xref: /libCEED/examples/rust/ex3-volume/src/main.rs (revision d4cc18453651bd0f94c1a2e078b2646a92dafdcc)
1*9ba83ac0SJeremy L Thompson // Copyright (c) 2017-2026, Lawrence Livermore National Security, LLC and other CEED contributors.
23eb59678SJeremy L Thompson // All Rights Reserved. See the top-level LICENSE and NOTICE files for details.
33eb59678SJeremy L Thompson //
43eb59678SJeremy L Thompson // SPDX-License-Identifier: BSD-2-Clause
53eb59678SJeremy L Thompson //
63eb59678SJeremy L Thompson // This file is part of CEED:  http://github.com/ceed
73eb59678SJeremy L Thompson //
83eb59678SJeremy L Thompson //                             libCEED Example 1
93eb59678SJeremy L Thompson //
103eb59678SJeremy L Thompson // This example illustrates a simple usage of libCEED to compute the volume of a
113eb59678SJeremy L Thompson // 3D body using matrix-free application of a mass + diff operator.  Arbitrary
123eb59678SJeremy L Thompson // mesh and solution orders in 1D, 2D and 3D are supported from the same code.
133eb59678SJeremy L Thompson //
143eb59678SJeremy L Thompson // The example has no dependencies, and is designed to be self-contained. For
153eb59678SJeremy L Thompson // additional examples that use external discretization libraries (MFEM, PETSc,
163eb59678SJeremy L Thompson // etc.) see the subdirectories in libceed/examples.
173eb59678SJeremy L Thompson //
183eb59678SJeremy L Thompson // All libCEED objects use a Ceed device object constructed based on a command
193eb59678SJeremy L Thompson // line argument (-ceed).
203eb59678SJeremy L Thompson 
213eb59678SJeremy L Thompson use clap::Parser;
223eb59678SJeremy L Thompson use libceed::{
233eb59678SJeremy L Thompson     BasisOpt, Ceed, ElemRestrictionOpt, QFunctionInputs, QFunctionOpt, QFunctionOutputs, VectorOpt,
243eb59678SJeremy L Thompson };
253eb59678SJeremy L Thompson mod opt;
263eb59678SJeremy L Thompson mod transform;
273eb59678SJeremy L Thompson 
283eb59678SJeremy L Thompson // ----------------------------------------------------------------------------
293eb59678SJeremy L Thompson // Example 1
303eb59678SJeremy L Thompson // ----------------------------------------------------------------------------
main() -> libceed::Result<()>313eb59678SJeremy L Thompson fn main() -> libceed::Result<()> {
323eb59678SJeremy L Thompson     let options = opt::Opt::parse();
333eb59678SJeremy L Thompson     example_3(options)
343eb59678SJeremy L Thompson }
353eb59678SJeremy L Thompson 
363eb59678SJeremy L Thompson #[allow(clippy::erasing_op)]
373eb59678SJeremy L Thompson #[allow(clippy::identity_op)]
example_3(options: opt::Opt) -> libceed::Result<()>383eb59678SJeremy L Thompson fn example_3(options: opt::Opt) -> libceed::Result<()> {
393eb59678SJeremy L Thompson     // Process command line arguments
403eb59678SJeremy L Thompson     let opt::Opt {
413eb59678SJeremy L Thompson         ceed_spec,
423eb59678SJeremy L Thompson         dim,
433eb59678SJeremy L Thompson         mesh_degree,
443eb59678SJeremy L Thompson         solution_degree,
453eb59678SJeremy L Thompson         num_qpts,
463eb59678SJeremy L Thompson         problem_size_requested,
473eb59678SJeremy L Thompson         test,
483eb59678SJeremy L Thompson         quiet,
493eb59678SJeremy L Thompson     } = options;
503eb59678SJeremy L Thompson     assert!((1..=3).contains(&dim));
