C++ & Python API for Scientific I/O with openPMD
================================================
[](https://github.com/openPMD/openPMD-standard/releases)
[](https://www.openpmd.org/openPMD-api)
[](https://gitter.im/openPMD/API)
![Supported Platforms][api-platforms]
[](https://www.gnu.org/licenses/lgpl-3.0.html)
[](https://doi.org/10.14278/rodare.27)
[](https://www.codefactor.io/repository/github/openpmd/openpmd-api)
[](https://coveralls.io/github/openPMD/openPMD-api)
[](https://openpmd-api.readthedocs.io/en/latest/?badge=latest)
[](https://travis-ci.com/openPMD/openPMD-api)
[](https://ci.appveyor.com/project/ax3l/openpmd-api/branch/dev)
[](https://github.com/openPMD/openPMD-api/actions?query=workflow%3Awheels)
[](https://dev.azure.com/axelhuebl/openPMD-api/_build/latest?definitionId=1&branchName=azure_install)
[](https://scan.coverity.com/projects/openpmd-openpmd-api)
[api-platforms]: https://img.shields.io/badge/platforms-linux%20|%20osx%20|%20win-blue "Supported Platforms"
openPMD is an open meta-data schema that provides meaning and self-description for data sets in science and engineering.
See [the openPMD standard](https://github.com/openPMD/openPMD-standard) for details of this schema.
This library provides a reference API for openPMD data handling.
Since openPMD is a schema (or markup) on top of portable, hierarchical file formats, this library implements various backends such as HDF5, ADIOS1, ADIOS2 and JSON.
Writing & reading through those backends and their associated files are supported for serial and [MPI-parallel](https://www.mpi-forum.org/docs/) workflows.
## Usage
### C++
[![C++17][api-cpp]](https://isocpp.org/) ![C++17 API: Beta][dev-beta]
[api-cpp]: https://img.shields.io/badge/language-C%2B%2B17-yellowgreen "C++17 API"
[dev-beta]: https://img.shields.io/badge/phase-beta-yellowgreen "Status: Beta"
```cpp
#include <openPMD/openPMD.hpp>
#include <iostream>
// ...
auto s = openPMD::Series("samples/git-sample/data%T.h5", openPMD::Access::READ_ONLY);
for( auto const & [step, it] : s.iterations ) {
std::cout << "Iteration: " << step << "\n";
for( auto const & [name, mesh] : it.meshes ) {
std::cout << " Mesh '" << name << "' attributes:\n";
for( auto const& val : mesh.attributes() )
std::cout << " " << val << '\n';
}
for( auto const & [name, species] : it.particles ) {
std::cout << " Particle species '" << name << "' attributes:\n";
for( auto const& val : species.attributes() )
std::cout << " " << val << '\n';
}
}
```
### Python
[![Python3][api-py3]](https://www.python.org/) ![Python3 API: Beta][dev-beta]
[api-py3]: https://img.shields.io/badge/language-Python3-yellowgreen "Python3 API"
```py
import openpmd_api as io
# ...
series = io.Series("samples/git-sample/data%T.h5", io.Access.read_only)
for k_i, i in series.iterations.items():
print("Iteration: {0}".format(k_i))
for k_m, m in i.meshes.items():
print(" Mesh '{0}' attributes:".format(k_m))
for a in m.attributes:
print(" {0}".format(a))
for k_p, p in i.particles.items():
print(" Particle species '{0}' attributes:".format(k_p))
for a in p.attributes:
print(" {0}".format(a))
```
### More!
Curious?
Our manual shows full [read & write examples](https://openpmd-api.readthedocs.io/en/latest/usage/firstwrite.html), both serial and MPI-parallel!
## Dependencies
Required:
* CMake 3.15.0+
* C++17 capable compiler, e.g., g++ 7+, clang 7+, MSVC 19.15+, icpc 19+, icpx
Shipped internally in `share/openPMD/thirdParty/`:
* [Catch2](https://github.com/catchorg/Catch2) 2.13.10+ ([BSL-1.0](https://github.com/catchorg/Catch2/blob/master/LICENSE.txt))
* [pybind11](https://github.com/pybind/pybind11) 2.10.1+ ([new BSD](https://github.com/pybind/pybind11/blob/master/LICENSE))
* [NLohmann-JSON](https://github.com/nlohmann/json) 3.9.1+ ([MIT](https://github.com/nlohmann/json/blob/develop/LICENSE.MIT))
* [toml11](https://github.com/ToruNiina/toml11) 3.7.1+ ([MIT](https://github.com/ToruNiina/toml11/blob/master/LICENSE))
I/O backends:
* [JSON](https://en.wikipedia.org/wiki/JSON)
* [HDF5](https://support.hdfgroup.org/HDF5) 1.8.13+ (optional)
* [ADIOS1](https://www.olcf.ornl.gov/center-projects/adios) 1.13.1+ (optional, deprecated)
* [ADIOS2](https://github.com/ornladios/ADIOS2) 2.7.0+ (optional)
while those can be built either with or without:
* MPI 2.1+, e.g. OpenMPI 1.6.5+ or MPICH2
Optional language bindings:
* Python:
* Python 3.8 - 3.11
* pybind11 2.10.1+
* numpy 1.15+
* mpi4py 2.1+ (optional, for MPI)
* pandas 1.0+ (optional, for dataframes)
* dask 2021+ (optional, for dask dataframes)
* CUDA C++ (optional, currently used only in tests)
## Installation
[](https://spack.readthedocs.io/en/latest/package_list.html#openpmd-api)
[](https://anaconda.org/conda-forge/openpmd-api)
[](https://github.com/openPMD/homebrew-openPMD)
[](https://pypi.org/project/openPMD-api)
[](https://cmake.org)
Our community loves to help each other.
Please [report installation problems](https://github.com/openPMD/openPMD-api/issues/new?labels=install&template=install_problem.md) in case you should get stuck.
