C++ AD Graph sum Operator: Example and Test

Loading [MathJax]/extensions/TeX/newcommand.js

graph_sum_op.cpp

$\newcommand{\W}[1]{ \; #1 \; } \newcommand{\R}[1]{ {\rm #1} } \newcommand{\B}[1]{ {\bf #1} } \newcommand{\D}[2]{ \frac{\partial #1}{\partial #2} } \newcommand{\DD}[3]{ \frac{\partial^2 #1}{\partial #2 \partial #3} } \newcommand{\Dpow}[2]{ \frac{\partial^{#1}}{\partial {#2}^{#1}} } \newcommand{\dpow}[2]{ \frac{ {\rm d}^{#1}}{{\rm d}\, {#2}^{#1}} }$ This is cppad-20221105 documentation. Here is a link to its current documentation . C++ AD Graph sum Operator: Example and Test
Source Code


# include <cppad/cppad.hpp>

bool sum_op(void)
{   bool ok = true;
    using std::string;
    //
    // AD graph example
    // node_1 : p[0]
    // node_2 : p[1]
    // node_3 : p[2]
    // node_4 : x[0]
    // node_5 : p[0] + p[1] + p[2]
    // node_6 : x[0] + p[0] + p[1] + p[2]
    // y[0]   = x[0] + p[0] + p[1] + p[2]
    //
    //
    // C++ graph object
    CppAD::cpp_graph graph_obj;
    //
    // operator being used
    CppAD::graph::graph_op_enum op_enum;
    //
    // set scalars
    graph_obj.function_name_set("sum_op example");
    size_t n_dynamic_ind = 3;
    graph_obj.n_dynamic_ind_set(n_dynamic_ind);
    size_t n_variable_ind = 1;
    graph_obj.n_variable_ind_set(n_variable_ind);
    //
    // node_5 : p[0] + p[1] + p[2]
    //
    op_enum = CppAD::graph::sum_graph_op;
    graph_obj.operator_vec_push_back(op_enum);
    graph_obj.operator_arg_push_back(3);  // n_node_arg
    graph_obj.operator_arg_push_back(1);  // first node arg
    graph_obj.operator_arg_push_back(2);  // second node arg
    graph_obj.operator_arg_push_back(3);  // third node are
    //
    // node_6 : x[0] + p[0] + p[1] + p[2]
    //
    // n_arg comes before first_node
    graph_obj.operator_arg_push_back(2);
    graph_obj.operator_vec_push_back(op_enum);
    graph_obj.operator_arg_push_back(4);
    graph_obj.operator_arg_push_back(5);
    //
    // y[0]   = x[0] + p[0] + p[1] + p[2]
    graph_obj.dependent_vec_push_back(6);
    //
    // f(x, p) = x_0 + p_0 + p_1 + p_2
    CppAD::ADFun<double> f;
    f.from_graph(graph_obj);
    //
    ok &= f.Domain() == 1;
    ok &= f.Range() == 1;
    ok &= f.size_dyn_ind() == 3;
    //
    // set independent variables and parameters
    CPPAD_TESTVECTOR(double) p(3), x(1);
    for(size_t j = 0; j < 3; ++j)
        p[j] = double(j + 1);
    x[0] = 5.0;
    //
    // compute y = f(x, p)
    f.new_dynamic(p);
    CPPAD_TESTVECTOR(double) y = f.Forward(0, x);
    //
    // check result
    ok &= y[0] == x[0] + p[0] + p[1] + p[2];
    // -----------------------------------------------------------------------
    // Convert to Graph graph and back again
    f.to_graph(graph_obj);
    // std::cout << "json = " << json;
    f.from_graph(graph_obj);
    // -----------------------------------------------------------------------
    ok &= f.Domain() == 1;
    ok &= f.Range() == 1;
    ok &= f.size_dyn_ind() == 3;
    //
    // set independent variables and parameters
    for(size_t j = 0; j < 3; ++j)
        p[j] = double(j + 1);
    x[0] = 5.0;
    //
    // compute y = f(x, p)
    f.new_dynamic(p);
    y = f.Forward(0, x);
    //
    // check result
    ok &= y[0] == x[0] + p[0] + p[1] + p[2];
    //
    return ok;
}

Input File: example/graph/sum_op.cpp