513eb59678SJeremy L Thompson     assert!(mesh_degree >= 1);
523eb59678SJeremy L Thompson     assert!(solution_degree >= 1);
533eb59678SJeremy L Thompson     assert!(num_qpts >= 1);
543eb59678SJeremy L Thompson     let ncomp_x = dim;
553eb59678SJeremy L Thompson     let problem_size: i64 = if problem_size_requested < 0 {
563eb59678SJeremy L Thompson         if test {
573eb59678SJeremy L Thompson             8 * 16
583eb59678SJeremy L Thompson         } else {
593eb59678SJeremy L Thompson             256 * 1024
603eb59678SJeremy L Thompson         }
613eb59678SJeremy L Thompson     } else {
623eb59678SJeremy L Thompson         problem_size_requested
633eb59678SJeremy L Thompson     };
643eb59678SJeremy L Thompson 
653eb59678SJeremy L Thompson     // Summary output
663eb59678SJeremy L Thompson     if !quiet {
673eb59678SJeremy L Thompson         println!("Selected options: [command line option] : <current value>");
683eb59678SJeremy L Thompson         println!("    Ceed specification [-c] : {}", ceed_spec);
693eb59678SJeremy L Thompson         println!("    Mesh dimension     [-d] : {}", dim);
703eb59678SJeremy L Thompson         println!("    Mesh degree        [-m] : {}", mesh_degree);
713eb59678SJeremy L Thompson         println!("    Solution degree    [-p] : {}", solution_degree);
723eb59678SJeremy L Thompson         println!("    Num. 1D quadr. pts [-q] : {}", num_qpts);
733eb59678SJeremy L Thompson         println!("    Approx. # unknowns [-s] : {}", problem_size);
743eb59678SJeremy L Thompson         println!("    QFunction source        : user closure");
753eb59678SJeremy L Thompson     }
763eb59678SJeremy L Thompson 
773eb59678SJeremy L Thompson     // Initalize ceed context
783eb59678SJeremy L Thompson     let ceed = Ceed::init(&ceed_spec);
793eb59678SJeremy L Thompson 
803eb59678SJeremy L Thompson     // Mesh and solution bases
813eb59678SJeremy L Thompson     let basis_mesh = ceed.basis_tensor_H1_Lagrange(
823eb59678SJeremy L Thompson         dim,
833eb59678SJeremy L Thompson         ncomp_x,
843eb59678SJeremy L Thompson         mesh_degree + 1,
853eb59678SJeremy L Thompson         num_qpts,
863eb59678SJeremy L Thompson         libceed::QuadMode::Gauss,
873eb59678SJeremy L Thompson     )?;
883eb59678SJeremy L Thompson     let basis_solution = ceed.basis_tensor_H1_Lagrange(
893eb59678SJeremy L Thompson         dim,
903eb59678SJeremy L Thompson         1,
913eb59678SJeremy L Thompson         solution_degree + 1,
923eb59678SJeremy L Thompson         num_qpts,
933eb59678SJeremy L Thompson         libceed::QuadMode::Gauss,
943eb59678SJeremy L Thompson     )?;
953eb59678SJeremy L Thompson 
963eb59678SJeremy L Thompson     // Determine mesh size from approximate problem size
973eb59678SJeremy L Thompson     let num_xyz = mesh::cartesian_mesh_size(dim, solution_degree, problem_size);
983eb59678SJeremy L Thompson     if !quiet {
993eb59678SJeremy L Thompson         print!("\nMesh size                   : nx = {}", num_xyz[0]);
1003eb59678SJeremy L Thompson         if dim > 1 {
1013eb59678SJeremy L Thompson             print!(", ny = {}", num_xyz[1]);
1023eb59678SJeremy L Thompson         }
1033eb59678SJeremy L Thompson         if dim > 2 {
1043eb59678SJeremy L Thompson             print!(", nz = {}", num_xyz[2]);
1053eb59678SJeremy L Thompson         }
