_intel_thread.so intel64/libmkl_sequential.so.2
intel64/libmkl_blacs_intelmpi_ilp64.a intel64/libmkl_core.so.2 intel64/libmkl_intel_thread.so.2 intel64/libmkl_sycl.a
intel64/libmkl_blacs_intelmpi_ilp64.so intel64/libmkl_def.so.2 intel64/libmkl_lapack95_ilp64.a intel64/libmkl_sycl.so
intel64/libmkl_blacs_intelmpi_ilp64.so.2 intel64/libmkl_gf_ilp64.a intel64/libmkl_lapack95_lp64.a intel64/libmkl_sycl.so.2
intel64/libmkl_blacs_intelmpi_lp64.a intel64/libmkl_gf_ilp64.so intel64/libmkl_mc3.so.2 intel64/libmkl_tbb_thread.a
intel64/libmkl_blacs_intelmpi_lp64.so intel64/libmkl_gf_ilp64.so.2 intel64/libmkl_mc.so.2 intel64/libmkl_tbb_thread.so
intel64/libmkl_blacs_intelmpi_lp64.so.2 intel64/libmkl_gf_lp64.a intel64/libmkl_pgi_thread.a intel64/libmkl_tbb_thread.so.2
intel64/libmkl_blacs_openmpi_ilp64.a intel64/libmkl_gf_lp64.so intel64/libmkl_pgi_thread.so intel64/libmkl_vml_avx2.so.2
intel64/libmkl_blacs_openmpi_ilp64.so intel64/libmkl_gf_lp64.so.2 intel64/libmkl_pgi_thread.so.2 intel64/libmkl_vml_avx512.so.2
intel64/libmkl_blacs_openmpi_ilp64.so.2 intel64/libmkl_gnu_thread.a intel64/libmkl_rt.so intel64/libmkl_vml_avx.so.2
intel64/libmkl_blacs_openmpi_lp64.a intel64/libmkl_gnu_thread.so intel64/libmkl_rt.so.2 intel64/libmkl_vml_cmpt.so.2
intel64/libmkl_blacs_openmpi_lp64.so intel64/libmkl_gnu_thread.so.2 intel64/libmkl_scalapack_ilp64.a intel64/libmkl_vml_def.so.2
# intel64/libmkl_blacs_openmpi_lp64.so.2 intel64/libmkl_intel_ilp64.a intel64/libmkl_scalapack_ilp64.so intel64/libmkl_vml_mc2.so.2
# intel64/libmkl_blas95_ilp64.a intel64/libmkl_intel_ilp64.so intel64/libmkl_scalapack_ilp64.so.2 intel64/libmkl_vml_mc3.so.2
# intel64/libmkl_blas95_lp64.a intel64/libmkl_intel_ilp64.so.2 intel64/libmkl_scalapack_lp64.a intel64/libmkl_vml_mc.so.2
intel64/libmkl_cdft_core.a intel64/libmkl_intel_lp64.a intel64/libmkl_scalapack_lp64.so
intel64/libmkl_cdft_core.so intel64/libmkl_intel_lp64.so intel64/libmkl_scalapack_lp64.so.2
$ objdump -t intel64/libmkl_intel_ilp64.so | grep scopy # cleaned up output:
0000000000000000 *UND* 0000000000000000 mkl_blas_scopy
0000000000323000 g F .text 0000000000000030 cblas_scopy_64
00000000002cecf0 g F .text 0000000000000030 cblas_scopy
000000000025aca0 g F .text 00000000000001d0 mkl_blas__scopy
000000000025aca0 g F .text 00000000000001d0 scopy_64_
000000000025aca0 g F .text 00000000000001d0 scopy_64
000000000025aca0 g F .text 00000000000001d0 scopy_
000000000025aca0 g F .text 00000000000001d0 scopy
tl;dr: for MKL there's 8 pkg-config file, so you choose lp64/ilp64, dynamic/static, and pthreads/openmp;
after that you can pick whatever symbols you like, they all exist and are aliases.
