GridFormat 0.4.0
I/O-Library for grid-like data structures
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Introduction

C++ Standard Pages Test suite Coverage Report API Documentation REUSE status JOSS DOI

GridFormat is a header-only C++ library for reading/writing data from/to standardized grid file formats that are supported by visualization tools such as e.g. ParaView. Thus, applications that operate on grid-like data structures such as numerical simulations, GIS or computational geometry applications, can leverage GridFormat to import/export their data from/into interoperable file formats. The typical use case for GridFormat is within codes for numerical simulations, for visualization of results or for importing them for further processing. A variety of simulation frameworks exist, such as Dune, DuMuX, Deal.II, Fenics or MFEM, which usually provide mechanisms to export/import data produced with the framework into some file formats. However, there are situations in which one wants to use a format that the framework does not support, or, use some features of the format specification that are not implemented in the framework. GridFormat aims to provide access to a variety of file formats through a unified interface and without the need to convert any data or to use a specific data structure to represent computational grids. Using generic programming and traits classes, GridFormat fully operates on the user-given data structures, thereby minimizing the runtime overhead. GridFormat also supports writing files from parallel computations that use MPI. Ideally, simulation frameworks use GridFormat under-the-hood to avoid duplicate implementation efforts, and implement support for new formats into GridFormat such that they are directly available to all other frameworks that utilize it.

Currently, GridFormat is focused on VTK file formats. However, the API is suitable for any grid format describing one of the supported grid concepts. Contributions are welcomed, see below for information on how to contribute.

Quick Start

Prerequisites:

  • C++-compiler with C++-20-support (tests run with gcc-12/13, clang++-16)
  • cmake (tests run with cmake-3.26)

It is easiest to integrate GridFormat either as a git submodule or via the FetchContent module of cmake. A minimal example (using FetchContent) of a project using GridFormat to write a VTU file and read it back in may look like this:

cmake_minimum_required(VERSION 3.22)
project(some_app_using_gridformat)
include(FetchContent)
FetchContent_Declare(
gridformat
GIT_REPOSITORY https://github.com/dglaeser/gridformat
GIT_TAG main
GIT_PROGRESS true
GIT_SHALLOW true
GIT_SUBMODULES_RECURSE OFF
)
FetchContent_MakeAvailable(gridformat)
add_executable(my_app my_app.cpp)
target_link_libraries(my_app PRIVATE gridformat::gridformat)
#include <array>
#include <vector>
double f(const std::array<double, 2>& x) { return x[0]*x[1]; }
int main () {
// For this example we have no user-defined grid type. Let's just use a predefined one...
{1.0, 1.0}, // domain size
{10, 12} // number of cells (pixels) in each direction
};
// This shows the `GridFormat` API: Construct a writer for the desired format, and add
// point/cell fields as lambdas. Metadata can be added directly and can be ranges or scalars.
// If the lambdas are not suitable or inefficient for your data structures, you can also pass
// a (custom) implementation of `GridFormat::Field` (see documentation)
GridFormat::Writer writer{GridFormat::vtu, grid};
writer.set_meta_data("some_metadata", "i am metadata");
writer.set_point_field("point_field", [&] (const auto& point) { return f(grid.position(point)); });
writer.set_cell_field("cell_field", [&] (const auto& cell) { return f(grid.center(cell)); });
const auto written_file = writer.write("my_test_file"); // extension is added by the writer
// read the data back in (here we create a generic reader, but you can also select specific ones)
auto reader = GridFormat::Reader::from(written_file);
std::vector<double> cell_field_values(reader.number_of_cells());
std::vector<double> point_field_values(reader.number_of_points());
reader.cell_field("cell_field")->export_to(cell_field_values);
reader.point_field("point_field")->export_to(point_field_values);
return 0;
}
Predefined grid implementation that represents a structured, equispaced grid.
Definition: image_grid.hpp:41
static Reader from(const std::string &filename, ConstructorArgs &&... args)
Construct a reader instance from the given arguments, while directly opening the given file.
Definition: reader.hpp:125
Interface to the writers for all supported file formats. Depending on the chosen format,...
Definition: writer.hpp:90
void set_meta_data(const std::string &name, Field &&field)
Set a meta data field to be added to the output.
Definition: writer.hpp:194
This file is the entrypoint to the high-level API exposing all provided readers/writers through a uni...

Many more formats, options and functions are available, see the API documentation or have a look at the examples. Moreover, if your data is cumbersome to access via lambdas (as done in the example above), you may also provide a custom implementation of the Fieldinterface.

Installation

The recommended way of using GridFormat is to include it via cmake's FetchContent module (see quickstart). However, if you want to install GridFormat locally into a custom location, clone the repository, enter the folder and type

cmake -DCMAKE_INSTALL_PREFIX=$(pwd)/install \
-DCMAKE_C_COMPILER=/usr/bin/gcc-12 \
-DCMAKE_CXX_COMPILER=/usr/bin/g++-12 \
-B build
cmake --install build

Note that you can omit the explicit definition of C_COMPILER and CXX_COMPILER in case your default compiler is compatible. Moreover, for a system-wide installation you may omit the definition of CMAKE_INSTALL_PREFIX. After installation, you can use cmake to link against GridFormat in your own project:

find_package(gridformat)
target_link_libraries(... gridformat::gridformat)

Dependencies

GridFormat has no required dependencies, however, some features are only available if certain dependencies are present. For instance, the VTK-HDF file formats are only available if HighFive is found, which itself requires libhdf5-dev. If the latter is found on your system, including GridFormat via cmake's FetchContent (see quickstart) automatically brings in HighFive, as it is included in GridFormat as a git submodule. However, when installing GridFormat from the cloned sources (as described above), make sure to use git clone --recursive in case you want to use the HDF file formats.