1063eb59678SJeremy L Thompson         println!();
1073eb59678SJeremy L Thompson     }
1083eb59678SJeremy L Thompson 
1093eb59678SJeremy L Thompson     // Build ElemRestriction objects describing the mesh and solution discrete
1103eb59678SJeremy L Thompson     // representations
1113eb59678SJeremy L Thompson     let (rstr_mesh, _) =
1123eb59678SJeremy L Thompson         mesh::build_cartesian_restriction(&ceed, dim, num_xyz, mesh_degree, ncomp_x, num_qpts)?;
1133eb59678SJeremy L Thompson     let (_, rstr_qdata) = mesh::build_cartesian_restriction(
1143eb59678SJeremy L Thompson         &ceed,
1153eb59678SJeremy L Thompson         dim,
1163eb59678SJeremy L Thompson         num_xyz,
1173eb59678SJeremy L Thompson         solution_degree,
1183eb59678SJeremy L Thompson         1 + dim * (dim + 1) / 2,
1193eb59678SJeremy L Thompson         num_qpts,
1203eb59678SJeremy L Thompson     )?;
1213eb59678SJeremy L Thompson     let (rstr_solution, _) =
1223eb59678SJeremy L Thompson         mesh::build_cartesian_restriction(&ceed, dim, num_xyz, solution_degree, 1, num_qpts)?;
1233eb59678SJeremy L Thompson     let mesh_size = rstr_mesh.lvector_size();
1243eb59678SJeremy L Thompson     let solution_size = rstr_solution.lvector_size();
1253eb59678SJeremy L Thompson     if !quiet {
1263eb59678SJeremy L Thompson         println!("Number of mesh nodes        : {}", mesh_size / dim);
1273eb59678SJeremy L Thompson         println!("Number of solution nodes    : {}", solution_size);
1283eb59678SJeremy L Thompson     }
1293eb59678SJeremy L Thompson 
1303eb59678SJeremy L Thompson     // Create a Vector with the mesh coordinates
1313eb59678SJeremy L Thompson     let mut mesh_coords = mesh::cartesian_mesh_coords(&ceed, dim, num_xyz, mesh_degree, mesh_size)?;
1323eb59678SJeremy L Thompson 
1333eb59678SJeremy L Thompson     // Apply a transformation to the mesh coordinates
1343eb59678SJeremy L Thompson     let exact_volume = transform::transform_mesh_coordinates(dim, mesh_size, &mut mesh_coords)?;
1353eb59678SJeremy L Thompson 
1363eb59678SJeremy L Thompson     // QFunction that builds the quadrature data for the mass + diff operator
1373eb59678SJeremy L Thompson     // -- QFunction from user closure
1383eb59678SJeremy L Thompson     let build_mass_diff = move |[jacobian, weights, ..]: QFunctionInputs,
1393eb59678SJeremy L Thompson                                 [qdata, ..]: QFunctionOutputs| {
1403eb59678SJeremy L Thompson         // Build quadrature data
1413eb59678SJeremy L Thompson         match dim {
1423eb59678SJeremy L Thompson             1 => {
1433eb59678SJeremy L Thompson                 let q = qdata.len() / 2;
1443eb59678SJeremy L Thompson                 for i in 0..q {
1453eb59678SJeremy L Thompson                     // Mass
1463eb59678SJeremy L Thompson                     qdata[i + q * 0] = weights[i] * jacobian[i];
1473eb59678SJeremy L Thompson                     // Diff
1483eb59678SJeremy L Thompson                     qdata[i + q * 1] = weights[i] / jacobian[i];
1493eb59678SJeremy L Thompson                 }
1503eb59678SJeremy L Thompson             }
1513eb59678SJeremy L Thompson             2 => {
1523eb59678SJeremy L Thompson                 let q = qdata.len() / 4;
1533eb59678SJeremy L Thompson                 for i in 0..q {
1543eb59678SJeremy L Thompson                     let j11 = jacobian[i + q * 0];