A test with SciPy & MKL:
$ # No pkg-config files for MKL in conda-forge yet, so use the Intel installer:
$ export PKG_CONFIG_PATH=/opt/intel/oneapi/mkl/latest/lib/pkgconfig/
$ meson setup build --prefix=$PWD/build-install -Dblas=mkl-dynamic-ilp64-seq -Dlapack=mkl-dynamic-ilp64-seq
$ python dev.py build
$ ldd build/scipy/linalg/_flapack.cpython-310-x86_64-linux-gnu.so
linux-vdso.so.1 (0x00007ffe2cd14000)
libmkl_intel_ilp64.so.2 => /opt/intel/oneapi/mkl/latest/lib/intel64/libmkl_intel_ilp64.so.2 (0x00007f75a5000000)
libmkl_sequential.so.2 => /opt/intel/oneapi/mkl/latest/lib/intel64/libmkl_sequential.so.2 (0x00007f75a3400000)
libmkl_core.so.2 => /opt/intel/oneapi/mkl/latest/lib/intel64/libmkl_core.so.2 (0x00007f759f000000)
libm.so.6 => /usr/lib/libm.so.6 (0x00007f75a62e2000)
libc.so.6 => /usr/lib/libc.so.6 (0x00007f759ee19000)
/usr/lib64/ld-linux-x86-64.so.2 (0x00007f75a63e8000)
libdl.so.2 => /usr/lib/libdl.so.2 (0x00007f75a62db000)
libpthread.so.0 => /usr/lib/libpthread.so.0 (0x00007f75a62d6000
$ # Due to RPATH stripping on install, this doesn't actually work unless we put MKL into our conda env:
$ ldd build-install/lib/python3.10/site-packages/scipy/linalg/_flapack.cpython-310-x86_64-linux-gnu.so
linux-vdso.so.1 (0x00007ffdf6bc6000)
libmkl_intel_ilp64.so.2 => not found
libmkl_sequential.so.2 => not found
libmkl_core.so.2 => not found
libm.so.6 => /usr/lib/libm.so.6 (0x00007f7e35318000)
libc.so.6 => /usr/lib/libc.so.6 (0x00007f7e35131000)
/usr/lib64/ld-linux-x86-64.so.2 (0x00007f7e356e5000)
Also need to remember that MKL uses a g77 ABI (Accelerate too), while OpenBLAS and most other BLAS
libraries will be using the gfortran ABI. See the `use-g77-abi` option in SciPy's meson_options.txt.
ArmPL
-----
Pkg-config file names for ArmPL to use (from https://github.com/spack/spack/pull/34979#discussion_r1073213319):
armpl-dynamic-ilp64-omp armpl-Fortran-static-ilp64-omp
armpl-dynamic-ilp64-omp.pc armpl-Fortran-static-ilp64-omp.pc
armpl-dynamic-ilp64-seq armpl-Fortran-static-ilp64-seq
armpl-dynamic-ilp64-seq.pc armpl-Fortran-static-ilp64-seq.pc
armpl-dynamic-lp64-omp armpl-Fortran-static-lp64-omp
armpl-dynamic-lp64-omp.pc armpl-Fortran-static-lp64-omp.pc
armpl-dynamic-lp64-seq armpl-Fortran-static-lp64-seq
armpl-dynamic-lp64-seq.pc armpl-Fortran-static-lp64-seq.pc
armpl-Fortran-dynamic-ilp64-omp armpl-static-ilp64-omp
armpl-Fortran-dynamic-ilp64-omp.pc armpl-static-ilp64-omp.pc
armpl-Fortran-dynamic-ilp64-seq armpl-static-ilp64-seq
armpl-Fortran-dynamic-ilp64-seq.pc armpl-static-ilp64-seq.pc
armpl-Fortran-dynamic-lp64-omp armpl-static-lp64-omp
armpl-Fortran-dynamic-lp64-omp.pc armpl-static-lp64-omp.pc
armpl-Fortran-dynamic-lp64-seq armpl-static-lp64-seq
armpl-Fortran-dynamic-lp64-seq.pc armpl-static-lp64-seq.pc
Note that as of Jan'23, ArmPL ships the files without a `.pc` extension (that
will hopefully be fixed), and Spack renames then so adds the `.pc` copies of
the original files.
Apple Accelerate
----------------
In macOS >=13.3, two LP64 and one ILP64 build of vecLib are shipped. Due to
compatibility, the legacy interfaces (providing LAPACK 3.2.1) will be used by
default. To use the new interfaces (providing LAPACK 3.9.1), including ILP64,
it is necessary to set some #defines before including Accelerate / vecLib headers:
- `-DACCELERATE_NEW_LAPACK`: use the new interfaces
- `-DACCELERATE_LAPACK_ILP64`: use new ILP64 interfaces (note this requires
`-DACCELERATE_NEW_LAPACK` to be set as well)
The normal F77 symbols will remain as the legacy implementation. The newer
interfaces have separate symbols with suffixes `$NEWLAPACK` or `$NEWLAPACK$ILP64`.
Example binary symbols:
- `_dgemm_`: this is the legacy implementation
- `_dgemm$NEWLAPACK`: this is the new implementation
- `_dgemm$NEWLAPACK$ILP64`: this is the new ILP64 implementaion
If you use Accelerate / vecLib headers with the above defines, you don't need
to worry about the symbol names. They'll get aliased correctly.