Choose *one* of the install methods below to get started:
### [Spack](https://spack.io)
[](https://spack.readthedocs.io/en/latest/package_list.html#openpmd-api)
[](https://spack.io)
[](https://spack.readthedocs.io/en/latest/package_list.html#openpmd-api)
```bash
# optional: +python +adios1 -adios2 -hdf5 -mpi
spack install openpmd-api
spack load openpmd-api
```
### [Conda](https://conda.io)
[](https://anaconda.org/conda-forge/openpmd-api)
[](https://anaconda.org/conda-forge/openpmd-api)
[](https://anaconda.org/conda-forge/openpmd-api)
[](https://anaconda.org/conda-forge/openpmd-api)
```bash
# optional: OpenMPI support =*=mpi_openmpi*
# optional: MPICH support =*=mpi_mpich*
conda create -n openpmd -c conda-forge openpmd-api
conda activate openpmd
```
### [Brew](https://brew.sh)
[](https://github.com/openPMD/homebrew-openPMD)
[](https://docs.brew.sh/Homebrew-on-Linux)
[](https://brew.sh)
```bash
brew tap openpmd/openpmd
brew install openpmd-api
```
### [PyPI](https://pypi.org)
[](https://pypi.org/project/openPMD-api)
[](https://pypi.org/project/openPMD-api/#files)
[](https://pypi.org/project/openPMD-api)
[](https://pypi.org/project/openPMD-api)
[](https://pypi.org/project/openPMD-api)
On very old macOS versions (<10.9) or on exotic processor architectures, this install method *compiles from source* against the found installations of HDF5, ADIOS1, ADIOS2, and/or MPI (in system paths, from other package managers, or loaded via a module system, ...).
```bash
# we need pip 19 or newer
# optional: --user
python3 -m pip install -U pip
# optional: --user
python3 -m pip install openpmd-api
```
If MPI-support shall be enabled, we always have to recompile:
```bash
# optional: --user
python3 -m pip install -U pip setuptools wheel
python3 -m pip install -U cmake
# optional: --user
openPMD_USE_MPI=ON python3 -m pip install openpmd-api --no-binary openpmd-api
```
For some exotic architectures and compilers, you might need to disable a compiler feature called [link-time/interprocedural optimization](https://en.wikipedia.org/wiki/Interprocedural_optimization) if you encounter linking problems:
```bash
export CMAKE_INTERPROCEDURAL_OPTIMIZATION=OFF
# optional: --user
python3 -m pip install openpmd-api --no-binary openpmd-api
```
Additional CMake options can be passed via individual environment variables, which need to be prefixed with `openPMD_CMAKE_`.
### From Source
[](https://cmake.org)
openPMD-api can also be built and installed from source using [CMake](https://cmake.org/):
```bash
git clone https://github.com/openPMD/openPMD-api.git
mkdir openPMD-api-build
cd openPMD-api-build
# optional: for full tests, with unzip
../openPMD-api/share/openPMD/download_samples.sh
# for own install prefix append:
# -DCMAKE_INSTALL_PREFIX=$HOME/somepath
# for options append:
# -DopenPMD_USE_...=...
# e.g. for python support add:
# -DopenPMD_USE_PYTHON=ON -DPython_EXECUTABLE=$(which python3)
cmake ../openPMD-api
cmake --build .
# optional
ctest
# sudo might be required for system paths
cmake --build . --target install
```
The following options can be added to the `cmake` call to control features.
CMake controls options with prefixed `-D`, e.g. `-DopenPMD_USE_MPI=OFF`:
| CMake Option | Values | Description |
|------------------------------|------------------|------------------------------------------------------------------------------|
| `openPMD_USE_MPI` | **AUTO**/ON/OFF | Parallel, Multi-Node I/O for clusters |
| `openPMD_USE_HDF5` | **AUTO**/ON/OFF | HDF5 backend (`.h5` files) |
| `openPMD_USE_ADIOS1` | AUTO/ON/**OFF** | ADIOS1 backend (`.bp` files up to version BP3) - deprecated |
| `openPMD_USE_ADIOS2` | **AUTO**/ON/OFF | ADIOS2 backend (`.bp` files in BP3, BP4 or higher) |
| `openPMD_USE_PYTHON` | **AUTO**/ON/OFF | Enable Python bindings |
| `openPMD_USE_INVASIVE_TESTS` | ON/**OFF** | Enable unit tests that modify source code <sup>1</sup> |
| `openPMD_USE_VERIFY` | **ON**/OFF | Enable internal VERIFY (assert) macro independent of build type <sup>2</sup> |
| `openPMD_INSTALL` | **ON**/OFF | Add installation targets |
| `openPMD_INSTALL_RPATH` | **ON**/OFF | Add RPATHs to installed binaries |
| `Python_EXECUTABLE` | (newest found) | Path to Python executable |
<sup>1</sup> *e.g. changes C++ visibility keywords, breaks MSVC*
<sup>2</sup> *this includes most pre-/post-condition checks, disabling without specific cause is highly discouraged*
Additionally, the following libraries are shipped internally.
The following options allow to switch to external installs:
| CMake Option | Values | Library | Version |
|---------------------------------|------------|---------------|----------|
| `openPMD_USE_INTERNAL_CATCH` | **ON**/OFF | Catch2 | 2.13.10+ |
| `openPMD_USE_INTERNAL_PYBIND11` | **ON**/OFF | pybind11 | 2.10.1+ |
| `openPMD_USE_INTERNAL_JSON` | **ON**/OFF | NLohmann-JSON | 3.9.1+ |
| `openPMD_USE_INTERNAL_TOML11` | **ON**/OFF | toml11 | 3.7.1+ |
By default, this will build as a shared library (`libopenPMD.[so|dylib|dll]`) and installs also its headers.
In order to build a static library, append `-DBUILD_SHARED_LIBS=OFF` to the `cmake` command.
You can only build a static or a shared library at a time.
By default, the `Release` version is built.
