Added a BSP example.

This commit is contained in:
Davis King 2012-10-21 19:22:42 -04:00
parent 0b576acd8c
commit 6a05573ec8
2 changed files with 158 additions and 0 deletions

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@ -40,6 +40,7 @@ add_example(bayes_net_ex)
add_example(bayes_net_from_disk_ex)
add_example(bayes_net_gui_ex)
add_example(bridge_ex)
add_example(bsp_ex)
add_example(compress_stream_ex)
add_example(config_reader_ex)
add_example(custom_trainer_ex)

157
examples/bsp_ex.cpp Normal file
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@ -0,0 +1,157 @@
// The contents of this file are in the public domain. See LICENSE_FOR_EXAMPLE_PROGRAMS.txt
/*
This is an example illustrating the use of the Bulk Synchronous Parallel
processing tools from the dlib C++ Library.
*/
#include "dlib/cmd_line_parser.h"
#include "dlib/bsp.h"
#include "dlib/matrix.h"
#include <iostream>
typedef dlib::cmd_line_parser<char>::check_1a_c clp_parser;
using namespace std;
using namespace dlib;
// ----------------------------------------------------------------------------------------
double f ( double x)
{
return std::pow(x-2.0, 2.0);
}
// ----------------------------------------------------------------------------------------
void bsp_job_node_0 (
bsp_context& context,
double& min_value,
double& optimal_x
)
{
double left = -100;
double right = 100;
min_value = std::numeric_limits<double>::infinity();
double interval_width = std::abs(right-left);
for (int i = 0; i < 10000; ++i)
{
context.broadcast(left);
context.broadcast(right);
for (unsigned int k = 1; k < context.number_of_nodes(); ++k)
{
std::pair<double,double> val;
context.receive(val);
if (val.second < min_value)
{
min_value = val.second;
optimal_x = val.first;
}
}
interval_width *= 0.5;
left = optimal_x - interval_width/2;
right = optimal_x + interval_width/2;
}
}
// ----------------------------------------------------------------------------------------
void bsp_job_other_nodes (
bsp_context& context,
long grid_resolution
)
{
double left, right;
while (context.try_receive(left))
{
context.receive(right);
const double l = (context.node_id()-1)/(context.number_of_nodes()-1.0);
const double r = context.node_id() /(context.number_of_nodes()-1.0);
const double width = right-left;
const matrix<double> values_to_check = linspace(left+l*width, left+r*width, grid_resolution);
double best_x;
double best_val = std::numeric_limits<double>::infinity();
for (long j = 0; j < values_to_check.size(); ++j)
{
double temp = f(values_to_check(j));
if (temp < best_val)
{
best_val = temp;
best_x = values_to_check(j);
}
}
context.send(make_pair(best_x, best_val), 0);
}
}
// ----------------------------------------------------------------------------------------
int main(int argc, char** argv)
{
try
{
clp_parser parser;
parser.add_option("h","Display this help message.");
parser.add_option("l","Run as a listening BSP node.",1);
parser.parse(argc, argv);
parser.check_option_arg_range("l", 1, 65535);
if (parser.option("h"))
{
// display all the command line options
cout << "Usage: bsp_ex (-l port | <list of hosts>)\n";
parser.print_options(cout);
cout << endl;
return 0;
}
if (parser.option("l"))
{
const unsigned short listening_port = get_option(parser, "l", 0);
cout << "Listening in port " << listening_port << endl;
const long grid_resolution = 100;
bsp_listen(listening_port, bsp_job_other_nodes, grid_resolution);
}
else
{
if (parser.number_of_arguments() == 0)
{
cout << "You must give some listening BSP nodes as arguments to this program!" << endl;
return 0;
}
std::vector<network_address> hosts;
for (unsigned long i = 0; i < parser.number_of_arguments(); ++i)
hosts.push_back(parser[i]);
double min_value, optimal_x;
bsp_connect(hosts, bsp_job_node_0, dlib::ref(min_value), dlib::ref(optimal_x));
cout << "optimal_x: "<< optimal_x << endl;
cout << "min_value: "<< min_value << endl;
}
}
catch (std::exception& e)
{
cout << "error in main(): " << e.what() << endl;
}
}