For headers and linker flags, check if these directories exist before using them:
1. `-I/System/Library/Frameworks/vecLib.framework/Headers`,
flags: ['-Wl,-framework', '-Wl,Accelerate']
2. `-I/System/Library/Frameworks/vecLib.framework/Headers`,
flags: ['-Wl,-framework', '-Wl,vecLib']
Note that the dylib's are no longer physically present, they're provided in the
shared linker cache.
"""
def check_blas_machine_file(self, name: str, props: dict) -> T.Tuple[bool, T.List[str]]:
# TBD: do we need to support multiple extra dirs?
incdir = props.get(f'{name}_includedir')
assert incdir is None or isinstance(incdir, str)
libdir = props.get(f'{name}_librarydir')
assert libdir is None or isinstance(libdir, str)
if incdir and libdir:
has_dirs = True
if not Path(incdir).is_absolute() or not Path(libdir).is_absolute():
raise mesonlib.MesonException('Paths given for openblas_includedir and '
'openblas_librarydir in machine file must be absolute')
return has_dirs, [libdir, incdir]
elif incdir or libdir:
raise mesonlib.MesonException('Both openblas_includedir *and* openblas_librarydir '
'have to be set in your machine file (one is not enough)')
else:
raise mesonlib.MesonBugException('issue with openblas dependency detection, should not '
'be possible to reach this else clause')
return (False, [])
class BLASLAPACKMixin():
def parse_modules(self, kwargs: T.Dict[str, T.Any]) -> None:
modules: T.List[str] = mesonlib.extract_as_list(kwargs, 'modules')
valid_modules = ['interface: lp64', 'interface: ilp64', 'cblas', 'lapack', 'lapacke']
for module in modules:
if module not in valid_modules:
raise mesonlib.MesonException(f'Unknown modules argument: {module}')
interface = [s for s in modules if s.startswith('interface')]
if interface:
if len(interface) > 1:
raise mesonlib.MesonException(f'Only one interface must be specified, found: {interface}')
self.interface = interface[0].split(' ')[1]
else:
self.interface = 'lp64'
self.needs_cblas = 'cblas' in modules
self.needs_lapack = 'lapack' in modules
self.needs_lapacke = 'lapacke' in modules
def check_symbols(self, compile_args, suffix=None, check_cblas=True,
check_lapacke=True, lapack_only=False) -> None:
# verify that we've found the right LP64/ILP64 interface
symbols = []
if not lapack_only:
symbols += ['dgemm_']
if check_cblas and self.needs_cblas:
symbols += ['cblas_dgemm']
if self.needs_lapack:
symbols += ['zungqr_']
if check_lapacke and self.needs_lapacke:
symbols += ['LAPACKE_zungqr']
if suffix is None:
suffix = self.get_symbol_suffix()
prototypes = "".join(f"void {symbol}{suffix}();\n" for symbol in symbols)
calls = " ".join(f"{symbol}{suffix}();\n" for symbol in symbols)
code = (f"{prototypes}"
"int main(int argc, const char *argv[])\n"
"{\n"
f" {calls}"
" return 0;\n"
"}"
)
code = '''#ifdef __cplusplus
extern "C" {
#endif
''' + code + '''
#ifdef __cplusplus
}
#endif
'''
return self.clib_compiler.links(code, self.env, extra_args=compile_args)[0]
def get_variable(self, **kwargs: T.Dict[str, T.Any]) -> str:
