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Attributes
==========
.. _sec:tutorials_basics_attributes:
In the previous tutorial, we learned how to write/read variables.
In this tutorial, we will explore how to write/read attributes. Attributes are metadata related to the whole dataset or
to a specific variable. In this tutorial, we will only focus on attributes related to the whole dataset, but we will
explain how variable's attributes can be used too.
Start editing the skeleton file `ADIOS2/examples/hello/bpAttributeWriteRead/bpAttributeWriteRead_tutorialSkeleton.cpp <https://github.com/ornladios/ADIOS2/blob/master/examples/hello/bpAttributeWriteRead/bpAttributeWriteRead_tutorialSkeleton.cpp>`_.
1. In an MPI application first we need to always initialize MPI. We do that with the following lines:
.. code-block:: cpp
int rank, size;
int provided;
// MPI_THREAD_MULTIPLE is only required if you enable the SST MPI_DP
MPI_Init_thread(&argc, &argv, MPI_THREAD_MULTIPLE, &provided);
MPI_Comm_rank(MPI_COMM_WORLD, &rank);
MPI_Comm_size(MPI_COMM_WORLD, &size);
2. Now we need to create a application variable which will be used to define an ADIOS2 variable.
.. code-block:: cpp
std::vector<float> myFloats = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9};
3. Then, we need to create an ADIOS2 instance.
.. code-block:: cpp
adios2::ADIOS adios(MPI_COMM_WORLD);
4. Then, we create the following writer function:
.. code-block:: cpp
void writer(adios2::ADIOS &adios, int rank, int size, std::vector<float> &myFloats)
{
...
}
5. In this writer function, we define an IO object, and a float vector variable as follows:
.. code-block:: cpp
adios2::IO bpIO = adios.DeclareIO("BPFile_N2N");
const std::size_t Nx = myFloats.size();
adios2::Variable<float> bpFloats = bpIO.DefineVariable<float>(
"bpFloats", {size * Nx}, {rank * Nx}, {Nx}, adios2::ConstantDims);
6. Now, we will define various types of attributes as follows:
.. code-block:: cpp
bpIO.DefineAttribute<std::string>("Single_String", "File generated with ADIOS2");
std::vector<std::string> myStrings = {"one", "two", "three"};
bpIO.DefineAttribute<std::string>("Array_of_Strings", myStrings.data(), myStrings.size());
bpIO.DefineAttribute<double>("Attr_Double", 0.f);
std::vector<double> myDoubles = {1, 2, 3, 4, 5, 6, 7, 8, 9, 10};
bpIO.DefineAttribute<double>("Array_of_Doubles", myDoubles.data(), myDoubles.size());
.. note::
if we want to define an attribute for a specific variable, we can use one of the following API:
.. code-block:: cpp
template <class T>
Attribute<T> DefineAttribute(const std::string &name, const T *data, const size_t size,
const std::string &variableName = "", const std::string separator = "/",
const bool allowModification = false);
template <class T>
Attribute<T> DefineAttribute(const std::string &name, const T &value,
const std::string &variableName = "", const std::string separator = "/",
const bool allowModification = false);
As we can see, by default the attributes don't change over multiple steps, but we can change that by setting
``allowModification`` to ``true``.
7. Then, we open a file for writing:
.. code-block:: cpp
adios2::Engine bpWriter = bpIO.Open("fileAttributes.bp", adios2::Mode::Write);
8. Now, we write the data and close the file:
.. code-block:: cpp
bpWriter.BeginStep();
bpWriter.Put<float>(bpFloats, myFloats.data());
bpWriter.EndStep();
bpWriter.Close();
9. Steps 1-8 are used for writing, we will define a reader function in the rest of the steps:
.. code-block:: cpp
void reader(adios2::ADIOS &adios, int rank, int size)
{
...
}
10. In this reader function, we define an IO object, and open the file for reading:
.. code-block:: cpp
adios2::IO bpIO = adios.DeclareIO("BPFile_N2N");
adios2::Engine bpReader = bpIO.Open("fileAttributes.bp", adios2::Mode::Read);
11. Now, we check the available attributes as follows:
.. code-block:: cpp
bpReader.BeginStep();
const auto attributesInfo = bpIO.AvailableAttributes();
for (const auto &attributeInfoPair : attributesInfo)
{
std::cout << "Attribute: " << attributeInfoPair.first;
for (const auto &attributePair : attributeInfoPair.second)
{
std::cout << "\tKey: " << attributePair.first << "\tValue: " << attributePair.second
<< "\n";
}
std::cout << "\n";
}
12. Now we will inquire and get the attributes as follows:
.. code-block:: cpp
adios2::Attribute<float> singleString = bpIO.InquireAttribute<float>("Single_String");
if (singleString)
{
std::cout << singleString.Name() << ": " << singleString.Data()[0] << "\n";
}
adios2::Attribute<std::string> arrayOfStrings =
bpIO.InquireAttribute<std::string>("Array_of_Strings");
if (arrayOfStrings)
{
std::cout << arrayOfStrings.Name() << ": ";
for (const auto &value : arrayOfStrings.Data())
{
std::cout << value << " ";
}
std::cout << "\n";
}
adios2::Attribute<double> attrDouble = bpIO.InquireAttribute<double>("Attr_Double");
if (attrDouble)
{
std::cout << attrDouble.Name() << ": " << attrDouble.Data()[0] << "\n";
}
adios2::Attribute<double> arrayOfDoubles = bpIO.InquireAttribute<double>("Array_of_Doubles");
if (arrayOfDoubles)
{
std::cout << arrayOfDoubles.Name() << ": ";
for (const auto &value : arrayOfDoubles.Data())
{
std::cout << value << " ";
}
std::cout << "\n";
}
13. Afterward, we will inquire and get the variable as follows:
.. code-block:: cpp
adios2::Variable<float> bpFloats = bpIO.InquireVariable<float>("bpFloats");
const std::size_t Nx = 10;
std::vector<float> myFloats(Nx);
if (bpFloats)
{
bpFloats.SetSelection({{Nx * rank}, {Nx}});
bpReader.Get(bpFloats, myFloats.data());
}
bpReader.EndStep();
14. Finally, we close the file:
.. code-block:: cpp
bpReader.Close();
15. In the main function, we call the writer and reader functions as follows:
.. code-block:: cpp
writer(adios, rank, size, myFloats);
reader(adios, rank, size);
16. Finally, we finalize MPI:
.. code-block:: cpp
MPI_Finalize();
17. The final code should look as follows (excluding try/catch and optional usage MPI), and it was derived from the
example `ADIOS2/examples/hello/bpAttributeWriteRead/bpAttributeWriteRead.cpp <https://github.com/ornladios/ADIOS2/blob/master/examples/hello/bpAttributeWriteRead/bpAttributeWriteRead.cpp>`_.
.. literalinclude:: ../../../../examples/hello/bpAttributeWriteRead/bpAttributeWriteRead.cpp
:language: cpp
18. You can compile and run it as follows:
.. code-block:: bash
cd Path-To-ADIOS2/examples/hello/bpAttributeWriteRead
mkdir build
cd build
cmake -DADIOS2_DIR=Path-To-ADIOS2/build/ ..
cmake --build .
mpirun -np 2 ./adios2_hello_bpAttributeWriteRead_mpi
19. You can check the content of the output file "fileAttributes.bp" using *bpls* as follows:
.. code-block:: bash
Path-To-ADIOS2/build/bin/bpls ./fileAttributes.bp
float bpFloats {20}
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