In order to build with debug symbols, pass `-DCMAKE_BUILD_TYPE=Debug` to your `cmake` command.
By default, tests, examples and command line tools are built.
In order to skip building those, pass ``OFF`` to these ``cmake`` options:
| CMake Option | Values | Description |
|-------------------------------|------------|--------------------------|
| `openPMD_BUILD_TESTING` | **ON**/OFF | Build tests |
| `openPMD_BUILD_EXAMPLES` | **ON**/OFF | Build examples |
| `openPMD_BUILD_CLI_TOOLS` | **ON**/OFF | Build command-line tools |
| `openPMD_USE_CUDA_EXAMPLES` | ON/**OFF** | Use CUDA in examples |
## Linking to your project
The install will contain header files and libraries in the path set with `-DCMAKE_INSTALL_PREFIX`.
### CMake
If your project is using CMake for its build, one can conveniently use our provided `openPMDConfig.cmake` package, which is installed alongside the library.
First set the following environment hint if openPMD-api was *not* installed in a system path:
```bash
# optional: only needed if installed outside of system paths
export CMAKE_PREFIX_PATH=$HOME/somepath:$CMAKE_PREFIX_PATH
```
Use the following lines in your project's `CMakeLists.txt`:
```cmake
# supports: COMPONENTS MPI NOMPI HDF5 ADIOS1 ADIOS2
find_package(openPMD 0.15.0 CONFIG)
if(openPMD_FOUND)
target_link_libraries(YourTarget PRIVATE openPMD::openPMD)
endif()
```
*Alternatively*, add the openPMD-api repository source directly to your project and use it via:
```cmake
add_subdirectory("path/to/source/of/openPMD-api")
target_link_libraries(YourTarget PRIVATE openPMD::openPMD)
```
For development workflows, you can even automatically download and build openPMD-api from within a depending CMake project.
Just replace the `add_subdirectory` call with:
```cmake
include(FetchContent)
set(CMAKE_POLICY_DEFAULT_CMP0077 NEW)
set(openPMD_BUILD_CLI_TOOLS OFF)
set(openPMD_BUILD_EXAMPLES OFF)
set(openPMD_BUILD_TESTING OFF)
set(openPMD_BUILD_SHARED_LIBS OFF) # precedence over BUILD_SHARED_LIBS if needed
set(openPMD_INSTALL OFF) # or instead use:
# set(openPMD_INSTALL ${BUILD_SHARED_LIBS}) # only install if used as a shared library
set(openPMD_USE_PYTHON OFF)
FetchContent_Declare(openPMD
GIT_REPOSITORY "https://github.com/openPMD/openPMD-api.git"
GIT_TAG "0.15.0")
FetchContent_MakeAvailable(openPMD)
```
### Manually
If your (Linux/OSX) project is build by calling the compiler directly or uses a manually written `Makefile`, consider using our `openPMD.pc` helper file for `pkg-config`, which are installed alongside the library.
First set the following environment hint if openPMD-api was *not* installed in a system path:
```bash
# optional: only needed if installed outside of system paths
export PKG_CONFIG_PATH=$HOME/somepath/lib/pkgconfig:$PKG_CONFIG_PATH
```
Additional linker and compiler flags for your project are available via:
```bash
# switch to check if openPMD-api was build as static library
# (via BUILD_SHARED_LIBS=OFF) or as shared library (default)
if [ "$(pkg-config --variable=static openPMD)" == "true" ]
then
pkg-config --libs --static openPMD
# -L/usr/local/lib -L/usr/lib/x86_64-linux-gnu/openmpi/lib -lopenPMD -pthread /usr/lib/libmpi.so -pthread /usr/lib/x86_64-linux-gnu/openmpi/lib/libmpi_cxx.so /usr/lib/libmpi.so /usr/lib/x86_64-linux-gnu/hdf5/openmpi/libhdf5.so /usr/lib/x86_64-linux-gnu/libsz.so /usr/lib/x86_64-linux-gnu/libz.so /usr/lib/x86_64-linux-gnu/libdl.so /usr/lib/x86_64-linux-gnu/libm.so -pthread /usr/lib/libmpi.so -pthread /usr/lib/x86_64-linux-gnu/openmpi/lib/libmpi_cxx.so /usr/lib/libmpi.so
else
pkg-config --libs openPMD
# -L${HOME}/somepath/lib -lopenPMD
fi
pkg-config --cflags openPMD
# -I${HOME}/somepath/include
```
## Author Contributions
openPMD-api is developed by many people.
It was initially started by the [Computational Radiation Physics Group](https://hzdr.de/crp) at [HZDR](https://www.hzdr.de/) as successor to [libSplash](https://github.com/ComputationalRadiationPhysics/libSplash/), generalizing the [successful HDF5 & ADIOS1 implementations](https://arxiv.org/abs/1706.00522) in [PIConGPU](https://github.com/ComputationalRadiationPhysics/picongpu).
