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/*
Copyright 2011-2013 Mario Mulansky
Copyright 2011 Karsten Ahnert
Distributed under the Boost Software License, Version 1.0.
(See accompanying file LICENSE_1_0.txt or
copy at http://www.boost.org/LICENSE_1_0.txt)
*/
/*
* This example shows how to use odeint on CUDA devices with thrust.
* Note that we require at least Version 3.2 of the nVidia CUDA SDK
* and the thrust library should be installed in the CUDA include
* folder.
*
* As example we use a chain of phase oscillators with nearest neighbour
* coupling, as described in:
*
* Avis H. Cohen, Philip J. Holmes and Richard H. Rand:
* JOURNAL OF MATHEMATICAL BIOLOGY Volume 13, Number 3, 345-369,
*
*/
#include <iostream>
#include <cmath>
#include <thrust/device_vector.h>
#include <thrust/iterator/permutation_iterator.h>
#include <thrust/iterator/counting_iterator.h>
#include <boost/numeric/odeint/stepper/runge_kutta4.hpp>
#include <boost/numeric/odeint/integrate/integrate_const.hpp>
#include <boost/numeric/odeint/external/thrust/thrust.hpp>
using namespace std;
using namespace boost::numeric::odeint;
//change this to float if your device does not support double computation
typedef double value_type;
//[ thrust_phase_chain_system
//change this to host_vector< ... > if you want to run on CPU
typedef thrust::device_vector< value_type > state_type;
typedef thrust::device_vector< size_t > index_vector_type;
//typedef thrust::host_vector< value_type > state_type;
//typedef thrust::host_vector< size_t > index_vector_type;
//<-
/*
* This implements the rhs of the dynamical equation:
* \phi'_0 = \omega_0 + sin( \phi_1 - \phi_0 )
* \phi'_i = \omega_i + sin( \phi_i+1 - \phi_i ) + sin( \phi_i - \phi_i-1 )
* \phi'_N-1 = \omega_N-1 + sin( \phi_N-1 - \phi_N-2 )
*/
//->
class phase_oscillators
{
public:
struct sys_functor
{
template< class Tuple >
__host__ __device__
void operator()( Tuple t ) // this functor works on tuples of values
{
// first, unpack the tuple into value, neighbors and omega
const value_type phi = thrust::get<0>(t);
const value_type phi_left = thrust::get<1>(t); // left neighbor
const value_type phi_right = thrust::get<2>(t); // right neighbor
const value_type omega = thrust::get<3>(t);
// the dynamical equation
thrust::get<4>(t) = omega + sin( phi_right - phi ) + sin( phi - phi_left );
}
};
phase_oscillators( const state_type &omega )
: m_omega( omega ) , m_N( omega.size() ) , m_prev( omega.size() ) , m_next( omega.size() )
{
// build indices pointing to left and right neighbours
thrust::counting_iterator<size_t> c( 0 );
thrust::copy( c , c+m_N-1 , m_prev.begin()+1 );
m_prev[0] = 0; // m_prev = { 0 , 0 , 1 , 2 , 3 , ... , N-1 }
thrust::copy( c+1 , c+m_N , m_next.begin() );
m_next[m_N-1] = m_N-1; // m_next = { 1 , 2 , 3 , ... , N-1 , N-1 }
}
void operator() ( const state_type &x , state_type &dxdt , const value_type dt )
{
thrust::for_each(
thrust::make_zip_iterator(
thrust::make_tuple(
x.begin() ,
thrust::make_permutation_iterator( x.begin() , m_prev.begin() ) ,
thrust::make_permutation_iterator( x.begin() , m_next.begin() ) ,
m_omega.begin() ,
dxdt.begin()
) ),
thrust::make_zip_iterator(
thrust::make_tuple(
x.end() ,
thrust::make_permutation_iterator( x.begin() , m_prev.end() ) ,
thrust::make_permutation_iterator( x.begin() , m_next.end() ) ,
m_omega.end() ,
dxdt.end()) ) ,
sys_functor()
);
}
private:
const state_type &m_omega;
const size_t m_N;
index_vector_type m_prev;
index_vector_type m_next;
};
//]
const size_t N = 32768;
const value_type pi = 3.1415926535897932384626433832795029;
const value_type epsilon = 6.0 / ( N * N ); // should be < 8/N^2 to see phase locking
const value_type dt = 0.1;
int main( int arc , char* argv[] )
{
//[ thrust_phase_chain_integration
// create initial conditions and omegas on host:
vector< value_type > x_host( N );
vector< value_type > omega_host( N );
for( size_t i=0 ; i<N ; ++i )
{
x_host[i] = 2.0 * pi * drand48();
omega_host[i] = ( N - i ) * epsilon; // decreasing frequencies
}
// copy to device
state_type x = x_host;
state_type omega = omega_host;
// create stepper
runge_kutta4< state_type , value_type , state_type , value_type > stepper;
// create phase oscillator system function
phase_oscillators sys( omega );
// integrate
integrate_const( stepper , sys , x , 0.0 , 10.0 , dt );
thrust::copy( x.begin() , x.end() , std::ostream_iterator< value_type >( std::cout , "\n" ) );
std::cout << std::endl;
//]
}