Structured-Grid System Interface (Struct)
In order to get access to the most efficient and scalable solvers for scalar
structured-grid applications, users should use the Struct
interface
described in this chapter. This interface will also provide access (this is not
yet supported) to solvers in hypre that were designed for unstructured-grid
applications and sparse linear systems in general. These additional solvers are
usually provided via the unstructured-grid interface (FEI
) or the
linear-algebraic interface (IJ
) described in Chapters Finite Element Interface and
Linear-Algebraic System Interface (IJ).
Figure Structured Grid Example gives an example of the type of grid currently
supported by the Struct
interface. The interface uses a finite-difference
or finite-volume style, and currently supports only scalar PDEs (i.e., one
unknown per gridpoint).
Structured Grid Example
An example 2D structured grid, distributed accross two processors.
There are four basic steps involved in setting up the linear system to be solved:
set up the grid,
set up the stencil,
set up the matrix,
set up the right-hand-side vector.
To describe each of these steps in more detail, consider solving the 2D Laplacian problem
Assume (1) is discretized using standard 5-pt finite-volumes on the uniform grid pictured in Structured Grid Example, and assume that the problem data is distributed across two processes as depicted.
Setting Up the Struct Grid
The grid is described via a global index space, i.e., via integer singles in 1D, tuples in 2D, or triples in 3D (see Figure Boxes in Index Space).
Boxes in Index Space
A box is a collection of abstract cell-centered indices, described by its minimum and maximum indices. Here, two boxes are illustrated.
The integers may have any value, negative or positive. The global indexes allow
hypre to discern how data is related spatially, and how it is distributed across
the parallel machine. The basic component of the grid is a box: a collection
of abstract cell-centered indices in index space, described by its “lower” and
“upper” corner indices. The scalar grid data is always associated with cell
centers, unlike the more general SStruct
interface which allows data to be
associated with box indices in several different ways.
Each process describes that portion of the grid that it “owns”, one box at a time. For example, the global grid in Figure Structured Grid Example can be described in terms of three boxes, two owned by process 0, and one owned by process 1. The following is the code (with visual annotations) for setting up the grid on process 0 (the code for process 1 is similar).
HYPRE_StructGrid grid;
int ndim = 2;
int ilower[][2] = {{-3,1}, {0,1}};
int iupper[][2] = {{-1,2}, {2,4}};
/* Create the grid object */
1: HYPRE_StructGridCreate(MPI_COMM_WORLD, ndim, &grid);
/* Set grid extents for the first box */
2: HYPRE_StructGridSetExtents(grid, ilower[0], iupper[0]);
/* Set grid extents for the second box */
3: HYPRE_StructGridSetExtents(grid, ilower[1], iupper[1]);
/* Assemble the grid */
4: HYPRE_StructGridAssemble(grid);
The images along the top illustrate the result of the numbered lines of code.
The Create()
routine creates an empty 2D grid object that lives on the
MPI_COMM_WORLD
communicator. The SetExtents()
routine adds a new box to
the grid. The Assemble()
routine is a collective call (i.e., must be called
on all processes from a common synchronization point), and finalizes the grid
assembly, making the grid “ready to use”.
Setting Up the Struct Stencil
The geometry of the discretization stencil is described by an array of indexes, each representing a relative offset from any given gridpoint on the grid. For example, the geometry of the 5-pt stencil for the example problem being considered can be represented by the list of index offsets shown in Figure Figure 4a.
Figure 4a
Representation of the 5-point discretization stencil for the example problem.
Figure 4b
Need to combine this with 4a.
Here, the \((0,0)\) entry represents the “center” coefficient, and is the 0th stencil entry. The \((0,-1)\) entry represents the “south” coefficient, and is the 3rd stencil entry. And so on.
On process 0 or 1, the following code (with visual annotations) will set up the stencil in Figure Figure 4a. The stencil must be the same on all processes.
HYPRE_StructStencil stencil;
int ndim = 2;
int size = 5;
int entry;
int offsets[][2] = {{0,0}, {-1,0}, {1,0}, {0,-1}, {0,1}};
/* Create the stencil object */
1: HYPRE_StructStencilCreate(ndim, size, &stencil);
/* Set stencil entries */
for (entry = 0; entry < size; entry++)
{
2-6: HYPRE_StructStencilSetElement(stencil, entry, offsets[entry]);
}
/* Thats it! There is no assemble routine */
The Create()
routine creates an empty 2D, 5-pt stencil object. The
SetElement()
routine defines the geometry of the stencil and assigns the
stencil numbers for each of the stencil entries. None of the calls are
collective calls.
Setting Up the Struct Matrix
The matrix is set up in terms of the grid and stencil objects described in Sections Setting Up the Struct Grid and Setting Up the Struct Stencil. The coefficients associated with each stencil entry will typically vary from gridpoint to gridpoint, but in the example problem being considered, they are as follows over the entire grid (except at boundaries; see below):
On process 0, the following code sets up matrix values associated with the center (entry 0) and south (entry 3) stencil entries as given by (2) and Figure Figure 4a (boundaries are ignored here temporarily).