The following people and institutions [contributed](https://github.com/openPMD/openPMD-api/graphs/contributors) to openPMD-api:
* [Axel Huebl (HZDR, now LBNL)](https://github.com/ax3l):
project lead, releases, documentation, automated CI/CD, Python bindings, Dask, installation & packaging, prior reference implementations
* [Franz Poeschel (CASUS)](https://github.com/franzpoeschel):
JSON & ADIOS2 backend, data staging/streaming, reworked class design
* [Fabian Koller (HZDR)](https://github.com/C0nsultant):
initial library design and implementation with HDF5 & ADIOS1 backend
* [Junmin Gu (LBNL)](https://github.com/guj):
non-collective parallel I/O fixes, ADIOS improvements, benchmarks
Further thanks go to improvements and contributions from:
* [Carsten Fortmann-Grote (EU XFEL GmbH, now MPI-EvolBio)](https://github.com/CFGrote):
draft of our Python unit tests
* [Dominik Stańczak (Warsaw University of Technology)](https://github.com/StanczakDominik):
documentation improvements
* [Ray Donnelly (Anaconda, Inc.)](https://github.com/mingwandroid):
support on conda packaging and libc++ quirks
* [James Amundson (FNAL)](https://github.com/amundson):
compile fix for newer compilers
* [René Widera (HZDR)](https://github.com/psychocoderHPC):
design improvements for initial API design
* [Erik Zenker (HZDR)](https://github.com/erikzenker):
design improvements for initial API design
* [Sergei Bastrakov (HZDR)](https://github.com/sbastrakov):
documentation improvements (windows)
* [Rémi Lehe (LBNL)](https://github.com/RemiLehe):
package integration testing on macOS and Linux
* [Lígia Diana Amorim (LBNL)](https://github.com/LDAmorim):
package integration testing on macOS
* [Kseniia Bastrakova (HZDR)](https://github.com/KseniaBastrakova):
compatibility testing
* [Richard Pausch (HZDR)](https://github.com/PrometheusPi):
compatibility testing, documentation improvements
* [Paweł Ordyna (HZDR)](https://github.com/pordyna):
report on NVCC warnings
* [Dmitry Ganyushin (ORNL)](https://github.com/dmitry-ganyushin):
Dask prototyping & ADIOS2 benchmarking
* [John Kirkham (NVIDIA)](https://github.com/jakirkham):
Dask guidance & reviews
* [Erik Schnetter (PITP)](https://github.com/eschnett):
C++ API bug fixes
* [Jean Luca Bez (LBNL)](https://github.com/jeanbez):
HDF5 performance tuning
* [Bernhard Manfred Gruber (CERN)](https://github.com/bernhardmgruber):
CMake fix for parallel HDF5
* [Nils Schild (IPP)](https://github.com/DerNils-git):
CMake improvements for subprojects
### Grants
The openPMD-api authors acknowledge support via the following programs.
Supported by the CAMPA collaboration, a project of the U.S. Department of Energy, Office of Science, Office of Advanced Scientific Computing Research and Office of High Energy Physics, Scientific Discovery through Advanced Computing (SciDAC) program.
Previously supported by the Consortium for Advanced Modeling of Particles Accelerators (CAMPA), funded by the U.S. DOE Office of Science under Contract No. DE-AC02-05CH11231.
Supported by the Exascale Computing Project (17-SC-20-SC), a collaborative effort of two U.S. Department of Energy organizations (Office of Science and the National Nuclear Security Administration).
This project has received funding from the European Unions Horizon 2020 research and innovation programme under grant agreement No 654220.
This work was partially funded by the Center of Advanced Systems Understanding (CASUS), which is financed by Germany's Federal Ministry of Education and Research (BMBF) and by the Saxon Ministry for Science, Culture and Tourism (SMWK) with tax funds on the basis of the budget approved by the Saxon State Parliament.
### Transitive Contributions
openPMD-api stands on the shoulders of giants and we are grateful for the following projects included as direct dependencies:
* [ADIOS1](https://github.com/ornladios/ADIOS) and [ADIOS2](https://github.com/ornladios/ADIOS2) by [S. Klasky (ORNL), team, collaborators](https://csmd.ornl.gov/adios) and [contributors](https://github.com/ornladios/ADIOS2/graphs/contributors)
* [Catch2](https://github.com/catchorg/Catch2) by [Phil Nash](https://github.com/philsquared), [Martin Hořeňovský](https://github.com/horenmar) and [contributors](https://github.com/catchorg/Catch2/graphs/contributors)
* HDF5 by [the HDF group](https://www.hdfgroup.org) and community
* [json](https://github.com/nlohmann/json) by [Niels Lohmann](https://github.com/nlohmann) and [contributors](https://github.com/nlohmann/json/graphs/contributors)
* [toml11](https://github.com/ToruNiina/toml11) by [Toru Niina](https://github.com/ToruNiina) and [contributors](https://github.com/ToruNiina/toml11#Contributors)
* [pybind11](https://github.com/pybind/pybind11) by [Wenzel Jakob (EPFL)](https://github.com/wjakob) and [contributors](https://github.com/pybind/pybind11/graphs/contributors)
* all contributors to the evolution of modern C++ and early library preview developers, e.g. [Michael Park (Facebook)](https://github.com/mpark)
* the [CMake build system](https://cmake.org) and [contributors](https://github.com/Kitware/CMake/blob/master/Copyright.txt)
* packaging support by the [conda-forge](https://conda-forge.org), [PyPI](https://pypi.org) and [Spack](https://spack.io) communities, among others