# TODO: what's going on with `get_variable`? Need to pick from
# cmake/pkgconfig/internal/..., but not system?
varname = kwargs['pkgconfig']
if varname == 'interface':
return self.interface
elif varname == 'symbol_suffix':
return self.get_symbol_suffix()
return super().get_variable(**kwargs)
class OpenBLASMixin():
def get_symbol_suffix(self) -> str:
return '' if self.interface == 'lp64' else self._ilp64_suffix
def probe_symbols(self, compile_args) -> bool:
"""There are two common ways of building ILP64 BLAS, check which one we're dealing with"""
if self.interface == 'lp64':
return self.check_symbols(compile_args)
if self.check_symbols(compile_args, '64_'):
self._ilp64_suffix = '64_'
elif self.check_symbols(compile_args, ''):
self._ilp64_suffix = ''
else:
return False
return True
class OpenBLASSystemDependency(BLASLAPACKMixin, OpenBLASMixin, SystemDependency):
def __init__(self, name: str, environment: 'Environment', kwargs: T.Dict[str, T.Any]) -> None:
super().__init__(name, environment, kwargs)
self.feature_since = ('1.3.0', '')
self.parse_modules(kwargs)
# First, look for paths specified in a machine file
props = self.env.properties[self.for_machine].properties
if any(x in props for x in ['openblas_includedir', 'openblas_librarydir']):
self.detect_openblas_machine_file(props)
# Then look in standard directories by attempting to link
if not self.is_found:
extra_libdirs: T.List[str] = []
self.detect(extra_libdirs)
if self.is_found:
self.version = self.detect_openblas_version()
def detect(self, lib_dirs: T.Optional[T.List[str]] = None, inc_dirs: T.Optional[T.List[str]] = None) -> None:
if lib_dirs is None:
lib_dirs = []
if inc_dirs is None:
inc_dirs = []
if self.interface == 'lp64':
libnames = ['openblas']
elif self.interface == 'ilp64':
libnames = ['openblas64', 'openblas_ilp64', 'openblas']
for libname in libnames:
link_arg = self.clib_compiler.find_library(libname, self.env, lib_dirs)
if link_arg:
incdir_args = [f'-I{inc_dir}' for inc_dir in inc_dirs]
for hdr in ['openblas_config.h', 'openblas/openblas_config.h']:
found_header, _ = self.clib_compiler.has_header(hdr, '', self.env, dependencies=[self],
extra_args=incdir_args)
if found_header:
self._openblas_config_header = hdr
break
if link_arg and found_header:
if not self.probe_symbols(link_arg):
continue
self.is_found = True
self.link_args += link_arg
self.compile_args += incdir_args
break
def detect_openblas_machine_file(self, props: dict) -> None:
has_dirs, _dirs = check_blas_machine_file('openblas', props)
if has_dirs:
libdir, incdir = _dirs
self.detect([libdir], [incdir])
def detect_openblas_version(self) -> str:
v, _ = self.clib_compiler.get_define('OPENBLAS_VERSION',
f'#include <{self._openblas_config_header}>',
self.env, [], [self])
m = re.search(r'\d+(?:\.\d+)+', v)
if not m:
mlog.debug('Failed to extract openblas version information')
return None
return m.group(0)
class OpenBLASPkgConfigDependency(BLASLAPACKMixin, OpenBLASMixin, PkgConfigDependency):
def __init__(self, name: str, env: 'Environment', kwargs: T.Dict[str, T.Any]) -> None:
self.feature_since = ('1.3.0', '')
self.parse_modules(kwargs)
if self.interface == 'lp64' and name != 'openblas':
# Check only for 'openblas' for LP64 (there are multiple names for ILP64)
self.is_found = False
return None
super().__init__(name, env, kwargs)
if self.is_found and not self.probe_symbols(self.link_args):
self.is_found = False
class OpenBLASCMakeDependency(BLASLAPACKMixin, OpenBLASMixin, CMakeDependency):
def __init__(self, name: str, env: 'Environment', kwargs: T.Dict[str, T.Any],
language: T.Optional[str] = None, force_use_global_compilers: bool = False) -> None:
super().__init__('OpenBLAS', env, kwargs, language, force_use_global_compilers)
self.feature_since = ('1.3.0', '')
self.parse_modules(kwargs)
if self.interface == 'ilp64':
self.is_found = False
elif self.is_found and not self.probe_symbols(self.link_args):
self.is_found = False
class NetlibMixin():
def get_symbol_suffix(self) -> str:
self._ilp64_suffix = '' # Handle `64_` suffix, or custom suffixes?
return '' if self.interface == 'lp64' else self._ilp64_suffix
def probe_symbols(self, compile_args, check_cblas=True, check_lapacke=True,
lapack_only=False) -> bool:
"""Most ILP64 BLAS builds will not use a suffix, but the new standard will be _64
(see Reference-LAPACK/lapack#666). Check which one we're dealing with"""
if self.interface == 'lp64':
return self.check_symbols(compile_args, check_cblas=check_cblas,
check_lapacke=check_lapacke, lapack_only=lapack_only)
if self.check_symbols(compile_args, '_64', check_cblas=check_cblas,
check_lapacke=check_lapacke, lapack_only=lapack_only):
self._ilp64_suffix = '_64'
elif self.check_symbols(compile_args, '', check_cblas=check_cblas,
check_lapacke=check_lapacke, lapack_only=lapack_only):
self._ilp64_suffix = ''
else:
return False
return True
class NetlibBLASPkgConfigDependency(BLASLAPACKMixin, NetlibMixin, PkgConfigDependency):
def __init__(self, name: str, env: 'Environment', kwargs: T.Dict[str, T.Any]) -> None:
# TODO: add ILP64 - needs factory function like for OpenBLAS
super().__init__(name, env, kwargs)
self.feature_since = ('1.3.0', '')
self.parse_modules(kwargs)
if self.is_found:
if self.needs_cblas:
