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Added a BSP example.
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@ -40,6 +40,7 @@ add_example(bayes_net_ex)
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add_example(bayes_net_from_disk_ex)
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add_example(bayes_net_gui_ex)
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add_example(bridge_ex)
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add_example(bsp_ex)
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add_example(compress_stream_ex)
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add_example(config_reader_ex)
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add_example(custom_trainer_ex)
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157
examples/bsp_ex.cpp
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157
examples/bsp_ex.cpp
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@ -0,0 +1,157 @@
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// The contents of this file are in the public domain. See LICENSE_FOR_EXAMPLE_PROGRAMS.txt
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/*
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This is an example illustrating the use of the Bulk Synchronous Parallel
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processing tools from the dlib C++ Library.
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*/
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#include "dlib/cmd_line_parser.h"
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#include "dlib/bsp.h"
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#include "dlib/matrix.h"
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#include <iostream>
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typedef dlib::cmd_line_parser<char>::check_1a_c clp_parser;
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using namespace std;
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using namespace dlib;
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// ----------------------------------------------------------------------------------------
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double f ( double x)
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{
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return std::pow(x-2.0, 2.0);
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}
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// ----------------------------------------------------------------------------------------
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void bsp_job_node_0 (
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bsp_context& context,
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double& min_value,
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double& optimal_x
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)
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{
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double left = -100;
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double right = 100;
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min_value = std::numeric_limits<double>::infinity();
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double interval_width = std::abs(right-left);
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for (int i = 0; i < 10000; ++i)
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{
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context.broadcast(left);
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context.broadcast(right);
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for (unsigned int k = 1; k < context.number_of_nodes(); ++k)
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{
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std::pair<double,double> val;
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context.receive(val);
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if (val.second < min_value)
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{
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min_value = val.second;
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optimal_x = val.first;
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}
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}
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interval_width *= 0.5;
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left = optimal_x - interval_width/2;
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right = optimal_x + interval_width/2;
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}
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}
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// ----------------------------------------------------------------------------------------
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void bsp_job_other_nodes (
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bsp_context& context,
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long grid_resolution
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)
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{
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double left, right;
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while (context.try_receive(left))
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{
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context.receive(right);
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const double l = (context.node_id()-1)/(context.number_of_nodes()-1.0);
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const double r = context.node_id() /(context.number_of_nodes()-1.0);
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const double width = right-left;
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const matrix<double> values_to_check = linspace(left+l*width, left+r*width, grid_resolution);
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double best_x;
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double best_val = std::numeric_limits<double>::infinity();
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for (long j = 0; j < values_to_check.size(); ++j)
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{
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double temp = f(values_to_check(j));
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if (temp < best_val)
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{
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best_val = temp;
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best_x = values_to_check(j);
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}
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}
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context.send(make_pair(best_x, best_val), 0);
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}
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}
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// ----------------------------------------------------------------------------------------
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int main(int argc, char** argv)
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{
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try
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{
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clp_parser parser;
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parser.add_option("h","Display this help message.");
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parser.add_option("l","Run as a listening BSP node.",1);
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parser.parse(argc, argv);
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parser.check_option_arg_range("l", 1, 65535);
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if (parser.option("h"))
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{
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// display all the command line options
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cout << "Usage: bsp_ex (-l port | <list of hosts>)\n";
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parser.print_options(cout);
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cout << endl;
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return 0;
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}
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if (parser.option("l"))
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{
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const unsigned short listening_port = get_option(parser, "l", 0);
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cout << "Listening in port " << listening_port << endl;
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const long grid_resolution = 100;
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bsp_listen(listening_port, bsp_job_other_nodes, grid_resolution);
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}
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else
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{
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if (parser.number_of_arguments() == 0)
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{
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cout << "You must give some listening BSP nodes as arguments to this program!" << endl;
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return 0;
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}
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std::vector<network_address> hosts;
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for (unsigned long i = 0; i < parser.number_of_arguments(); ++i)
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hosts.push_back(parser[i]);
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double min_value, optimal_x;
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bsp_connect(hosts, bsp_job_node_0, dlib::ref(min_value), dlib::ref(optimal_x));
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cout << "optimal_x: "<< optimal_x << endl;
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cout << "min_value: "<< min_value << endl;
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}
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}
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catch (std::exception& e)
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{
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cout << "error in main(): " << e.what() << endl;
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}
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}
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