* the [openPMD-standard](https://github.com/openPMD/openPMD-standard) by [Axel Huebl (HZDR, now LBNL)](https://github.com/ax3l) and [contributors](https://github.com/openPMD/openPMD-standard/blob/latest/AUTHORS.md)
Raw data
{
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"requires_python": ">=3.8",
"maintainer_email": "axelhuebl@lbl.gov",
"keywords": "openPMD openscience hdf5 adios mpi hpc research file-format file-handling",
"author": "Axel Huebl, Franz Poeschel, Fabian Koller, Junmin Gu",
"author_email": "axelhuebl@lbl.gov, f.poeschel@hzdr.de",
"download_url": "https://files.pythonhosted.org/packages/43/96/585086797417d72eda388264e3a086967cd7da67a58496c5ef1b6f5c92d8/openPMD-api-0.15.2.tar.gz",
"platform": null,
"description": "\nC++ & Python API for Scientific I/O with openPMD\n================================================\n\n[](https://github.com/openPMD/openPMD-standard/releases)\n[](https://www.openpmd.org/openPMD-api)\n[](https://gitter.im/openPMD/API)\n![Supported Platforms][api-platforms]\n[](https://www.gnu.org/licenses/lgpl-3.0.html)\n[](https://doi.org/10.14278/rodare.27) \n[](https://www.codefactor.io/repository/github/openpmd/openpmd-api)\n[](https://coveralls.io/github/openPMD/openPMD-api) \n[](https://openpmd-api.readthedocs.io/en/latest/?badge=latest)\n[](https://travis-ci.com/openPMD/openPMD-api)\n[](https://ci.appveyor.com/project/ax3l/openpmd-api/branch/dev)\n[](https://github.com/openPMD/openPMD-api/actions?query=workflow%3Awheels)\n[](https://dev.azure.com/axelhuebl/openPMD-api/_build/latest?definitionId=1&branchName=azure_install)\n[](https://scan.coverity.com/projects/openpmd-openpmd-api)\n\n[api-platforms]: https://img.shields.io/badge/platforms-linux%20|%20osx%20|%20win-blue \"Supported Platforms\"\n\nopenPMD is an open meta-data schema that provides meaning and self-description for data sets in science and engineering.\nSee [the openPMD standard](https://github.com/openPMD/openPMD-standard) for details of this schema.\n\nThis library provides a reference API for openPMD data handling.\nSince openPMD is a schema (or markup) on top of portable, hierarchical file formats, this library implements various backends such as HDF5, ADIOS1, ADIOS2 and JSON.\nWriting & reading through those backends and their associated files are supported for serial and [MPI-parallel](https://www.mpi-forum.org/docs/) workflows.\n\n## Usage\n\n### C++\n\n[![C++17][api-cpp]](https://isocpp.org/) ![C++17 API: Beta][dev-beta]\n\n[api-cpp]: https://img.shields.io/badge/language-C%2B%2B17-yellowgreen \"C++17 API\"\n[dev-beta]: https://img.shields.io/badge/phase-beta-yellowgreen \"Status: Beta\"\n\n```cpp\n#include <openPMD/openPMD.hpp>\n#include <iostream>\n\n// ...\n\nauto s = openPMD::Series(\"samples/git-sample/data%T.h5\", openPMD::Access::READ_ONLY);\n\nfor( auto const & [step, it] : s.iterations ) {\n std::cout << \"Iteration: \" << step << \"\\n\";\n\n for( auto const & [name, mesh] : it.meshes ) {\n std::cout << \" Mesh '\" << name << \"' attributes:\\n\";\n for( auto const& val : mesh.attributes() )\n std::cout << \" \" << val << '\\n';\n }\n\n for( auto const & [name, species] : it.particles ) {\n std::cout << \" Particle species '\" << name << \"' attributes:\\n\";\n for( auto const& val : species.attributes() )\n std::cout << \" \" << val << '\\n';\n }\n}\n```\n\n### Python\n\n[![Python3][api-py3]](https://www.python.org/) ![Python3 API: Beta][dev-beta]\n\n[api-py3]: https://img.shields.io/badge/language-Python3-yellowgreen \"Python3 API\"\n\n\n```py\nimport openpmd_api as io\n\n# ...\n\nseries = io.Series(\"samples/git-sample/data%T.h5\", io.Access.read_only)\n\nfor k_i, i in series.iterations.items():\n print(\"Iteration: {0}\".format(k_i))\n\n for k_m, m in i.meshes.items():\n print(\" Mesh '{0}' attributes:\".format(k_m))\n for a in m.attributes:\n print(\" {0}\".format(a))\n\n for k_p, p in i.particles.items():\n print(\" Particle species '{0}' attributes:\".format(k_p))\n for a in p.attributes:\n print(\" {0}\".format(a))\n```\n\n### More!\n\nCurious?\nOur manual shows full [read & write examples](https://openpmd-api.readthedocs.io/en/latest/usage/firstwrite.html), both serial and MPI-parallel!\n\n## Dependencies\n\nRequired:\n* CMake 3.15.0+\n* C++17 capable compiler, e.g., g++ 7+, clang 7+, MSVC 19.15+, icpc 19+, icpx\n\nShipped internally in `share/openPMD/thirdParty/`:\n* [Catch2](https://github.com/catchorg/Catch2) 2.13.10+ ([BSL-1.0](https://github.com/catchorg/Catch2/blob/master/LICENSE.txt))\n* [pybind11](https://github.com/pybind/pybind11) 2.10.1+ ([new BSD](https://github.com/pybind/pybind11/blob/master/LICENSE))\n* [NLohmann-JSON](https://github.com/nlohmann/json) 3.9.1+ ([MIT](https://github.com/nlohmann/json/blob/develop/LICENSE.MIT))\n* [toml11](https://github.com/ToruNiina/toml11) 3.7.1+ ([MIT](https://github.com/ToruNiina/toml11/blob/master/LICENSE))\n\nI/O backends:\n* [JSON](https://en.wikipedia.org/wiki/JSON)\n* [HDF5](https://support.hdfgroup.org/HDF5) 1.8.13+ (optional)\n* [ADIOS1](https://www.olcf.ornl.gov/center-projects/adios) 1.13.1+ (optional, deprecated)\n* [ADIOS2](https://github.com/ornladios/ADIOS2) 2.7.0+ (optional)\n\nwhile those can be built either with or without:\n* MPI 2.1+, e.g. OpenMPI 1.6.5+ or MPICH2\n\nOptional language bindings:\n* Python:\n * Python 3.8 - 3.11\n * pybind11 2.10.1+\n * numpy 1.15+\n * mpi4py 2.1+ (optional, for MPI)\n * pandas 1.0+ (optional, for dataframes)\n * dask 2021+ (optional, for dask dataframes)\n* CUDA C++ (optional, currently used only in tests)\n\n## Installation\n\n[](https://spack.readthedocs.io/en/latest/package_list.html#openpmd-api)\n[](https://anaconda.org/conda-forge/openpmd-api)\n[](https://github.com/openPMD/homebrew-openPMD)\n[](https://pypi.org/project/openPMD-api)\n[](https://cmake.org)\n\nOur community loves to help each other.