# `name` may be 'blas' or 'blas64'; CBLAS library naming should be consistent
# with BLAS library naming, so just prepend 'c' and try to detect it.
try:
cblas_pc = PkgConfigDependency('c'+name, env, kwargs)
if cblas_pc.found():
self.link_args += cblas_pc.link_args
self.compile_args += cblas_pc.compile_args
except DependencyException:
pass
if not self.probe_symbols(self.link_args):
self.is_found = False
class NetlibBLASSystemDependency(BLASLAPACKMixin, NetlibMixin, SystemDependency):
def __init__(self, name: str, environment: 'Environment', kwargs: T.Dict[str, T.Any]) -> None:
super().__init__(name, environment, kwargs)
self.feature_since = ('1.3.0', '')
self.parse_modules(kwargs)
# First, look for paths specified in a machine file
props = self.env.properties[self.for_machine].properties
if any(x in props for x in ['blas_includedir', 'blas_librarydir']):
self.detect_blas_machine_file(props)
# Then look in standard directories by attempting to link
if not self.is_found:
extra_libdirs: T.List[str] = []
self.detect(extra_libdirs)
if self.is_found:
self.version = 'unknown' # no way to derive this from standard headers
def detect(self, lib_dirs: T.Optional[T.List[str]] = None, inc_dirs: T.Optional[T.List[str]] = None) -> None:
if lib_dirs is None:
lib_dirs = []
if inc_dirs is None:
inc_dirs = []
if self.interface == 'lp64':
libnames = ['blas']
cblas_headers = ['cblas.h']
elif self.interface == 'ilp64':
libnames = ['blas64', 'blas']
cblas_headers = ['cblas_64.h', 'cblas.h']
for libname in libnames:
link_arg = self.clib_compiler.find_library(libname, self.env, lib_dirs)
if not link_arg:
continue
# libblas may include CBLAS symbols (Debian builds it like this),
# but more often than not there's a separate libcblas library. Handle both cases.
if not self.probe_symbols(link_arg, check_cblas=False):
continue
if self.needs_cblas:
cblas_in_blas = self.probe_symbols(link_arg, check_cblas=True)
if self.needs_cblas and not cblas_in_blas:
# We found libblas and it does not contain CBLAS symbols, so we need libcblas
cblas_libname = 'c' + libname
link_arg_cblas = self.clib_compiler.find_library(cblas_libname, self.env, lib_dirs)
if link_arg_cblas:
link_arg.extend(link_arg_cblas)
else:
# We didn't find CBLAS
continue
self.is_found = True
self.link_args += link_arg
if self.needs_cblas:
incdir_args = [f'-I{inc_dir}' for inc_dir in inc_dirs]
for hdr in cblas_headers:
found_header, _ = self.clib_compiler.has_header(hdr, '', self.env, dependencies=[self],
extra_args=incdir_args)
if found_header:
# If we don't get here, we found the library but not the header - this may
# be okay, since projects may ship their own CBLAS header for portability)
self.compile_args += incdir_args
break
def detect_blas_machine_file(self, props: dict) -> None:
has_dirs, _dirs = check_blas_machine_file('blas', props)
if has_dirs:
libdir, incdir = _dirs
self.detect([libdir], [incdir])
class NetlibLAPACKPkgConfigDependency(BLASLAPACKMixin, NetlibMixin, PkgConfigDependency):
def __init__(self, name: str, env: 'Environment', kwargs: T.Dict[str, T.Any]) -> None:
# TODO: add ILP64 (needs factory function like for OpenBLAS)
super().__init__(name, env, kwargs)
self.feature_since = ('1.3.0', '')
self.parse_modules(kwargs)
if self.is_found:
if self.needs_lapacke:
# Similar to CBLAS: there may be a separate liblapacke.so
try:
lapacke_pc = PkgConfigDependency(name+'e', env, kwargs)
if lapacke_pc.found():
self.link_args += lapacke_pc.link_args
self.compile_args += lapacke_pc.compile_args
except DependencyException:
pass
if not self.probe_symbols(self.link_args, lapack_only=True):
self.is_found = False
class NetlibLAPACKSystemDependency(BLASLAPACKMixin, NetlibMixin, SystemDependency):
def __init__(self, name: str, environment: 'Environment', kwargs: T.Dict[str, T.Any]) -> None:
super().__init__(name, environment, kwargs)
self.feature_since = ('1.3.0', '')
self.parse_modules(kwargs)
# First, look for paths specified in a machine file
props = self.env.properties[self.for_machine].properties
if any(x in props for x in ['lapack_includedir', 'lapack_librarydir']):
self.detect_lapack_machine_file(props)
# Then look in standard directories by attempting to link
if not self.is_found:
extra_libdirs: T.List[str] = []
self.detect(extra_libdirs)