1553eb59678SJeremy L Thompson                     let j21 = jacobian[i + q * 1];
1563eb59678SJeremy L Thompson                     let j12 = jacobian[i + q * 2];
1573eb59678SJeremy L Thompson                     let j22 = jacobian[i + q * 3];
1583eb59678SJeremy L Thompson                     // Mass
1593eb59678SJeremy L Thompson                     qdata[i + q * 0] = weights[i] * (j11 * j22 - j21 * j12);
1603eb59678SJeremy L Thompson                     // Diff
1613eb59678SJeremy L Thompson                     let qw = weights[i] / (j11 * j22 - j21 * j12);
1623eb59678SJeremy L Thompson                     qdata[i + q * 1] = qw * (j12 * j12 + j22 * j22);
1633eb59678SJeremy L Thompson                     qdata[i + q * 2] = qw * (j11 * j11 + j21 * j21);
1643eb59678SJeremy L Thompson                     qdata[i + q * 3] = -qw * (j11 * j12 + j21 * j22);
1653eb59678SJeremy L Thompson                 }
1663eb59678SJeremy L Thompson             }
1673eb59678SJeremy L Thompson             3 => {
1683eb59678SJeremy L Thompson                 let q = qdata.len() / 7;
1693eb59678SJeremy L Thompson                 for i in 0..q {
1703eb59678SJeremy L Thompson                     let mut a = [0.0; 9];
1713eb59678SJeremy L Thompson                     for j in 0..3 {
1723eb59678SJeremy L Thompson                         for k in 0..3 {
1733eb59678SJeremy L Thompson                             a[k * 3 + j] = jacobian[i + q * ((j + 1) % 3 + 3 * ((k + 1) % 3))]
1743eb59678SJeremy L Thompson                                 * jacobian[i + q * ((j + 2) % 3 + 3 * ((k + 2) % 3))]
1753eb59678SJeremy L Thompson                                 - jacobian[i + q * ((j + 1) % 3 + 3 * ((k + 2) % 3))]
1763eb59678SJeremy L Thompson                                     * jacobian[i + q * ((j + 2) % 3 + 3 * ((k + 1) % 3))];
1773eb59678SJeremy L Thompson                         }
1783eb59678SJeremy L Thompson                     }
1793eb59678SJeremy L Thompson                     // Mass
1803eb59678SJeremy L Thompson                     qdata[i + q * 0] = weights[i]
1813eb59678SJeremy L Thompson                         * (jacobian[i + q * 0] * a[0 * 3 + 0]
1823eb59678SJeremy L Thompson                             + jacobian[i + q * 1] * a[0 * 3 + 1]
1833eb59678SJeremy L Thompson                             + jacobian[i + q * 2] * a[0 * 3 + 2]);
1843eb59678SJeremy L Thompson                     let qw = weights[i]
1853eb59678SJeremy L Thompson                         / (jacobian[i + q * 0] * a[0 * 3 + 0]
1863eb59678SJeremy L Thompson                             + jacobian[i + q * 1] * a[0 * 3 + 1]
1873eb59678SJeremy L Thompson                             + jacobian[i + q * 2] * a[0 * 3 + 2]);
1883eb59678SJeremy L Thompson                     // Diff
1893eb59678SJeremy L Thompson                     qdata[i + q * 1] = qw
1903eb59678SJeremy L Thompson                         * (a[0 * 3 + 0] * a[0 * 3 + 0]
1913eb59678SJeremy L Thompson                             + a[0 * 3 + 1] * a[0 * 3 + 1]
1923eb59678SJeremy L Thompson                             + a[0 * 3 + 2] * a[0 * 3 + 2]);
1933eb59678SJeremy L Thompson                     qdata[i + q * 2] = qw
1943eb59678SJeremy L Thompson                         * (a[1 * 3 + 0] * a[1 * 3 + 0]
