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The Python binding pyAMReX bridges the compute in AMReX block-structured codes and data science: it provides zero-copy application GPU data access for AI/ML, in situ analysis, application coupling and enables rapid, massively parallel prototyping. pyAMReX enhances the Block-Structured AMR Software Framework AMReX and its applications.
pyAMReX can be installed with package managers or from source.
Please see the manual and our test cases for detailed examples.
Use AMReX objects and APIs from Python:
import amrex.space3d as amr
small_end = amr.IntVect()
big_end = amr.IntVect(2, 3, 4)
b = amr.Box(small_end, big_end)
print(b)
# ...If you are new to CMake, this short tutorial from the HEP Software foundation is the perfect place to get started with it.
If you just want to use CMake to build the project, jump into sections 1. Introduction, 2. Building with CMake and 9. Finding Packages.
pyAMReX depends on the following popular third party software.
- a mature C++17 compiler, e.g., GCC 8, Clang 7, NVCC 11.0, MSVC 19.15 or newer
- CMake 3.24.0+
- AMReX development: we automatically download and compile a copy of AMReX
- pybind11 2.12.0+: we automatically download and compile a copy of pybind11 (new BSD)
Optional dependencies include:
- mpi4py 2.1+: for multi-node and/or multi-GPU execution
- CCache: to speed up rebuilds (for CUDA support, needs 3.7.9+ and 4.2+ is recommended)
- further optional dependencies of AMReX
- pandas 2+: for DataFrame support
- pytest 6.2+: for running unit tests
Optional CUDA-capable dependencies for tests include:
macOS/Linux:
spack env activate -d .
# optional:
# spack add cuda
spack install(in new terminals, re-activate the environment with spack env activate -d . again)
or macOS/Linux:
brew update
brew install ccache cmake libomp mpi4py numpy open-mpi pythonNow, cmake --version should be at version 3.24.0 or newer.
Or go:
python3 -m pip install -U pip
python3 -m pip install -U build packaging setuptools wheel
python3 -m pip install -U cmakeIf you wish to run unit tests, then please install pytest
python3 -m pip install -U pytestSome of our tests depend on optional third-party modules (e.g., pandas, cupy, numba, and/or pytorch).
If these are not installed then their tests will be skipped.
For example, using the Clang compiler:
export CC=$(which clang)
export CXX=$(which clang++)If you also want to select a CUDA compiler:
export CUDACXX=$(which nvcc)
export CUDAHOSTCXX=$(which clang++)From the base of the pyAMReX source directory, execute:
# optional controls (example):
#export AMREX_SPACEDIM=3
#export AMREX_MPI=ON
#export AMREX_OMP=ON
#export AMREX_GPU_BACKEND=CUDA
#export AMREX_SRC=$PWD/../amrex
#export CMAKE_BUILD_PARALLEL_LEVEL=8
python3 -m pip install -U -r requirements.txt
python3 -m pip install -v --force-reinstall --no-deps .If you are iterating on builds, it will faster to rely on ccache and to let CMake call the pip install logic:
cmake -S . -B build -DAMReX_SPACEDIM="1;2;3"
cmake --build build --target pip_install -j 8After successful installation, you can run the unit tests (assuming pytest is
installed). If AMREX_MPI=ON, then please prepend the following commands with mpiexec -np <NUM_PROCS>
# Run all tests
python3 -m pytest tests/
# Run tests from a single file
python3 -m pytest tests/test_intvect.py
# Run a single test (useful during debugging)
python3 -m pytest tests/test_intvect.py::test_iv_conversions
# Run all tests, do not capture "print" output and be verbose
python3 -m pytest -s -vvvv tests/If you are using the pip-driven install, selected AMReX CMake options can be controlled with environment variables:
| Environment Variable | Default & Values | Description |
|---|---|---|
AMREX_OMP |
ON/OFF | Enable OpenMP |
AMREX_GPU_BACKEND |
NONE/SYCL/CUDA/HIP | On-node, accelerated GPU backend |
AMREX_MPI |
ON/OFF | Enable MPI |
AMREX_PRECISION |
SINGLE/DOUBLE | Precision of AMReX Real type |
AMREX_SPACEDIM |
"1;2;3" | Dimension(s) of AMReX as a ;-separated list |