if self.is_found:
self.version = 'unknown' # no way to derive this from standard headers
def detect(self, lib_dirs: T.Optional[T.List[str]] = None, inc_dirs: T.Optional[T.List[str]] = None) -> None:
if lib_dirs is None:
lib_dirs = []
if inc_dirs is None:
inc_dirs = []
if self.interface == 'lp64':
libnames = ['lapack']
lapacke_headers = ['lapacke.h']
elif self.interface == 'ilp64':
libnames = ['lapack64', 'lapack']
lapacke_headers = ['lapacke_64.h', 'lapacke.h']
for libname in libnames:
link_arg = self.clib_compiler.find_library(libname, self.env, lib_dirs)
if not link_arg:
continue
if not self.probe_symbols(link_arg, check_lapacke=False, lapack_only=True):
continue
if self.needs_lapacke:
lapacke_in_lapack = self.probe_symbols(link_arg, check_lapacke=True, lapack_only=True)
if self.needs_lapacke and not lapacke_in_lapack:
# We found liblapack and it does not contain LAPACKE symbols, so we need liblapacke
lapacke_libname = libname + 'e'
link_arg_lapacke = self.clib_compiler.find_library(lapacke_libname, self.env, lib_dirs)
if link_arg_lapacke:
link_arg.extend(link_arg_lapacke)
else:
# We didn't find LAPACKE
continue
self.is_found = True
self.link_args += link_arg
if self.needs_lapacke:
incdir_args = [f'-I{inc_dir}' for inc_dir in inc_dirs]
for hdr in lapacke_headers:
found_header, _ = self.clib_compiler.has_header(hdr, '', self.env, dependencies=[self],
extra_args=incdir_args)
if found_header:
# If we don't get here, we found the library but not the header - this may
# be okay, since projects may ship their own LAPACKE header for portability)
self.compile_args += incdir_args
break
def detect_lapack_machine_file(self, props: dict) -> None:
has_dirs, _dirs = check_blas_machine_file('lapack', props)
if has_dirs:
libdir, incdir = _dirs
self.detect([libdir], [incdir])
class AccelerateSystemDependency(BLASLAPACKMixin, SystemDependency):
"""
Accelerate is always installed on macOS, and not available on other OSes.
We only support using Accelerate on macOS >=13.3, where Apple shipped a
major update to Accelerate, fixed a lot of bugs, and bumped the LAPACK
version from 3.2 to 3.9. The older Accelerate version is still available,
and can be obtained as a standard Framework dependency with one of:
dependency('Accelerate')
dependency('appleframeworks', modules : 'Accelerate')
"""
def __init__(self, name: str, environment: 'Environment', kwargs: T.Dict[str, T.Any]) -> None:
super().__init__(name, environment, kwargs)
self.feature_since = ('1.3.0', '')
self.parse_modules(kwargs)
for_machine = MachineChoice.BUILD if kwargs.get('native', False) else MachineChoice.HOST
if (
(environment.machines[for_machine].system == 'darwin' and self.check_macOS_recent_enough())
or (environment.machines[for_machine].system == 'ios' and self.check_iOS_recent_enough())
):
self.detect(kwargs)
def check_macOS_recent_enough(self) -> bool:
macos_version = platform.mac_ver()[0]
deploy_target = os.environ.get('MACOSX_DEPLOYMENT_TARGET', macos_version)
if not mesonlib.version_compare(deploy_target, '>=13.3'):
return False
# We also need the SDK to be >=13.3 (meaning at least XCode 14.3)
cmd = ['xcrun', '-sdk', 'macosx', '--show-sdk-version']
sdk_version = subprocess.run(cmd, capture_output=True, check=True, text=True).stdout.strip()
return mesonlib.version_compare(sdk_version, '>=13.3')
def check_iOS_recent_enough(self) -> bool:
ios_version = platform.ios_ver().system
deploy_target = os.environ.get('IPHONEOS_DEPLOYMENT_TARGET', ios_version)
if not mesonlib.version_compare(deploy_target, '>=16.4'):
return False
# We also need the SDK to be >=16.4
sdk = "iphonesimulator" if platform.ios_ver().is_simulator else "iphoneos"
cmd = ['xcrun', '-sdk', sdk, '--show-sdk-version']
sdk_version = subprocess.run(cmd, capture_output=True, check=True, text=True).stdout.strip()
return mesonlib.version_compare(sdk_version, '>=16.4')
def detect(self, kwargs: T.Dict[str, T.Any]) -> None:
from .framework import ExtraFrameworkDependency
dep = ExtraFrameworkDependency('Accelerate', self.env, kwargs)
self.is_found = dep.is_found
if self.is_found:
self.compile_args = dep.compile_args
self.link_args = dep.link_args
self.compile_args += ['-DACCELERATE_NEW_LAPACK']
if self.interface == 'ilp64':
self.compile_args += ['-DACCELERATE_LAPACK_ILP64']