1953eb59678SJeremy L Thompson                             + a[1 * 3 + 1] * a[1 * 3 + 1]
1963eb59678SJeremy L Thompson                             + a[1 * 3 + 2] * a[1 * 3 + 2]);
1973eb59678SJeremy L Thompson                     qdata[i + q * 3] = qw
1983eb59678SJeremy L Thompson                         * (a[2 * 3 + 0] * a[2 * 3 + 0]
1993eb59678SJeremy L Thompson                             + a[2 * 3 + 1] * a[2 * 3 + 1]
2003eb59678SJeremy L Thompson                             + a[2 * 3 + 2] * a[2 * 3 + 2]);
2013eb59678SJeremy L Thompson                     qdata[i + q * 4] = qw
2023eb59678SJeremy L Thompson                         * (a[1 * 3 + 0] * a[2 * 3 + 0]
2033eb59678SJeremy L Thompson                             + a[1 * 3 + 1] * a[2 * 3 + 1]
2043eb59678SJeremy L Thompson                             + a[1 * 3 + 2] * a[2 * 3 + 2]);
2053eb59678SJeremy L Thompson                     qdata[i + q * 5] = qw
2063eb59678SJeremy L Thompson                         * (a[0 * 3 + 0] * a[2 * 3 + 0]
2073eb59678SJeremy L Thompson                             + a[0 * 3 + 1] * a[2 * 3 + 1]
2083eb59678SJeremy L Thompson                             + a[0 * 3 + 2] * a[2 * 3 + 2]);
2093eb59678SJeremy L Thompson                     qdata[i + q * 6] = qw
2103eb59678SJeremy L Thompson                         * (a[0 * 3 + 0] * a[1 * 3 + 0]
2113eb59678SJeremy L Thompson                             + a[0 * 3 + 1] * a[1 * 3 + 1]
2123eb59678SJeremy L Thompson                             + a[0 * 3 + 2] * a[1 * 3 + 2]);
2133eb59678SJeremy L Thompson                 }
2143eb59678SJeremy L Thompson             }
2153eb59678SJeremy L Thompson             _ => unreachable!(),
2163eb59678SJeremy L Thompson         };
2173eb59678SJeremy L Thompson 
2183eb59678SJeremy L Thompson         // Return clean error code
2193eb59678SJeremy L Thompson         0
2203eb59678SJeremy L Thompson     };
2213eb59678SJeremy L Thompson     let qf_build_closure = ceed
2223eb59678SJeremy L Thompson         .q_function_interior(1, Box::new(build_mass_diff))?
2233eb59678SJeremy L Thompson         .input("dx", ncomp_x * dim, libceed::EvalMode::Grad)?
2243eb59678SJeremy L Thompson         .input("weights", 1, libceed::EvalMode::Weight)?
2253eb59678SJeremy L Thompson         .output("qdata", 1 + dim * (dim + 1) / 2, libceed::EvalMode::None)?;
2263eb59678SJeremy L Thompson     // -- QFunction for use with Operator
2273eb59678SJeremy L Thompson     let qf_build = QFunctionOpt::SomeQFunction(&qf_build_closure);
2283eb59678SJeremy L Thompson 
2293eb59678SJeremy L Thompson     // Operator that build the quadrature data for the mass + diff operator
2303eb59678SJeremy L Thompson     let op_build = ceed
2313eb59678SJeremy L Thompson         .operator(qf_build, QFunctionOpt::None, QFunctionOpt::None)?
2323eb59678SJeremy L Thompson         .name("build qdata")?
2333eb59678SJeremy L Thompson         .field("dx", &rstr_mesh, &basis_mesh, VectorOpt::Active)?
2343eb59678SJeremy L Thompson         .field(
2353eb59678SJeremy L Thompson             "weights",
2363eb59678SJeremy L Thompson             ElemRestrictionOpt::None,
2373eb59678SJeremy L Thompson             &basis_mesh,
2383eb59678SJeremy L Thompson             VectorOpt::None,
2393eb59678SJeremy L Thompson         )?
2403eb59678SJeremy L Thompson         .field("qdata", &rstr_qdata, BasisOpt::None, VectorOpt::Active)?