HYPRE_StructMatrix A;
double values[36];
int stencil_indices[2] = {0,3};
int i;
HYPRE_StructMatrixCreate(MPI_COMM_WORLD, grid, stencil, &A);
HYPRE_StructMatrixInitialize(A);
for (i = 0; i < 36; i += 2)
{
values[i] = 4.0;
values[i+1] = -1.0;
}
HYPRE_StructMatrixSetBoxValues(A, ilower[0], iupper[0], 2,
stencil_indices, values);
HYPRE_StructMatrixSetBoxValues(A, ilower[1], iupper[1], 2,
stencil_indices, values);
/* set boundary conditions */
...
HYPRE_StructMatrixAssemble(A);
The Create()
routine creates an empty matrix object. The Initialize()
routine indicates that the matrix coefficients (or values) are ready to be set.
This routine may or may not involve the allocation of memory for the coefficient
data, depending on the implementation. The optional Set
routines mentioned
later in this chapter and in Chapter API, should be called before this
step. The SetBoxValues()
routine sets the matrix coefficients for some set
of stencil entries over the gridpoints in some box. Note that the box need not
correspond to any of the boxes used to create the grid, but values should be set
for all gridpoints that this process “owns”. The Assemble()
routine is a
collective call, and finalizes the matrix assembly, making the matrix “ready to
use”.
Matrix coefficients that reach outside of the boundary should be set to zero. For efficiency reasons, hypre does not do this automatically. The most natural time to insure this is when the boundary conditions are being set, and this is most naturally done after the coefficients on the grid’s interior have been set. For example, during the implementation of the Dirichlet boundary condition on the lower boundary of the grid in Figure Structured Grid Example, the south coefficient must be set to zero. To do this on process 0, the following code could be used:
int ilower[2] = {-3, 1};
int iupper[2] = { 2, 1};
/* create matrix and set interior coefficients */
...
/* implement boundary conditions */
...
for (i = 0; i < 12; i++)
{
values[i] = 0.0;
}
i = 3;
HYPRE_StructMatrixSetBoxValues(A, ilower, iupper, 1, &i, values);
/* complete implementation of boundary conditions */
...
Setting Up the Struct Right-Hand-Side Vector
The right-hand-side vector is set up similarly to the matrix set up described in Section Setting Up the Struct Matrix above. The main difference is that there is no stencil (note that a stencil currently does appear in the interface, but this will eventually be removed).
On process 0, the following code sets up the right-hand-side vector values.
HYPRE_StructVector b;
double values[18];
int i;
HYPRE_StructVectorCreate(MPI_COMM_WORLD, grid, &b);
HYPRE_StructVectorInitialize(b);
for (i = 0; i < 18; i++)
{
values[i] = 0.0;
}
HYPRE_StructVectorSetBoxValues(b, ilower[0], iupper[0], values);
HYPRE_StructVectorSetBoxValues(b, ilower[1], iupper[1], values);
HYPRE_StructVectorAssemble(b);
The Create()
routine creates an empty vector object. The Initialize()
routine indicates that the vector coefficients (or values) are ready to be set.
This routine follows the same rules as its corresponding Matrix
routine.
The SetBoxValues()
routine sets the vector coefficients over the gridpoints
in some box, and again, follows the same rules as its corresponding Matrix
routine. The Assemble()
routine is a collective call, and finalizes the
vector assembly, making the vector “ready to use”.
Symmetric Matrices
Some solvers and matrix storage schemes provide capabilities for significantly
reducing memory usage when the coefficient matrix is symmetric. In this
situation, each off-diagonal coefficient appears twice in the matrix, but only
one copy needs to be stored. The Struct
interface provides support for
matrix and solver implementations that use symmetric storage via the
SetSymmetric()
routine.
To describe this in more detail, consider again the 5-pt finite-volume
discretization of (1) on the grid pictured in Figure
Structured Grid Example. Because the discretization is symmetric, only half
of the off-diagonal coefficients need to be stored. To turn symmetric storage
on, the following line of code needs to be inserted somewhere between the
Create()
and Initialize()
calls.
HYPRE_StructMatrixSetSymmetric(A, 1);
The coefficients for the entire stencil can be passed in as before. Note that
symmetric storage may or may not actually be used, depending on the underlying
storage scheme. Currently in hypre, the Struct
interface always uses
symmetric storage.
To most efficiently utilize the Struct
interface for symmetric matrices,
notice that only half of the off-diagonal coefficients need to be set. To do
this for the example being considered, we simply need to redefine the 5-pt
stencil of Section Setting Up the Struct Stencil to an “appropriate” 3-pt stencil,
then set matrix coefficients (as in Section Setting Up the Struct Matrix) for these
three stencil elements only. For example, we could use the following stencil
This 3-pt stencil provides enough information to recover the full 5-pt stencil geometry and associated matrix coefficients.