The availability of some specific features of a file format may also depend on the availability of certain dependencies. For instance, compression of data (e.g. for the VTK-XML file formats) can only be used if the respective compression libraries are found on the system. Dependencies of those features are stated in the API documentation.

Command-line interface

GridFormat comes with a few command-line apps that you can build and install alongside the library. To include them in the build, pass the option -DGRIDFORMAT_BUILD_BINARIES=ON to cmake when configuring (see above). For performance reasons, you should set -DCMAKE_BUILD_TYPE=Release when configuring. If successfully built, you can then use the command-line apps to print information on a grid file to the terminal, or convert between different file formats. For instance:

gridformat-info my_vti_file.vti # prints info on the contents of the vti file
gridformat-convert my_vti_file.vti vtu # converts an image grid format (.vti) to vtu format
gridformat-convert my_vti_file.vti vtu encoder=ascii # format options can be set as key-value pairs
gridformat-convert my_vti_file.vti vtu -o some_file # choose an output filename

Compatibility with user-defined grids

GridFormat does not operate on a specific grid data structure, but instead, it can be made compatible with any user-defined grid types by implementing specializations for a few traits classes. For information on how to do this, please have a look at the traits classes overview, the examples, the predefined image grid implementation or the predefined traits for several frameworks.

Predefined traits

GridFormat comes with predefined traits for dune grid views (tested dune version: 2.9), deal.ii triangulations (tested deal.ii version: 9.6.0), cgal triangulations in 2d and 3d (tested cgal version: 5.5.2), dolfinx meshes and function spaces (tested dolfinx version: 0.6.0) and mfem meshes (tested mfem version: 4.5.2). Users of these frameworks can include these predefined traits and use GridFormat directly (see the examples).

Caveats

When reading from grid files, GridFormat provides access to the data as specified by the file format. These specifications may not be sufficient in all applications. For instance, to fully instantiate a simulator for parallel computations, information on the grid entities shared by different processes is usually required. Since these requirements are simulator-specific, any further processing has to be done manually by the user and for their data structures. The recommended way to deal with this issue is to add any information required for reinstantiation as data fields to the output. This way, it is readily available when reading the file.

Getting help

Find answered questions, ask questions or start discussions through GitHub Discussions.

Contribution Guidelines

Contributions are highly welcome! For bug reports, please file an issue. If you want to contribute with features, improvements or bug fixes please fork this project and open a merge request into the main branch of this repository.

Development and test suite

In order to configure your local copy for testing, tell cmake to include the test suite:

# Note: you may have to set a compiler explicitly (see installation section) {#note-you-may-have-to-set-a-compiler-explicitly-see-installation-section}
cmake -DGRIDFORMAT_BUILD_TESTS=ON -B build

Afterwards, you can build and run all tests with ctest:

# Note: use, e.g., ctest -j4 if you want to use 4 processors {#note-use-eg-ctest-j-if-you-want-to-use--processors}
cd build
make build_tests
ctest

Note that an internet connection is required for the call to cmake as it pulls in ut on-the-fly. Moreover, in the configure step a Python script is invoked that produces some test data using VTK. If your Python environment does not have VTK, this step is skipped. Note that some tests in the test suite will be skipped in this case.

Creating a release

To create a release, you may use the utility script util/update_versions.py, which creates a git tag and adjusts the versions and release dates specified in the cmake setup and the CITATION.cff file. We maintain a branch for each minor release to incorporate bug fixes and patch releases. As an example, to create a new minor release version 1.2, you may type type the following into the console:

git switch main # a new minor release should always be started from main
git pull --rebase origin main # make sure the local state matches the remote state
git switch --create releases/1.2 # this branch will be kept for incorporation of bug fixes and patch release tags 1.2.X
# ... from now on, only changes that are important for v1.2 but should NOT go into main should be committed on this branch {#from-now-on-only-changes-that-are-important-for-v-but-should-not-go-into-main-should-be-committed-on-this-branch}
python3 util/update_versions.py -v 1.2.0 # modifies versions&dates and creates a commit + tag
git push origin releases/1.2
git push origin v1.2.0

Afterwards, a release workflow will be triggered. If this runs through successfully, a release has been created. If not, the new tag has to be deleted and the procedure has to be repeated after fixing the errors. After a successful release, the version on main should be increased (without triggering an actual release). Following the above example, you may run the following commands:

git switch main
git switch --create feature/bump-version
# .. add a new section for release 1.3 in the CHANGELOG and commit it {#add-a-new-section-for-release--in-the-changelog-and-commit-it}
python3 util/update_versions.py -v 1.3.0 --skip-tag # only modifies versions, no commit or tag
git commit -m "bump version to v1.3.0" .
git push origin feature/bump-version

and pose a pull request for the changes to be incorporated in main.

License

GridFormat is licensed under the terms and conditions of the MIT License. It can be read online or in the LICENSES/MIT.txt file. See LICENSES/MIT.txt for full copying permissions.