\nPlease [report installation problems](https://github.com/openPMD/openPMD-api/issues/new?labels=install&template=install_problem.md) in case you should get stuck.\n\nChoose *one* of the install methods below to get started:\n\n### [Spack](https://spack.io)\n\n[](https://spack.readthedocs.io/en/latest/package_list.html#openpmd-api)\n[](https://spack.io)\n[](https://spack.readthedocs.io/en/latest/package_list.html#openpmd-api)\n\n```bash\n# optional: +python +adios1 -adios2 -hdf5 -mpi\nspack install openpmd-api\nspack load openpmd-api\n```\n\n### [Conda](https://conda.io)\n\n[](https://anaconda.org/conda-forge/openpmd-api)\n[](https://anaconda.org/conda-forge/openpmd-api)\n[](https://anaconda.org/conda-forge/openpmd-api)\n[](https://anaconda.org/conda-forge/openpmd-api)\n\n```bash\n# optional: OpenMPI support =*=mpi_openmpi*\n# optional: MPICH support =*=mpi_mpich*\nconda create -n openpmd -c conda-forge openpmd-api\nconda activate openpmd\n```\n\n### [Brew](https://brew.sh)\n\n[](https://github.com/openPMD/homebrew-openPMD)\n[](https://docs.brew.sh/Homebrew-on-Linux)\n[](https://brew.sh)\n\n```bash\nbrew tap openpmd/openpmd\nbrew install openpmd-api\n```\n\n### [PyPI](https://pypi.org)\n\n[](https://pypi.org/project/openPMD-api)\n[](https://pypi.org/project/openPMD-api/#files)\n[](https://pypi.org/project/openPMD-api)\n[](https://pypi.org/project/openPMD-api)\n[](https://pypi.org/project/openPMD-api)\n\nOn very old macOS versions (<10.9) or on exotic processor architectures, this install method *compiles from source* against the found installations of HDF5, ADIOS1, ADIOS2, and/or MPI (in system paths, from other package managers, or loaded via a module system, ...).\n\n```bash\n# we need pip 19 or newer\n# optional: --user\npython3 -m pip install -U pip\n\n# optional: --user\npython3 -m pip install openpmd-api\n```\n\nIf MPI-support shall be enabled, we always have to recompile:\n```bash\n# optional: --user\npython3 -m pip install -U pip setuptools wheel\npython3 -m pip install -U cmake\n\n# optional: --user\nopenPMD_USE_MPI=ON python3 -m pip install openpmd-api --no-binary openpmd-api\n```\n\nFor some exotic architectures and compilers, you might need to disable a compiler feature called [link-time/interprocedural optimization](https://en.wikipedia.org/wiki/Interprocedural_optimization) if you encounter linking problems:\n```bash\nexport CMAKE_INTERPROCEDURAL_OPTIMIZATION=OFF\n# optional: --user\npython3 -m pip install openpmd-api --no-binary openpmd-api\n```\n\nAdditional CMake options can be passed via individual environment variables, which need to be prefixed with `openPMD_CMAKE_`.\n\n### From Source\n\n[](https://cmake.org)\n\nopenPMD-api can also be built and installed from source using [CMake](https://cmake.org/):\n\n```bash\ngit clone https://github.com/openPMD/openPMD-api.git\n\nmkdir openPMD-api-build\ncd openPMD-api-build\n\n# optional: for full tests, with unzip\n../openPMD-api/share/openPMD/download_samples.sh\n\n# for own install prefix append:\n# -DCMAKE_INSTALL_PREFIX=$HOME/somepath\n# for options append:\n# -DopenPMD_USE_...=...\n# e.g. for python support add:\n# -DopenPMD_USE_PYTHON=ON -DPython_EXECUTABLE=$(which python3)\ncmake ../openPMD-api\n\ncmake --build .\n\n# optional\nctest\n\n# sudo might be required for system paths\ncmake --build . --target install\n```\n\nThe following options can be added to the `cmake` call to control features.\nCMake controls options with prefixed `-D`, e.g. `-DopenPMD_USE_MPI=OFF`:\n\n| CMake Option | Values | Description |\n|------------------------------|------------------|------------------------------------------------------------------------------|\n| `openPMD_USE_MPI` | **AUTO**/ON/OFF | Parallel, Multi-Node I/O for clusters |\n| `openPMD_USE_HDF5` | **AUTO**/ON/OFF | HDF5 backend (`.h5` files) |\n| `openPMD_USE_ADIOS1` | AUTO/ON/**OFF** | ADIOS1 backend (`.bp` files up to version BP3) - deprecated |\n| `openPMD_USE_ADIOS2` | **AUTO**/ON/OFF | ADIOS2 backend (`.bp` files in BP3, BP4 or higher) |\n| `openPMD_USE_PYTHON` | **AUTO**/ON/OFF | Enable Python bindings |\n| `openPMD_USE_INVASIVE_TESTS` | ON/**OFF** | Enable unit tests that modify source code <sup>1</sup> |\n| `openPMD_USE_VERIFY` | **ON**/OFF | Enable internal VERIFY (assert) macro independent of build type <sup>2</sup> |\n| `openPMD_INSTALL` | **ON**/OFF | Add installation targets |\n| `openPMD_INSTALL_RPATH` | **ON**/OFF | Add RPATHs to installed binaries |\n| `Python_EXECUTABLE` | (newest found) | Path to Python executable |\n\n<sup>1</sup> *e.g. changes C++ visibility keywords, breaks MSVC*\n<sup>2</sup> *this includes most pre-/post-condition checks, disabling without specific cause is highly discouraged*\n\nAdditionally, the following libraries are shipped internally.