#include /*I "petscsnes.h" I*/ #include /*I "petscdm.h" I*/ /* MatFDColoringSetFunction() takes a function with four arguments, we want to use SNESComputeFunction() since it logs function computation information. */ static PetscErrorCode SNESComputeFunctionCtx(SNES snes, Vec x, Vec f, void *ctx) { return SNESComputeFunction(snes, x, f); } static PetscErrorCode SNESComputeMFFunctionCtx(SNES snes, Vec x, Vec f, void *ctx) { return SNESComputeMFFunction(snes, x, f); } /*@C SNESComputeJacobianDefaultColor - Computes the Jacobian using finite differences and coloring to exploit matrix sparsity. Collective on snes Input Parameters: + snes - nonlinear solver object . x1 - location at which to evaluate Jacobian - ctx - MatFDColoring context or NULL Output Parameters: + J - Jacobian matrix (not altered in this routine) - B - newly computed Jacobian matrix to use with preconditioner (generally the same as J) Level: intermediate Options Database Keys: + -snes_fd_color_use_mat - use a matrix coloring from the explicit matrix nonzero pattern instead of from the DM providing the matrix . -snes_fd_color - Activates `SNESComputeJacobianDefaultColor()` in `SNESSetFromOptions()` . -mat_fd_coloring_err - Sets (square root of relative error in the function) . -mat_fd_coloring_umin - Sets umin, the minimum allowable u-value magnitude . -mat_fd_type - Either wp or ds (see `MATMFFD_WP` or `MATMFFD_DS`) . -snes_mf_operator - Use matrix free application of Jacobian - -snes_mf - Use matrix free Jacobian with no explicit Jacobian representation Notes: If the coloring is not provided through the context, this will first try to get the coloring from the `DM`. If the `DM` has no coloring routine, then it will try to get the coloring from the matrix. This requires that the matrix have its nonzero locations already provided. `SNES` supports three approaches for computing (approximate) Jacobians: user provided via `SNESSetJacobian()`, matrix-free via `SNESSetUseMatrixFree()`, and computing explicitly with finite differences and coloring using `MatFDColoring`. It is also possible to use automatic differentiation and the `MatFDColoring` object, see src/ts/tutorials/autodiff/ex16adj_tl.cxx This function can be provided to `SNESSetJacobian()` along with an appropriate sparse matrix to hold the Jacobian .seealso: `SNES`, `SNESSetJacobian()`, `SNESTestJacobian()`, `SNESComputeJacobianDefault()`, `SNESSetUseMatrixFree()`, `MatFDColoringCreate()`, `MatFDColoringSetFunction()` @*/ PetscErrorCode SNESComputeJacobianDefaultColor(SNES snes, Vec x1, Mat J, Mat B, void *ctx) { MatFDColoring color = (MatFDColoring)ctx; DM dm; MatColoring mc; ISColoring iscoloring; PetscBool hascolor; PetscBool solvec, matcolor = PETSC_FALSE; DMSNES dms; PetscFunctionBegin; if (color) PetscValidHeaderSpecific(color, MAT_FDCOLORING_CLASSID, 5); if (!color) PetscCall(PetscObjectQuery((PetscObject)B, "SNESMatFDColoring", (PetscObject *)&color)); if (!color) { PetscCall(SNESGetDM(snes, &dm)); PetscCall(DMHasColoring(dm, &hascolor)); matcolor = PETSC_FALSE; PetscCall(PetscOptionsGetBool(((PetscObject)snes)->options, ((PetscObject)snes)->prefix, "-snes_fd_color_use_mat", &matcolor, NULL)); if (hascolor && !matcolor) { PetscCall(DMCreateColoring(dm, IS_COLORING_GLOBAL, &iscoloring)); } else { PetscCall(MatColoringCreate(B, &mc)); PetscCall(MatColoringSetDistance(mc, 2)); PetscCall(MatColoringSetType(mc, MATCOLORINGSL)); PetscCall(MatColoringSetFromOptions(mc)); PetscCall(MatColoringApply(mc, &iscoloring)); PetscCall(MatColoringDestroy(&mc)); } PetscCall(MatFDColoringCreate(B, iscoloring, &color)); PetscCall(DMGetDMSNES(dm, &dms)); if (dms->ops->computemffunction) { PetscCall(MatFDColoringSetFunction(color, (PetscErrorCode(*)(void))SNESComputeMFFunctionCtx, NULL)); } else { PetscCall(MatFDColoringSetFunction(color, (PetscErrorCode(*)(void))SNESComputeFunctionCtx, NULL)); } PetscCall(MatFDColoringSetFromOptions(color)); PetscCall(MatFDColoringSetUp(B, iscoloring, color)); PetscCall(ISColoringDestroy(&iscoloring)); PetscCall(PetscObjectCompose((PetscObject)B, "SNESMatFDColoring", (PetscObject)color)); PetscCall(PetscObjectDereference((PetscObject)color)); } /* F is only usable if there is no RHS on the SNES and the full solution corresponds to x1 */ PetscCall(VecEqual(x1, snes->vec_sol, &solvec)); if (!snes->vec_rhs && solvec) { Vec F; PetscCall(SNESGetFunction(snes, &F, NULL, NULL)); PetscCall(MatFDColoringSetF(color, F)); } PetscCall(MatFDColoringApply(B, color, x1, snes)); if (J != B) { PetscCall(MatAssemblyBegin(J, MAT_FINAL_ASSEMBLY)); PetscCall(MatAssemblyEnd(J, MAT_FINAL_ASSEMBLY)); } PetscFunctionReturn(0); }