2413eb59678SJeremy L Thompson         .check()?;
2423eb59678SJeremy L Thompson 
2433eb59678SJeremy L Thompson     // Compute the quadrature data for the mass + diff operator
2443eb59678SJeremy L Thompson     let elem_qpts = num_qpts.pow(dim as u32);
2453eb59678SJeremy L Thompson     let num_elem: usize = num_xyz.iter().take(dim).product();
2463eb59678SJeremy L Thompson     let mut qdata = ceed.vector(num_elem * elem_qpts * (1 + dim * (dim + 1) / 2))?;
2473eb59678SJeremy L Thompson     op_build.apply(&mesh_coords, &mut qdata)?;
2483eb59678SJeremy L Thompson 
2493eb59678SJeremy L Thompson     // QFunction that applies the mass + diff operator
2503eb59678SJeremy L Thompson     // -- QFunction from user closure
2513eb59678SJeremy L Thompson     let apply_mass_diff = move |[u, ug, qdata, ..]: QFunctionInputs,
2523eb59678SJeremy L Thompson                                 [v, vg, ..]: QFunctionOutputs| {
2533eb59678SJeremy L Thompson         // Apply diffusion operator
2543eb59678SJeremy L Thompson         match dim {
2553eb59678SJeremy L Thompson             1 => {
2563eb59678SJeremy L Thompson                 let q = qdata.len() / 2;
2573eb59678SJeremy L Thompson                 for i in 0..q {
2583eb59678SJeremy L Thompson                     // Mass
2593eb59678SJeremy L Thompson                     v[i] = u[i] * qdata[i + 0 * q];
2603eb59678SJeremy L Thompson                     // Diff
2613eb59678SJeremy L Thompson                     vg[i] = ug[i] * qdata[i + 1 * q];
2623eb59678SJeremy L Thompson                 }
2633eb59678SJeremy L Thompson             }
2643eb59678SJeremy L Thompson             2 => {
2653eb59678SJeremy L Thompson                 let q = qdata.len() / 4;
2663eb59678SJeremy L Thompson                 for i in 0..q {
2673eb59678SJeremy L Thompson                     // Mass
2683eb59678SJeremy L Thompson                     v[i] = u[i] * qdata[i + 0 * q];
2693eb59678SJeremy L Thompson                     // Diff
2703eb59678SJeremy L Thompson                     let du = [ug[i + q * 0], ug[i + q * 1]];
2713eb59678SJeremy L Thompson                     let dxdxdxdx_t = [
2723eb59678SJeremy L Thompson                         [qdata[i + 1 * q], qdata[i + 3 * q]],
2733eb59678SJeremy L Thompson                         [qdata[i + 3 * q], qdata[i + 2 * q]],
2743eb59678SJeremy L Thompson                     ];
2753eb59678SJeremy L Thompson                     for j in 0..2 {
2763eb59678SJeremy L Thompson                         vg[i + j * q] = du[0] * dxdxdxdx_t[0][j] + du[1] * dxdxdxdx_t[1][j];
2773eb59678SJeremy L Thompson                     }
2783eb59678SJeremy L Thompson                 }
2793eb59678SJeremy L Thompson             }
2803eb59678SJeremy L Thompson             3 => {
2813eb59678SJeremy L Thompson                 let q = qdata.len() / 7;
2823eb59678SJeremy L Thompson                 for i in 0..q {
2833eb59678SJeremy L Thompson                     // Mass
2843eb59678SJeremy L Thompson                     v[i] = u[i] * qdata[i + 0 * q];
2853eb59678SJeremy L Thompson                     // Diff
2863eb59678SJeremy L Thompson                     let du = [ug[i + q * 0], ug[i + q * 1], ug[i + q * 2]];
2873eb59678SJeremy L Thompson                     let dxdxdxdx_t = [
2883eb59678SJeremy L Thompson                         [qdata[i + 1 * q], qdata[i + 6 * q], qdata[i + 5 * q]],
2893eb59678SJeremy L Thompson                         [qdata[i + 6 * q], qdata[i + 2 * q], qdata[i + 4 * q]],
2903eb59678SJeremy L Thompson                         [qdata[i + 5 * q], qdata[i + 4 * q], qdata[i + 3 * q]],
2913eb59678SJeremy L Thompson                     ];
2923eb59678SJeremy L Thompson                     for j in 0..3 {
2933eb59678SJeremy L Thompson                         vg[i + j * q] = du[0] * dxdxdxdx_t[0][j]
2943eb59678SJeremy L Thompson                             + du[1] * dxdxdxdx_t[1][j]
2953eb59678SJeremy L Thompson                             + du[2] * dxdxdxdx_t[2][j];
2963eb59678SJeremy L Thompson                     }
2973eb59678SJeremy L Thompson                 }
2983eb59678SJeremy L Thompson             }
2993eb59678SJeremy L Thompson             _ => unreachable!(),
3003eb59678SJeremy L Thompson         };
3013eb59678SJeremy L Thompson 
3023eb59678SJeremy L Thompson         // Return clean error code
3033eb59678SJeremy L Thompson         0
3043eb59678SJeremy L Thompson     };
3053eb59678SJeremy L Thompson     let qf_mass_diff_closure = ceed
3063eb59678SJeremy L Thompson         .q_function_interior(1, Box::new(apply_mass_diff))?
