NAG Library Manual, Mark 29
Interfaces:  FL   CL   CPP   AD 

NAG AD Library Introduction
Example description
#include "dco.hpp"
/* S01BA_A1W_F C++ Header Example Program.
 *
 * Copyright 2023 Numerical Algorithms Group.
 * Mark 29.0, 2023.
 */

#include <iostream>
#include <nag.h>
#include <nagad.h>
#include <stdio.h>
#include <string>
using namespace std;

int main()
{
  int exit_status = 0;

  // Input and output variables
  nagad_a1w_w_rtype x, y;

  cout << "S01BA_A1W_F C++ Header Example Program Results\n\n";
  // Skip heading in data file
  string mystr;
  getline(cin, mystr);

  // Read number of x values
  Integer n;
  cin >> n;

  // Create AD tape
  dco::ga1s<double>::global_tape = dco::ga1s<double>::tape_t::create();

  // Create AD configuration data object
  nag::ad::handle_t ad_handle;

  cout << "       x       y=ln(1+x)     dy/dx\n";
  cout.setf(ios::scientific, ios::floatfield);
  cout.setf(ios::right);
  cout.precision(4);

  // Loop over x values
  for (Integer i = 0; i < n; ++i)
  {
    // Read next x
    double xr;
    cin >> xr;
    x = xr;
    // Register x, i.e. differentiate w.r.t. x
    dco::ga1s<double>::global_tape->register_variable(x);

    // Call NAG AD Routine
    Integer ifail = 0;
    nag::ad::s01ba(ad_handle, x, y, ifail);

    // Reset adjoints, increment y, and evaluate adjoint of y w.r.t. x
    dco::ga1s<double>::global_tape->zero_adjoints();
    double inc = 1.0;
    dco::derivative(y) += inc;
    dco::ga1s<double>::global_tape->sparse_interpret() = true;
    dco::ga1s<double>::global_tape->interpret_adjoint();

    // Get derivative, dydx and output values
    double dydx;
    dydx = dco::derivative(x);

    cout.width(12);
    cout << dco::value(x);
    cout.width(12);
    cout << dco::value(y);
    cout.width(12);
    cout << dydx << endl;
  }

  dco::ga1s<double>::tape_t::remove(dco::ga1s<double>::global_tape);

  return exit_status;
}