# We won't check symbols here, because Accelerate is built in a consistent fashion
# with known symbol mangling, unlike OpenBLAS or Netlib BLAS/LAPACK.
return None
def get_symbol_suffix(self) -> str:
return '$NEWLAPACK' if self.interface == 'lp64' else '$NEWLAPACK$ILP64'
class MKLMixin():
def get_symbol_suffix(self) -> str:
return '' if self.interface == 'lp64' else '_64'
def parse_mkl_options(self, kwargs: T.Dict[str, T.Any]) -> None:
"""Parse `modules` and remove threading and SDL options from it if they are present.
Removing 'threading: <val>' and 'sdl' from `modules` is needed to ensure those
don't get to the generic parse_modules() method for all BLAS/LAPACK dependencies.
"""
modules: T.List[str] = mesonlib.extract_as_list(kwargs, 'modules')
threading_module = [s for s in modules if s.startswith('threading')]
sdl_module = [s for s in modules if s.startswith('sdl')]
if not threading_module:
self.threading = 'iomp'
elif len(threading_module) > 1:
raise mesonlib.MesonException(f'Multiple threading arguments: {threading_modules}')
else:
# We have a single threading option specified - validate and process it
opt = threading_module[0]
if opt not in ['threading: ' + s for s in ('seq', 'iomp', 'gomp', 'tbb')]:
raise mesonlib.MesonException(f'Invalid threading argument: {opt}')
self.threading = opt.split(' ')[1]
modules = [s for s in modules if not s == opt]
kwargs['modules'] = modules
if not sdl_module:
self.use_sdl = 'auto'
elif len(sdl_module) > 1:
raise mesonlib.MesonException(f'Multiple sdl arguments: {threading_modules}')
else:
# We have a single sdl option specified - validate and process it
opt = sdl_module[0]
if opt not in ['sdl: ' + s for s in ('true', 'false', 'auto')]:
raise mesonlib.MesonException(f'Invalid sdl argument: {opt}')
self.use_sdl = {
'false': False,
'true': True,
'auto': 'auto'
}.get(opt.split(' ')[1])
modules = [s for s in modules if not s == opt]
kwargs['modules'] = modules
# Parse common BLAS/LAPACK options
self.parse_modules(kwargs)
# Check if we don't have conflicting options between SDL's defaults and interface/threading
self.sdl_default_opts = self.interface == 'lp64' and self.threading == 'iomp'
if self.use_sdl == 'auto' and not self.sdl_default_opts:
self.use_sdl = False
elif self.use_sdl and not self.sdl_default_opts:
# If we're here, we got an explicit `sdl: 'true'`
raise mesonlib.MesonException(f'Linking SDL implies using LP64 and Intel OpenMP, found '
f'conflicting options: {self.interface}, {self.threading}')
return None
class MKLPkgConfigDependency(BLASLAPACKMixin, MKLMixin, PkgConfigDependency):
"""
pkg-config files for MKL were fixed recently, and should work from 2023.0
onwards. Directly using a specific one like so should work:
dependency('mkl-dynamic-ilp64-seq')
The naming scheme is `mkl-libtype-interface-threading.pc`, with values:
- libtype: dynamic/static
- interface: lp64/ilp64
- threading: seq/iomp/gomp/tbb
Furthermore there is a pkg-config file for the Single Dynamic Library
(libmkl_rt.so) named `mkl-sdl.pc` (only added in 2023.0).
Note that there is also an MKLPkgConfig dependency in scalapack.py, which
has more manual fixes.