\nThe following options allow to switch to external installs:\n\n| CMake Option | Values | Library | Version |\n|---------------------------------|------------|---------------|----------|\n| `openPMD_USE_INTERNAL_CATCH` | **ON**/OFF | Catch2 | 2.13.10+ |\n| `openPMD_USE_INTERNAL_PYBIND11` | **ON**/OFF | pybind11 | 2.10.1+ |\n| `openPMD_USE_INTERNAL_JSON` | **ON**/OFF | NLohmann-JSON | 3.9.1+ |\n| `openPMD_USE_INTERNAL_TOML11` | **ON**/OFF | toml11 | 3.7.1+ |\n\nBy default, this will build as a shared library (`libopenPMD.[so|dylib|dll]`) and installs also its headers.\nIn order to build a static library, append `-DBUILD_SHARED_LIBS=OFF` to the `cmake` command.\nYou can only build a static or a shared library at a time.\n\nBy default, the `Release` version is built.\nIn order to build with debug symbols, pass `-DCMAKE_BUILD_TYPE=Debug` to your `cmake` command.\n\nBy default, tests, examples and command line tools are built.\nIn order to skip building those, pass ``OFF`` to these ``cmake`` options:\n\n| CMake Option | Values | Description |\n|-------------------------------|------------|--------------------------|\n| `openPMD_BUILD_TESTING` | **ON**/OFF | Build tests |\n| `openPMD_BUILD_EXAMPLES` | **ON**/OFF | Build examples |\n| `openPMD_BUILD_CLI_TOOLS` | **ON**/OFF | Build command-line tools |\n| `openPMD_USE_CUDA_EXAMPLES` | ON/**OFF** | Use CUDA in examples |\n\n## Linking to your project\n\nThe install will contain header files and libraries in the path set with `-DCMAKE_INSTALL_PREFIX`.\n\n### CMake\n\nIf your project is using CMake for its build, one can conveniently use our provided `openPMDConfig.cmake` package, which is installed alongside the library.\n\nFirst set the following environment hint if openPMD-api was *not* installed in a system path:\n\n```bash\n# optional: only needed if installed outside of system paths\nexport CMAKE_PREFIX_PATH=$HOME/somepath:$CMAKE_PREFIX_PATH\n```\n\nUse the following lines in your project's `CMakeLists.txt`:\n```cmake\n# supports: COMPONENTS MPI NOMPI HDF5 ADIOS1 ADIOS2\nfind_package(openPMD 0.15.0 CONFIG)\n\nif(openPMD_FOUND)\n target_link_libraries(YourTarget PRIVATE openPMD::openPMD)\nendif()\n```\n\n*Alternatively*, add the openPMD-api repository source directly to your project and use it via:\n```cmake\nadd_subdirectory(\"path/to/source/of/openPMD-api\")\n\ntarget_link_libraries(YourTarget PRIVATE openPMD::openPMD)\n```\n\nFor development workflows, you can even automatically download and build openPMD-api from within a depending CMake project.\nJust replace the `add_subdirectory` call with:\n```cmake\ninclude(FetchContent)\nset(CMAKE_POLICY_DEFAULT_CMP0077 NEW)\nset(openPMD_BUILD_CLI_TOOLS OFF)\nset(openPMD_BUILD_EXAMPLES OFF)\nset(openPMD_BUILD_TESTING OFF)\nset(openPMD_BUILD_SHARED_LIBS OFF) # precedence over BUILD_SHARED_LIBS if needed\nset(openPMD_INSTALL OFF) # or instead use:\n# set(openPMD_INSTALL ${BUILD_SHARED_LIBS}) # only install if used as a shared library\nset(openPMD_USE_PYTHON OFF)\nFetchContent_Declare(openPMD\n GIT_REPOSITORY \"https://github.com/openPMD/openPMD-api.git\"\n GIT_TAG \"0.15.0\")\nFetchContent_MakeAvailable(openPMD)\n```\n\n### Manually\n\nIf your (Linux/OSX) project is build by calling the compiler directly or uses a manually written `Makefile`, consider using our `openPMD.pc` helper file for `pkg-config`, which are installed alongside the library.\n\nFirst set the following environment hint if openPMD-api was *not* installed in a system path:\n\n```bash\n# optional: only needed if installed outside of system paths\nexport PKG_CONFIG_PATH=$HOME/somepath/lib/pkgconfig:$PKG_CONFIG_PATH\n```\n\nAdditional linker and compiler flags for your project are available via:\n```bash\n# switch to check if openPMD-api was build as static library\n# (via BUILD_SHARED_LIBS=OFF) or as shared library (default)\nif [ \"$(pkg-config --variable=static openPMD)\" == \"true\" ]\nthen\n pkg-config --libs --static openPMD\n # -L/usr/local/lib -L/usr/lib/x86_64-linux-gnu/openmpi/lib -lopenPMD -pthread /usr/lib/libmpi.so -pthread /usr/lib/x86_64-linux-gnu/openmpi/lib/libmpi_cxx.so /usr/lib/libmpi.so /usr/lib/x86_64-linux-gnu/hdf5/openmpi/libhdf5.so /usr/lib/x86_64-linux-gnu/libsz.so /usr/lib/x86_64-linux-gnu/libz.so /usr/lib/x86_64-linux-gnu/libdl.so /usr/lib/x86_64-linux-gnu/libm.so -pthread /usr/lib/libmpi.so -pthread /usr/lib/x86_64-linux-gnu/openmpi/lib/libmpi_cxx.so /usr/lib/libmpi.so\nelse\n pkg-config --libs openPMD\n # -L${HOME}/somepath/lib -lopenPMD\nfi\n\npkg-config --cflags openPMD\n# -I${HOME}/somepath/include\n```\n\n## Author Contributions\n\nopenPMD-api is developed by many people.\nIt was initially started by the [Computational Radiation Physics Group](https://hzdr.de/crp) at [HZDR](https://www.hzdr.de/) as successor to [libSplash](https://github.com/ComputationalRadiationPhysics/libSplash/), generalizing the [successful HDF5 & ADIOS1 implementations](https://arxiv.org/abs/1706.00522) in [PIConGPU](https://github.com/ComputationalRadiationPhysics/picongpu).