const char help[] = "Tests PetscDTPTrimmedEvalJet()"; #include #include #include static PetscErrorCode constructTabulationAndMass(PetscInt dim, PetscInt deg, PetscInt form, PetscInt jetDegree, PetscInt npoints, const PetscReal *points, const PetscReal *weights, PetscInt *_Nb, PetscInt *_Nf, PetscInt *_Nk, PetscReal **B, PetscScalar **M) { PetscInt Nf; // Number of form components PetscInt Nbpt; // number of trimmed polynomials PetscInt Nk; // jet size PetscReal *p_trimmed; PetscErrorCode ierr; PetscFunctionBegin; ierr = PetscDTBinomialInt(dim, PetscAbsInt(form), &Nf);CHKERRQ(ierr); ierr = PetscDTPTrimmedSize(dim, deg, form, &Nbpt);CHKERRQ(ierr); ierr = PetscDTBinomialInt(dim + jetDegree, dim, &Nk);CHKERRQ(ierr); ierr = PetscMalloc1(Nbpt * Nf * Nk * npoints, &p_trimmed);CHKERRQ(ierr); ierr = PetscDTPTrimmedEvalJet(dim, npoints, points, deg, form, jetDegree, p_trimmed);CHKERRQ(ierr); // compute the direct mass matrix PetscScalar *M_trimmed; ierr = PetscCalloc1(Nbpt * Nbpt, &M_trimmed);CHKERRQ(ierr); for (PetscInt i = 0; i < Nbpt; i++) { for (PetscInt j = 0; j < Nbpt; j++) { PetscReal v = 0.; for (PetscInt f = 0; f < Nf; f++) { const PetscReal *p_i = &p_trimmed[(i * Nf + f) * Nk * npoints]; const PetscReal *p_j = &p_trimmed[(j * Nf + f) * Nk * npoints]; for (PetscInt pt = 0; pt < npoints; pt++) { v += p_i[pt] * p_j[pt] * weights[pt]; } } M_trimmed[i * Nbpt + j] += v; } } *_Nb = Nbpt; *_Nf = Nf; *_Nk = Nk; *B = p_trimmed; *M = M_trimmed; PetscFunctionReturn(0); } static PetscErrorCode test(PetscInt dim, PetscInt deg, PetscInt form, PetscInt jetDegree, PetscBool cond) { PetscQuadrature q; PetscInt npoints; const PetscReal *points; const PetscReal *weights; PetscInt Nf; // Number of form components PetscInt Nk; // jet size PetscInt Nbpt; // number of trimmed polynomials PetscReal *p_trimmed; PetscScalar *M_trimmed; PetscReal *p_scalar; PetscInt Nbp; // number of scalar polynomials PetscScalar *Mcopy; PetscScalar *M_moments; PetscReal frob_err = 0.; Mat mat_trimmed; Mat mat_moments_T; Mat AinvB; PetscInt Nbm1; Mat Mm1; PetscReal *p_trimmed_copy; PetscReal *M_moment_real; PetscErrorCode ierr; PetscFunctionBegin; // Construct an appropriate quadrature ierr = PetscDTStroudConicalQuadrature(dim, 1, deg + 2, -1., 1., &q);CHKERRQ(ierr); ierr = PetscQuadratureGetData(q, NULL, NULL, &npoints, &points, &weights);CHKERRQ(ierr); ierr = constructTabulationAndMass(dim, deg, form, jetDegree, npoints, points, weights, &Nbpt, &Nf, &Nk, &p_trimmed, &M_trimmed);CHKERRQ(ierr); ierr = PetscDTBinomialInt(dim + deg, dim, &Nbp);CHKERRQ(ierr); ierr = PetscMalloc1(Nbp * Nk * npoints, &p_scalar);CHKERRQ(ierr); ierr = PetscDTPKDEvalJet(dim, npoints, points, deg, jetDegree, p_scalar);CHKERRQ(ierr); ierr = PetscMalloc1(Nbpt * Nbpt, &Mcopy);CHKERRQ(ierr); // Print the condition numbers (useful for testing out different bases internally in PetscDTPTrimmedEvalJet()) #if !defined(PETSC_USE_COMPLEX) if (cond) { PetscReal *S; PetscScalar *work; PetscBLASInt n = Nbpt; PetscBLASInt lwork = 5 * Nbpt; PetscBLASInt lierr; ierr = PetscMalloc1(Nbpt, &S);CHKERRQ(ierr); ierr = PetscMalloc1(5*Nbpt, &work);CHKERRQ(ierr); ierr = PetscArraycpy(Mcopy, M_trimmed, Nbpt * Nbpt);CHKERRQ(ierr); PetscStackCallBLAS("LAPACKgesvd",LAPACKgesvd_("N","N",&n,&n,Mcopy,&n,S,NULL,&n,NULL,&n,work,&lwork,&lierr)); PetscReal cond = S[0] / S[Nbpt - 1]; ierr = PetscPrintf(PETSC_COMM_WORLD, "dimension %D, degree %D, form %D: condition number %g\n", dim, deg, form, (double) cond); ierr = PetscFree(work);CHKERRQ(ierr); ierr = PetscFree(S);CHKERRQ(ierr); } #endif // compute the moments with the orthonormal polynomials ierr = PetscCalloc1(Nbpt * Nbp * Nf, &M_moments);CHKERRQ(ierr); for (PetscInt i = 0; i < Nbp; i++) { for (PetscInt j = 0; j < Nbpt; j++) { for (PetscInt f = 0; f < Nf; f++) { PetscReal v = 0.; const PetscReal *p_i = &p_scalar[i * Nk * npoints]; const PetscReal *p_j = &p_trimmed[(j * Nf + f) * Nk * npoints]; for (PetscInt pt = 0; pt < npoints; pt++) { v += p_i[pt] * p_j[pt] * weights[pt]; } M_moments[(i * Nf + f) * Nbpt + j] += v; } } } // subtract M_moments^T * M_moments from M_trimmed: because the trimmed polynomials should be contained in // the full polynomials, the result should be zero ierr = PetscArraycpy(Mcopy, M_trimmed, Nbpt * Nbpt);CHKERRQ(ierr); { PetscBLASInt m = Nbpt; PetscBLASInt n = Nbpt; PetscBLASInt k = Nbp * Nf; PetscScalar mone = -1.; PetscScalar one = 1.; PetscStackCallBLAS("BLASgemm",BLASgemm_("N","T",&m,&n,&k,&mone,M_moments,&m,M_moments,&m,&one,Mcopy,&m)); } frob_err = 0.; for (PetscInt i = 0; i < Nbpt * Nbpt; i++) frob_err += PetscRealPart(Mcopy[i]) * PetscRealPart(Mcopy[i]); frob_err = PetscSqrtReal(frob_err); if (frob_err > PETSC_SMALL) { SETERRQ4(PETSC_COMM_WORLD, PETSC_ERR_PLIB, "dimension %D, degree %D, form %D: trimmed projection error %g\n", dim, deg, form, (double) frob_err); } // P trimmed is also supposed to contain the polynomials of one degree less: construction M_moment[0:sub,:] * M_trimmed^{-1} * M_moments[0:sub,:]^T should be the identity matrix ierr = MatCreateSeqDense(PETSC_COMM_SELF, Nbpt, Nbpt, M_trimmed, &mat_trimmed);CHKERRQ(ierr); ierr = PetscDTBinomialInt(dim + deg - 1, dim, &Nbm1);CHKERRQ(ierr); ierr = MatCreateSeqDense(PETSC_COMM_SELF, Nbpt, Nbm1 * Nf, M_moments, &mat_moments_T);CHKERRQ(ierr); ierr = MatDuplicate(mat_moments_T, MAT_DO_NOT_COPY_VALUES, &AinvB);CHKERRQ(ierr); ierr = MatLUFactor(mat_trimmed, NULL, NULL, NULL);CHKERRQ(ierr); ierr = MatMatSolve(mat_trimmed, mat_moments_T, AinvB);CHKERRQ(ierr); ierr = MatTransposeMatMult(mat_moments_T, AinvB, MAT_INITIAL_MATRIX, PETSC_DEFAULT, &Mm1);CHKERRQ(ierr); ierr = MatShift(Mm1, -1.);CHKERRQ(ierr); ierr = MatNorm(Mm1, NORM_FROBENIUS, &frob_err);CHKERRQ(ierr); if (frob_err > PETSC_SMALL) { SETERRQ4(PETSC_COMM_WORLD, PETSC_ERR_PLIB, "dimension %D, degree %D, form %D: trimmed reverse projection error %g\n", dim, deg, form, (double) frob_err); } ierr = MatDestroy(&Mm1);CHKERRQ(ierr); ierr = MatDestroy(&AinvB);CHKERRQ(ierr); ierr = MatDestroy(&mat_moments_T);CHKERRQ(ierr); // The Koszul differential applied to P trimmed (Lambda k+1) should be contained in P trimmed (Lambda k) if (PetscAbsInt(form) < dim) { PetscInt Nf1, Nbpt1, Nk1; PetscReal *p_trimmed1; PetscScalar *M_trimmed1; PetscInt (*pattern)[3]; PetscReal *p_koszul; PetscScalar *M_koszul; PetscScalar *M_k_moment; Mat mat_koszul; Mat mat_k_moment_T; Mat AinvB; Mat prod; ierr = constructTabulationAndMass(dim, deg, form < 0 ? form - 1 : form + 1, 0, npoints, points, weights, &Nbpt1, &Nf1, &Nk1, &p_trimmed1, &M_trimmed1);CHKERRQ(ierr); ierr = PetscMalloc1(Nf1 * (PetscAbsInt(form) + 1), &pattern);CHKERRQ(ierr); ierr = PetscDTAltVInteriorPattern(dim, PetscAbsInt(form) + 1, pattern);CHKERRQ(ierr); // apply the Koszul operator ierr = PetscCalloc1(Nbpt1 * Nf * npoints, &p_koszul);CHKERRQ(ierr); for (PetscInt b = 0; b < Nbpt1; b++) { for (PetscInt a = 0; a < Nf1 * (PetscAbsInt(form) + 1); a++) { PetscInt i,j,k; PetscReal sign; PetscReal *p_i; const PetscReal *p_j; i = pattern[a][0]; if (form < 0) { i = Nf-1-i; } j = pattern[a][1]; if (form < 0) { j = Nf1-1-j; } k = pattern[a][2] < 0 ? -(pattern[a][2] + 1) : pattern[a][2]; sign = pattern[a][2] < 0 ? -1 : 1; if (form < 0 && (i & 1) ^ (j & 1)) { sign = -sign; } p_i = &p_koszul[(b * Nf + i) * npoints]; p_j = &p_trimmed1[(b * Nf1 + j) * npoints]; for (PetscInt pt = 0; pt < npoints; pt++) { p_i[pt] += p_j[pt] * points[pt * dim + k] * sign; } } } // mass matrix of the result ierr = PetscMalloc1(Nbpt1 * Nbpt1, &M_koszul);CHKERRQ(ierr); for (PetscInt i = 0; i < Nbpt1; i++) { for (PetscInt j = 0; j < Nbpt1; j++) { PetscReal val = 0.; for (PetscInt v = 0; v < Nf; v++) { const PetscReal *p_i = &p_koszul[(i * Nf + v) * npoints]; const PetscReal *p_j = &p_koszul[(j * Nf + v) * npoints]; for (PetscInt pt = 0; pt < npoints; pt++) { val += p_i[pt] * p_j[pt] * weights[pt]; } } M_koszul[i * Nbpt1 + j] = val; } } // moment matrix between the result and P trimmed ierr = PetscMalloc1(Nbpt * Nbpt1, &M_k_moment);CHKERRQ(ierr); for (PetscInt i = 0; i < Nbpt1; i++) { for (PetscInt j = 0; j < Nbpt; j++) { PetscReal val = 0.; for (PetscInt v = 0; v < Nf; v++) { const PetscReal *p_i = &p_koszul[(i * Nf + v) * npoints]; const PetscReal *p_j = &p_trimmed[(j * Nf + v) * Nk * npoints]; for (PetscInt pt = 0; pt < npoints; pt++) { val += p_i[pt] * p_j[pt] * weights[pt]; } } M_k_moment[i * Nbpt + j] = val; } } // M_k_moment M_trimmed^{-1} M_k_moment^T == M_koszul ierr = MatCreateSeqDense(PETSC_COMM_SELF, Nbpt1, Nbpt1, M_koszul, &mat_koszul);CHKERRQ(ierr); ierr = MatCreateSeqDense(PETSC_COMM_SELF, Nbpt, Nbpt1, M_k_moment, &mat_k_moment_T);CHKERRQ(ierr); ierr = MatDuplicate(mat_k_moment_T, MAT_DO_NOT_COPY_VALUES, &AinvB);CHKERRQ(ierr); ierr = MatMatSolve(mat_trimmed, mat_k_moment_T, AinvB);CHKERRQ(ierr); ierr = MatTransposeMatMult(mat_k_moment_T, AinvB, MAT_INITIAL_MATRIX, PETSC_DEFAULT, &prod);CHKERRQ(ierr); ierr = MatAXPY(prod, -1., mat_koszul, SAME_NONZERO_PATTERN);CHKERRQ(ierr); ierr = MatNorm(prod, NORM_FROBENIUS, &frob_err);CHKERRQ(ierr); if (frob_err > PETSC_SMALL) { SETERRQ5(PETSC_COMM_WORLD, PETSC_ERR_PLIB, "dimension %D, degree %D, forms (%D, %D): koszul projection error %g\n", dim, deg, form, form < 0 ? (form-1):(form+1), (double) frob_err); } ierr = MatDestroy(&prod);CHKERRQ(ierr); ierr = MatDestroy(&AinvB);CHKERRQ(ierr); ierr = MatDestroy(&mat_k_moment_T);CHKERRQ(ierr); ierr = MatDestroy(&mat_koszul);CHKERRQ(ierr); ierr = PetscFree(M_k_moment);CHKERRQ(ierr); ierr = PetscFree(M_koszul);CHKERRQ(ierr); ierr = PetscFree(p_koszul);CHKERRQ(ierr); ierr = PetscFree(pattern);CHKERRQ(ierr); ierr = PetscFree(p_trimmed1);CHKERRQ(ierr); ierr = PetscFree(M_trimmed1);CHKERRQ(ierr); } // M_moments has shape [Nbp][Nf][Nbpt] // p_scalar has shape [Nbp][Nk][npoints] // contracting on [Nbp] should be the same shape as // p_trimmed, which is [Nbpt][Nf][Nk][npoints] ierr = PetscCalloc1(Nbpt * Nf * Nk * npoints, &p_trimmed_copy);CHKERRQ(ierr); ierr = PetscMalloc1(Nbp * Nf * Nbpt, &M_moment_real);CHKERRQ(ierr); for (PetscInt i = 0; i < Nbp * Nf * Nbpt; i++) { M_moment_real[i] = PetscRealPart(M_moments[i]); } for (PetscInt f = 0; f < Nf; f++) { PetscBLASInt m = Nk * npoints; PetscBLASInt n = Nbpt; PetscBLASInt k = Nbp; PetscBLASInt lda = Nk * npoints; PetscBLASInt ldb = Nf * Nbpt; PetscBLASInt ldc = Nf * Nk * npoints; PetscReal alpha = 1.0; PetscReal beta = 1.0; PetscStackCallBLAS("BLASREALgemm",BLASREALgemm_("N","T",&m,&n,&k,&alpha,p_scalar,&lda,&M_moment_real[f * Nbpt],&ldb,&beta,&p_trimmed_copy[f * Nk * npoints],&ldc)); } frob_err = 0.; for (PetscInt i = 0; i < Nbpt * Nf * Nk * npoints; i++) { frob_err += (p_trimmed_copy[i] - p_trimmed[i]) * (p_trimmed_copy[i] - p_trimmed[i]); } frob_err = PetscSqrtReal(frob_err); if (frob_err > PETSC_SMALL) { SETERRQ4(PETSC_COMM_WORLD, PETSC_ERR_PLIB, "dimension %D, degree %D, form %D: jet error %g\n", dim, deg, form, (double) frob_err); } ierr = PetscFree(M_moment_real);CHKERRQ(ierr); ierr = PetscFree(p_trimmed_copy);CHKERRQ(ierr); ierr = MatDestroy(&mat_trimmed);CHKERRQ(ierr); ierr = PetscFree(Mcopy);CHKERRQ(ierr); ierr = PetscFree(M_moments);CHKERRQ(ierr); ierr = PetscFree(M_trimmed);CHKERRQ(ierr); ierr = PetscFree(p_trimmed);CHKERRQ(ierr); ierr = PetscFree(p_scalar);CHKERRQ(ierr); ierr = PetscQuadratureDestroy(&q);CHKERRQ(ierr); PetscFunctionReturn(0); } int main(int argc, char **argv) { PetscInt max_dim = 3; PetscInt max_deg = 4; PetscInt k = 3; PetscBool cond = PETSC_FALSE; PetscErrorCode ierr = PetscInitialize(&argc, &argv, NULL, help); if (ierr) return ierr; ierr = PetscOptionsBegin(PETSC_COMM_WORLD,"","Options for PetscDTPTrimmedEvalJet() tests","none");CHKERRQ(ierr); ierr = PetscOptionsInt("-max_dim", "Maximum dimension of the simplex",__FILE__,max_dim,&max_dim,NULL);CHKERRQ(ierr); ierr = PetscOptionsInt("-max_degree", "Maximum degree of the trimmed polynomial space",__FILE__,max_deg,&max_deg,NULL);CHKERRQ(ierr); ierr = PetscOptionsInt("-max_jet", "The number of derivatives to test",__FILE__,k,&k,NULL);CHKERRQ(ierr); ierr = PetscOptionsBool("-cond", "Compute the condition numbers of the mass matrices of the bases",__FILE__,cond,&cond,NULL);CHKERRQ(ierr); ierr = PetscOptionsEnd();CHKERRQ(ierr); for (PetscInt dim = 2; dim <= max_dim; dim++) { for (PetscInt deg = 1; deg <= max_deg; deg++) { for (PetscInt form = -dim+1; form <= dim; form++) { ierr = test(dim, deg, form, PetscMax(1, k), cond);CHKERRQ(ierr); } } } ierr = PetscFinalize(); return ierr; } /*TEST test: requires: !single args: TEST*/