"""
def __init__(self, name: str, env: 'Environment', kwargs: T.Dict[str, T.Any]) -> None:
self.feature_since = ('1.3.0', '')
self.parse_mkl_options(kwargs)
if self.use_sdl == 'auto':
# Layered libraries are preferred, and .pc files for layered were
# available before the .pc file for SDL
self.use_sdl = False
static_opt = kwargs.get('static', env.coredata.get_option(OptionKey('prefer_static')))
libtype = 'static' if static_opt else 'dynamic'
if self.use_sdl:
name = 'mkl-sdl'
else:
name = f'mkl-{libtype}-{self.interface}-{self.threading}'
super().__init__(name, env, kwargs)
class MKLSystemDependency(BLASLAPACKMixin, MKLMixin, SystemDependency):
"""This only detects MKL's Single Dynamic Library (SDL)"""
def __init__(self, name: str, environment: 'Environment', kwargs: T.Dict[str, T.Any]) -> None:
super().__init__(name, environment, kwargs)
self.feature_since = ('1.3.0', '')
self.parse_mkl_options(kwargs)
if self.use_sdl == 'auto':
# Too complex to use layered here - only supported with pkg-config
self.use_sdl = True
if self.use_sdl:
self.detect_sdl()
return None
def detect_sdl(self) -> None:
# Use MKLROOT in addition to standard libdir(s)
_m = os.environ.get('MKLROOT')
mklroot = Path(_m).resolve() if _m else None
lib_dirs = []
inc_dirs = []
if mklroot is not None:
libdir = mklroot / 'lib' / 'intel64'
if not libdir.exists():
# MKLROOT may be pointing at the prefix where MKL was installed from PyPI
# or Conda (Intel supports those install methods, but dropped the `intel64`
# part, libraries go straight into <prefix>/lib
libdir = mklroot / 'lib'
incdir = mklroot / 'include'
lib_dirs += [libdir]
inc_dirs += [incdir]
if not libdir.exists() or not incdir.exists():
mlog.warning(f'MKLROOT env var set to {mklroot}, but not pointing to an MKL install')
link_arg = self.clib_compiler.find_library('mkl_rt', self.env, lib_dirs)
if link_arg:
incdir_args = [f'-I{inc_dir}' for inc_dir in inc_dirs]
found_header, _ = self.clib_compiler.has_header('mkl_version.h', '', self.env,
dependencies=[self], extra_args=incdir_args)
if link_arg and found_header:
self.is_found = True
self.compile_args += incdir_args
self.link_args += link_arg
if not sys.platform == 'win32':
self.link_args += ['-lpthread', '-lm', '-ldl']
# Determine MKL version
ver, _ = self.clib_compiler.get_define('INTEL_MKL_VERSION',
'#include "mkl_version.h"',
self.env,
dependencies=[self],
extra_args=incdir_args)
if len(ver) == 8:
year = ver[:4]
minor = str(int(ver[4:6]))
update = str(int(ver[6:]))
# Note: this is the order as of 2023.2.0, but it looks the wrong way around
# (INTEL_MKL_VERSION is defined as 20230002 in that release), could be swapped in the future perhaps
self.version = f'{year}.{update}.{minor}'
else:
mlog.warning(f'MKL version detection issue, found {ver}')
@factory_methods({DependencyMethods.PKGCONFIG, DependencyMethods.SYSTEM, DependencyMethods.CMAKE})
def openblas_factory(env: 'Environment', for_machine: 'MachineChoice',
kwargs: T.Dict[str, T.Any],
methods: T.List[DependencyMethods]) -> T.List['DependencyGenerator']:
candidates: T.List['DependencyGenerator'] = []
if DependencyMethods.PKGCONFIG in methods:
for pkg in ['openblas64', 'openblas_ilp64', 'openblas']:
candidates.append(functools.partial(
OpenBLASPkgConfigDependency, pkg, env, kwargs))
if DependencyMethods.SYSTEM in methods:
candidates.append(functools.partial(
OpenBLASSystemDependency, 'openblas', env, kwargs))
if DependencyMethods.CMAKE in methods:
candidates.append(functools.partial(
OpenBLASCMakeDependency, 'OpenBLAS', env, kwargs))
return candidates
packages['openblas'] = openblas_factory
packages['blas'] = netlib_factory = DependencyFactory(
'blas',
[DependencyMethods.PKGCONFIG, DependencyMethods.SYSTEM],
pkgconfig_class=NetlibBLASPkgConfigDependency,
system_class=NetlibBLASSystemDependency,
)
packages['lapack'] = netlib_factory = DependencyFactory(
'lapack',
[DependencyMethods.PKGCONFIG, DependencyMethods.SYSTEM],
pkgconfig_class=NetlibLAPACKPkgConfigDependency,
system_class=NetlibLAPACKSystemDependency,
)
packages['accelerate'] = accelerate_factory = DependencyFactory(
'accelerate',
[DependencyMethods.SYSTEM],
system_class=AccelerateSystemDependency,
)
packages['mkl'] = mkl_factory = DependencyFactory(
'mkl',
[DependencyMethods.PKGCONFIG, DependencyMethods.SYSTEM],
pkgconfig_class=MKLPkgConfigDependency,
system_class=MKLSystemDependency,
)