\nThe following people and institutions [contributed](https://github.com/openPMD/openPMD-api/graphs/contributors) to openPMD-api:\n\n* [Axel Huebl (HZDR, now LBNL)](https://github.com/ax3l):\n project lead, releases, documentation, automated CI/CD, Python bindings, Dask, installation & packaging, prior reference implementations\n* [Franz Poeschel (CASUS)](https://github.com/franzpoeschel):\n JSON & ADIOS2 backend, data staging/streaming, reworked class design\n* [Fabian Koller (HZDR)](https://github.com/C0nsultant):\n initial library design and implementation with HDF5 & ADIOS1 backend\n* [Junmin Gu (LBNL)](https://github.com/guj):\n non-collective parallel I/O fixes, ADIOS improvements, benchmarks\n\nFurther thanks go to improvements and contributions from:\n\n* [Carsten Fortmann-Grote (EU XFEL GmbH, now MPI-EvolBio)](https://github.com/CFGrote):\n draft of our Python unit tests\n* [Dominik Sta\u0144czak (Warsaw University of Technology)](https://github.com/StanczakDominik):\n documentation improvements\n* [Ray Donnelly (Anaconda, Inc.)](https://github.com/mingwandroid):\n support on conda packaging and libc++ quirks\n* [James Amundson (FNAL)](https://github.com/amundson):\n compile fix for newer compilers\n* [Ren\u00e9 Widera (HZDR)](https://github.com/psychocoderHPC):\n design improvements for initial API design\n* [Erik Zenker (HZDR)](https://github.com/erikzenker):\n design improvements for initial API design\n* [Sergei Bastrakov (HZDR)](https://github.com/sbastrakov):\n documentation improvements (windows)\n* [R\u00e9mi Lehe (LBNL)](https://github.com/RemiLehe):\n package integration testing on macOS and Linux\n* [L\u00edgia Diana Amorim (LBNL)](https://github.com/LDAmorim):\n package integration testing on macOS\n* [Kseniia Bastrakova (HZDR)](https://github.com/KseniaBastrakova):\n compatibility testing\n* [Richard Pausch (HZDR)](https://github.com/PrometheusPi):\n compatibility testing, documentation improvements\n* [Pawe\u0142 Ordyna (HZDR)](https://github.com/pordyna):\n report on NVCC warnings\n* [Dmitry Ganyushin (ORNL)](https://github.com/dmitry-ganyushin):\n Dask prototyping & ADIOS2 benchmarking\n* [John Kirkham (NVIDIA)](https://github.com/jakirkham):\n Dask guidance & reviews\n* [Erik Schnetter (PITP)](https://github.com/eschnett):\n C++ API bug fixes\n* [Jean Luca Bez (LBNL)](https://github.com/jeanbez):\n HDF5 performance tuning\n* [Bernhard Manfred Gruber (CERN)](https://github.com/bernhardmgruber):\n CMake fix for parallel HDF5\n* [Nils Schild (IPP)](https://github.com/DerNils-git):\n CMake improvements for subprojects\n\n### Grants\n\nThe openPMD-api authors acknowledge support via the following programs.\nSupported by the CAMPA collaboration, a project of the U.S. Department of Energy, Office of Science, Office of Advanced Scientific Computing Research and Office of High Energy Physics, Scientific Discovery through Advanced Computing (SciDAC) program.\nPreviously supported by the Consortium for Advanced Modeling of Particles Accelerators (CAMPA), funded by the U.S. DOE Office of Science under Contract No. DE-AC02-05CH11231.\nSupported by the Exascale Computing Project (17-SC-20-SC), a collaborative effort of two U.S. Department of Energy organizations (Office of Science and the National Nuclear Security Administration).\nThis project has received funding from the European Unions Horizon 2020 research and innovation programme under grant agreement No 654220.\nThis work was partially funded by the Center of Advanced Systems Understanding (CASUS), which is financed by Germany's Federal Ministry of Education and Research (BMBF) and by the Saxon Ministry for Science, Culture and Tourism (SMWK) with tax funds on the basis of the budget approved by the Saxon State Parliament.\n\n### Transitive Contributions\n\nopenPMD-api stands on the shoulders of giants and we are grateful for the following projects included as direct dependencies:\n\n* [ADIOS1](https://github.com/ornladios/ADIOS) and [ADIOS2](https://github.com/ornladios/ADIOS2) by [S. Klasky (ORNL), team, collaborators](https://csmd.ornl.gov/adios) and [contributors](https://github.com/ornladios/ADIOS2/graphs/contributors)\n* [Catch2](https://github.com/catchorg/Catch2) by [Phil Nash](https://github.com/philsquared), [Martin Ho\u0159e\u0148ovsk\u00fd](https://github.com/horenmar) and [contributors](https://github.com/catchorg/Catch2/graphs/contributors)\n* HDF5 by [the HDF group](https://www.hdfgroup.org) and community\n* [json](https://github.com/nlohmann/json) by [Niels Lohmann](https://github.com/nlohmann) and [contributors](https://github.com/nlohmann/json/graphs/contributors)\n* [toml11](https://github.com/ToruNiina/toml11) by [Toru Niina](https://github.com/ToruNiina) and [contributors](https://github.com/ToruNiina/toml11#Contributors)\n* [pybind11](https://github.com/pybind/pybind11) by [Wenzel Jakob (EPFL)](https://github.com/wjakob) and [contributors](https://github.com/pybind/pybind11/graphs/contributors)\n* all contributors to the evolution of modern C++ and early library preview developers, e.g. [Michael Park (Facebook)](https://github.com/mpark)\n* the [CMake build system](https://cmake.org) and [contributors](https://github.com/Kitware/CMake/blob/master/Copyright.txt)\n* packaging support by the [conda-forge](https://conda-forge.org), [PyPI](https://pypi.org) and [Spack](https://spack.io) communities, among others\n* the [openPMD-standard](https://github.com/openPMD/openPMD-standard) by [Axel Huebl (HZDR, now LBNL)](https://github.com/ax3l) and [contributors](https://github.com/openPMD/openPMD-standard/blob/latest/AUTHORS.md)\n",
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