3073eb59678SJeremy L Thompson         .input("u", 1, libceed::EvalMode::Interp)?
3083eb59678SJeremy L Thompson         .input("du", dim, libceed::EvalMode::Grad)?
3093eb59678SJeremy L Thompson         .input("qdata", 1 + dim * (dim + 1) / 2, libceed::EvalMode::None)?
3103eb59678SJeremy L Thompson         .output("v", 1, libceed::EvalMode::Interp)?
3113eb59678SJeremy L Thompson         .output("dv", dim, libceed::EvalMode::Grad)?;
3123eb59678SJeremy L Thompson     // -- QFunction for use with Operator
3133eb59678SJeremy L Thompson     let qf_mass_diff = QFunctionOpt::SomeQFunction(&qf_mass_diff_closure);
3143eb59678SJeremy L Thompson 
3153eb59678SJeremy L Thompson     // Mass + diff Operator
3163eb59678SJeremy L Thompson     let op_mass_diff = ceed
3173eb59678SJeremy L Thompson         .operator(qf_mass_diff, QFunctionOpt::None, QFunctionOpt::None)?
3183eb59678SJeremy L Thompson         .name("mass diff")?
3193eb59678SJeremy L Thompson         .field("u", &rstr_solution, &basis_solution, VectorOpt::Active)?
3203eb59678SJeremy L Thompson         .field("du", &rstr_solution, &basis_solution, VectorOpt::Active)?
3213eb59678SJeremy L Thompson         .field("qdata", &rstr_qdata, BasisOpt::None, &qdata)?
3223eb59678SJeremy L Thompson         .field("v", &rstr_solution, &basis_solution, VectorOpt::Active)?
3233eb59678SJeremy L Thompson         .field("dv", &rstr_solution, &basis_solution, VectorOpt::Active)?
3243eb59678SJeremy L Thompson         .check()?;
3253eb59678SJeremy L Thompson 
3263eb59678SJeremy L Thompson     // Solution vectors
3273eb59678SJeremy L Thompson     let u = ceed.vector_from_slice(&vec![1.0; solution_size])?;
3283eb59678SJeremy L Thompson     let mut v = ceed.vector(solution_size)?;
3293eb59678SJeremy L Thompson 
3303eb59678SJeremy L Thompson     // Apply the mass + diff operator
3313eb59678SJeremy L Thompson     op_mass_diff.apply(&u, &mut v)?;
3323eb59678SJeremy L Thompson 
3333eb59678SJeremy L Thompson     // Compute the mesh volume
3343eb59678SJeremy L Thompson     let volume: libceed::Scalar = v.view()?.iter().sum();
3353eb59678SJeremy L Thompson 
3363eb59678SJeremy L Thompson     // Output results
3373eb59678SJeremy L Thompson     if !quiet {
3383eb59678SJeremy L Thompson         println!("Exact mesh volume           : {:.12}", exact_volume);
3393eb59678SJeremy L Thompson         println!("Computed mesh volume        : {:.12}", volume);
3403eb59678SJeremy L Thompson         println!(
3413eb59678SJeremy L Thompson             "Volume error                : {:.12e}",
3423eb59678SJeremy L Thompson             volume - exact_volume
3433eb59678SJeremy L Thompson         );
3443eb59678SJeremy L Thompson     }
3453eb59678SJeremy L Thompson     let tolerance = match dim {
3463eb59678SJeremy L Thompson         1 => 200.0 * libceed::EPSILON,
3473eb59678SJeremy L Thompson         _ => 1E-5,
3483eb59678SJeremy L Thompson     };
3493eb59678SJeremy L Thompson     let error = (volume - exact_volume).abs();
3503eb59678SJeremy L Thompson     if error > tolerance {
3513eb59678SJeremy L Thompson         println!("Volume error too large: {:.12e}", error);
3523eb59678SJeremy L Thompson         return Err(libceed::Error {
3533eb59678SJeremy L Thompson             message: format!(
3543eb59678SJeremy L Thompson                 "Volume error too large - expected: {:.12e}, actual: {:.12e}",