AMREX_BUILD_SHARED_LIBS |
ON/OFF | Build the core AMReX library as shared library |
AMREX_SRC |
None | Absolute path to AMReX source directory (preferred if set) |
AMREX_REPO |
https://github.com/AMReX-Codes/amrex.git |
Repository URI to pull and build AMReX from |
AMREX_BRANCH |
development |
Repository branch for AMREX_REPO |
AMREX_INTERNAL |
ON/OFF | Needs a pre-installed AMReX library if set to OFF |
PYBIND11_INTERNAL |
ON/OFF | Needs a pre-installed pybind11 library if set to OFF |
CMAKE_BUILD_PARALLEL_LEVEL |
2 | Number of parallel build threads |
PYAMREX_LIBDIR |
None | If set, search for pre-built a pyAMReX library |
PYAMREX_CCACHE |
ON/OFF | Search and use CCache to speed up rebuilds |
PYAMREX_IPO |
ON/OFF | Compile with interprocedural/link optimization (IPO/LTO) |
PY_PIP_OPTIONS |
-v |
Additional options for pip, e.g., -vvv;-q |
PY_PIP_INSTALL_OPTIONS |
None | Additional options for pip install, e.g., --user;-q |
Furthermore, pyAMReX adds a few selected CMake build options:
| CMake Option | Default & Values | Description |
|---|---|---|
AMReX_SPACEDIM |
3, use "1;2;3" for all |
Dimension(s) of AMReX as a ;-separated list |
pyAMReX_CCACHE |
ON/OFF | Search and use CCache to speed up rebuilds |
pyAMReX_IPO |
ON/OFF | Compile with interprocedural/link optimization (IPO/LTO) |
pyAMReX_INSTALL |
ON/OFF | Enable install targets for pyAMReX |
pyAMReX_amrex_src |
None | Absolute path to AMReX source directory (preferred if set) |
pyAMReX_amrex_internal |
ON/OFF | Needs a pre-installed AMReX library if set to OFF |
pyAMReX_amrex_repo |
https://github.com/AMReX-Codes/amrex.git |
Repository URI to pull and build AMReX from |
pyAMReX_amrex_branch |
development |
Repository branch for pyAMReX_amrex_repo |
pyAMReX_pybind11_src |
None | Absolute path to pybind11 source directory (preferred if set) |
pyAMReX_pybind11_internal |
ON/OFF | Needs a pre-installed pybind11 library if set to OFF |
pyAMReX_pybind11_repo |
https://github.com/pybind/pybind11.git |
Repository URI to pull and build pybind11 from |
pyAMReX_pybind11_branch |
v2.12.0 |
Repository branch for pyAMReX_pybind11_repo |
Python_EXECUTABLE |
(newest found) | Path to Python executable |
As one example, one can also build against a local AMReX copy.
Assuming AMReX' source is located in $HOME/src/amrex, then export AMREX_SRC=$HOME/src/amrex.
Or as a one-liner, assuming your AMReX source directory is located in ../amrex:
AMREX_SRC=$PWD/../amrex python3 -m pip install -v --force-reinstall .Note that you need to use absolute paths for external source trees, because pip builds in a temporary directory.
Or build against an AMReX feature branch of a colleague.
Assuming your colleague pushed AMReX to https://github.com/WeiqunZhang/amrex/ in a branch new-feature then
unset AMREX_SRC # preferred if set
AMREX_REPO=https://github.com/WeiqunZhang/amrex.git AMREX_BRANCH=new-feature python3 -m pip install -v --force-reinstall .You can speed up the install further if you pre-install AMReX, e.g. with a package manager.
Set AMREX_INTERNAL=OFF and add installation prefix of AMReX to the environment variable CMAKE_PREFIX_PATH.
Please see the short CMake tutorial that we linked above if this sounds new to you.
This work was supported by the Laboratory Directed Research and Development Program of Lawrence Berkeley National Laboratory under U.S. Department of Energy Contract No. DE-AC02-05CH11231.
pyAMReX Copyright (c) 2023, The Regents of the University of California, through Lawrence Berkeley National Laboratory, National Renewable Energy Laboratory Alliance for Sustainable Energy, LLC and Lawrence Livermore National Security, LLC (subject to receipt of any required approvals from the U.S. Dept. of Energy). All rights reserved.
If you have questions about your rights to use or distribute this software, please contact Berkeley Lab's Intellectual Property Office at IPO@lbl.gov.
Please see the full license agreement in LICENSE.
Please see the notices in NOTICE.
The SPDX license identifier is BSD-3-Clause-LBNL.