158 static const scalar_type zero = math::zero<scalar_type>();
159 static const scalar_type one = math::identity<scalar_type>();
163 scalar_type norm_rhs = norm(rhs);
164 if (norm_rhs < Alina::detail::eps<scalar_type>(1)) {
166 norm_rhs = math::identity<scalar_type>();
174 scalar_type eps = std::max(prm.tol * norm_rhs, prm.abstol);
175 scalar_type norm_r = zero;
179 if (prm.pside == ePreconditionerSideType::left) {
180 backend::residual(rhs, A, x, *v[0]);
184 backend::residual(rhs, A, x, *r);
189 if (norm_r < eps || iter >= prm.maxiter)
193 backend::axpby(math::inverse(norm_r), *r, zero, *v[0]);
195 std::fill(s.begin(), s.end(), 0);
204 vector& v_new = *v[j + 1];
206 preconditioner_spmv(prm.pside, P, A, *v[j], v_new, *r);
208 for (
unsigned k = 0; k <= j; ++k) {
209 H(k, j) = inner_product(v_new, *v[k]);
210 backend::axpby(-H(k, j), *v[k], one, v_new);
212 H(j + 1, j) = norm(v_new);
214 backend::axpby(math::inverse(H(j + 1, j)), v_new, zero, v_new);
216 for (
unsigned k = 0; k < j; ++k)
217 detail::apply_plane_rotation(H(k, j), H(k + 1, j), cs[k], sn[k]);
219 detail::generate_plane_rotation(H(j, j), H(j + 1, j), cs[j], sn[j]);
220 detail::apply_plane_rotation(H(j, j), H(j + 1, j), cs[j], sn[j]);
221 detail::apply_plane_rotation(s[j], s[j + 1], cs[j], sn[j]);
223 scalar_type inner_res = std::abs(s[j + 1]);
225 if (prm.verbose && iter % 5 == 0)
226 std::cout << iter <<
"\t" << std::scientific << inner_res / norm_rhs << std::endl;
230 if (iter >= prm.maxiter || j >= prm.M || inner_res <= eps)
235 for (
unsigned i = j; i-- > 0;) {
237 for (
unsigned k = 0; k < i; ++k)
238 s[k] -= H(k, i) * s[i];
243 backend::lin_comb(j, s, v, zero, dx);
245 if (prm.pside == ePreconditionerSideType::left) {
246 backend::axpby(one, dx, one, x);
251 backend::axpby(one, tmp, one, x);
255 return std::make_tuple(iter, norm_r / norm_rhs);