3553eb59678SJeremy L Thompson                 tolerance, error
3563eb59678SJeremy L Thompson             ),
3573eb59678SJeremy L Thompson         });
3583eb59678SJeremy L Thompson     }
3593eb59678SJeremy L Thompson     Ok(())
3603eb59678SJeremy L Thompson }
3613eb59678SJeremy L Thompson 
3623eb59678SJeremy L Thompson // ----------------------------------------------------------------------------
3633eb59678SJeremy L Thompson // Tests
3643eb59678SJeremy L Thompson // ----------------------------------------------------------------------------
3653eb59678SJeremy L Thompson #[cfg(test)]
3663eb59678SJeremy L Thompson mod tests {
3673eb59678SJeremy L Thompson     use super::*;
3683eb59678SJeremy L Thompson 
3693eb59678SJeremy L Thompson     #[test]
example_3_1d()3703eb59678SJeremy L Thompson     fn example_3_1d() {
3713eb59678SJeremy L Thompson         let options = opt::Opt {
3723eb59678SJeremy L Thompson             ceed_spec: "/cpu/self/ref/serial".to_string(),
3733eb59678SJeremy L Thompson             dim: 1,
3743eb59678SJeremy L Thompson             mesh_degree: 4,
3753eb59678SJeremy L Thompson             solution_degree: 4,
3763eb59678SJeremy L Thompson             num_qpts: 6,
3773eb59678SJeremy L Thompson             problem_size_requested: -1,
3783eb59678SJeremy L Thompson             test: true,
3793eb59678SJeremy L Thompson             quiet: true,
3803eb59678SJeremy L Thompson         };
3813eb59678SJeremy L Thompson         assert!(example_3(options).is_ok());
3823eb59678SJeremy L Thompson     }
3833eb59678SJeremy L Thompson 
3843eb59678SJeremy L Thompson     #[test]
example_3_2d()3853eb59678SJeremy L Thompson     fn example_3_2d() {
3863eb59678SJeremy L Thompson         let options = opt::Opt {
3873eb59678SJeremy L Thompson             ceed_spec: "/cpu/self/ref/serial".to_string(),
3883eb59678SJeremy L Thompson             dim: 2,
3893eb59678SJeremy L Thompson             mesh_degree: 4,
3903eb59678SJeremy L Thompson             solution_degree: 4,
3913eb59678SJeremy L Thompson             num_qpts: 6,
3923eb59678SJeremy L Thompson             problem_size_requested: -1,
3933eb59678SJeremy L Thompson             test: true,
3943eb59678SJeremy L Thompson             quiet: true,
3953eb59678SJeremy L Thompson         };
3963eb59678SJeremy L Thompson         assert!(example_3(options).is_ok());
3973eb59678SJeremy L Thompson     }
3983eb59678SJeremy L Thompson 
3993eb59678SJeremy L Thompson     #[test]
example_3_3d()4003eb59678SJeremy L Thompson     fn example_3_3d() {
4013eb59678SJeremy L Thompson         let options = opt::Opt {
4023eb59678SJeremy L Thompson             ceed_spec: "/cpu/self/ref/serial".to_string(),
4033eb59678SJeremy L Thompson             dim: 3,
4043eb59678SJeremy L Thompson             mesh_degree: 4,
4053eb59678SJeremy L Thompson             solution_degree: 4,
4063eb59678SJeremy L Thompson             num_qpts: 6,
4073eb59678SJeremy L Thompson             problem_size_requested: -1,
4083eb59678SJeremy L Thompson             test: true,
4093eb59678SJeremy L Thompson             quiet: false,
4103eb59678SJeremy L Thompson         };
4113eb59678SJeremy L Thompson         assert!(example_3(options).is_ok());
4123eb59678SJeremy L Thompson     }
4133eb59678SJeremy L Thompson }
4143eb59678SJeremy L Thompson 
4153eb59678SJeremy L Thompson // ----------------------------------------------------------------------------
416