ILPColoring.h

Go to the documentation of this file.

 
#ifndef LIMBO_ALGORITHMS_COLORING_ILPCOLORING
#define LIMBO_ALGORITHMS_COLORING_ILPCOLORING
 
#include <iostream>
#include <vector>
#include <queue>
#include <set>
#include <limits>
#include <cassert>
#include <cmath>
#include <stdlib.h>
#include <cstdio>
#include <sstream>
#include <algorithm>
#include <boost/cstdint.hpp>
#include <boost/unordered_map.hpp>
#include <boost/graph/graph_concepts.hpp>
#include <boost/graph/subgraph.hpp>
#include <boost/property_map/property_map.hpp>
//#include <boost/graph/bipartite.hpp>
//#include <boost/graph/kruskal_min_spanning_tree.hpp>
//#include <boost/graph/prim_minimum_spanning_tree.hpp>
//#include <boost/graph/dijkstra_shortest_paths.hpp>
#include <limbo/string/String.h>
#include <limbo/algorithms/coloring/Coloring.h>
#include <limbo/solvers/Solvers.h>
#include <limbo/solvers/api/GurobiApi.h>

namespace limbo 
{ 
namespace algorithms 
{ 
namespace coloring 
{

template <typename GraphType>
class ILPColoring : public Coloring<GraphType>
{
    public:
        typedef Coloring<GraphType> base_type;
        using typename base_type::graph_type;
        using typename base_type::graph_vertex_type;
        using typename base_type::graph_edge_type;
        using typename base_type::vertex_iterator_type;
        using typename base_type::edge_iterator_type;
        using typename base_type::edge_weight_type;
        using typename base_type::ColorNumType;
        typedef typename base_type::EdgeHashType edge_hash_type;
        typedef limbo::solvers::LinearModel<float, int32_t> model_type; 
        typedef limbo::solvers::GurobiLinearApi<model_type::coefficient_value_type, model_type::variable_value_type> solver_type; 
        
        ILPColoring(graph_type const& g) 
            : base_type(g)
        {}

        virtual ~ILPColoring() {}

        void write_graph_sol(string const& filename, model_type const& opt_model, std::vector<model_type::variable_type> const& vVertexBit) const;
 
    protected:
        virtual double coloring();
};
 
template <typename GraphType>
double ILPColoring<GraphType>::coloring()
{
    uint32_t vertex_num = boost::num_vertices(this->m_graph);
    uint32_t edge_num = boost::num_edges(this->m_graph);
    uint32_t vertex_variable_num = vertex_num<<1;
 
    boost::unordered_map<graph_edge_type, uint32_t, edge_hash_type> hEdgeIdx; // edge index 
 
    uint32_t cnt = 0;
    edge_iterator_type ei, eie;
    for (boost::tie(ei, eie) = boost::edges(this->m_graph); ei != eie; ++ei, ++cnt)
        hEdgeIdx[*ei] = cnt;

    model_type opt_model;
    limbo::solvers::GurobiParameters gurobiParams; 
    gurobiParams.setOutputFlag(0); 
    gurobiParams.setNumThreads(this->m_threads);
    //set up the ILP variables
    std::vector<model_type::variable_type> vVertexBit;
    std::vector<model_type::variable_type> vEdgeBit;
 
    opt_model.reserveVariables(vertex_variable_num+edge_num); 
    if (this->m_color_num == base_type::THREE)
        opt_model.reserveConstraints(edge_num*4+vertex_num);
    else 
        opt_model.reserveConstraints(edge_num*4);
 
    // vertex variables 
    vVertexBit.reserve(vertex_variable_num); 
    for (uint32_t i = 0; i != vertex_variable_num; ++i)
    {
        uint32_t vertex_idx = (i>>1);
        std::ostringstream oss; 
        oss << "v" << i;
        if (this->m_vColor[vertex_idx] >= 0 && this->m_vColor[vertex_idx] < this->m_color_num) // precolored 
        {
            int8_t color_bit;
            if ((i&1) == 0) color_bit = (this->m_vColor[vertex_idx]>>1)&1;
            else color_bit = this->m_vColor[vertex_idx]&1;
            vVertexBit.push_back(opt_model.addVariable(color_bit, color_bit, limbo::solvers::INTEGER, oss.str()));
        }
        else // uncolored 
            vVertexBit.push_back(opt_model.addVariable(0, 1, limbo::solvers::INTEGER, oss.str()));
    }
 
    // edge variables 
    vEdgeBit.reserve(edge_num);
    for (uint32_t i = 0; i != edge_num; ++i)
    {
        std::ostringstream oss;
        oss << "e" << i;
        vEdgeBit.push_back(opt_model.addVariable(0, 1, limbo::solvers::INTEGER, oss.str()));
    }
 
    // set up the objective 
    model_type::expression_type obj;
    for (boost::tie(ei, eie) = edges(this->m_graph); ei != eie; ++ei)
    {
        edge_weight_type w = boost::get(boost::edge_weight, this->m_graph, *ei);
        if (w > 0) // weighted conflict 
            obj += w*vEdgeBit[hEdgeIdx[*ei]];
        else if (w < 0) // weighted stitch 
            obj += this->m_stitch_weight*(-w)*vEdgeBit[hEdgeIdx[*ei]];
    }
    opt_model.setObjective(obj);
    opt_model.setOptimizeType(limbo::solvers::MIN); 
 
    // set up the constraints
    uint32_t constr_num = 0;
    for (boost::tie(ei, eie) = boost::edges(this->m_graph); ei != eie; ++ei)
    {
        graph_vertex_type s = boost::source(*ei, this->m_graph);
        graph_vertex_type t = boost::target(*ei, this->m_graph);
 
        uint32_t vertex_idx1 = s<<1;
        uint32_t vertex_idx2 = t<<1;
 
        edge_weight_type w = boost::get(boost::edge_weight, this->m_graph, *ei);
        uint32_t edge_idx = hEdgeIdx[*ei];
 
        char buf[100];
        string tmpConstr_name;
        if (w >= 0) // constraints for conflict edges 
        {
            sprintf(buf, "R%u", constr_num++);  
            opt_model.addConstraint(
                    vVertexBit[vertex_idx1] + vVertexBit[vertex_idx1+1] 
                    + vVertexBit[vertex_idx2] + vVertexBit[vertex_idx2+1] 
                    + vEdgeBit[edge_idx] >= 1
                    , buf);
 
            sprintf(buf, "R%u", constr_num++);  
            opt_model.addConstraint(
                    - vVertexBit[vertex_idx1] + vVertexBit[vertex_idx1+1] 
                    - vVertexBit[vertex_idx2] + vVertexBit[vertex_idx2+1] 
                    + vEdgeBit[edge_idx] >= -1
                    , buf);
 
            sprintf(buf, "R%u", constr_num++);  
            opt_model.addConstraint(
                    vVertexBit[vertex_idx1] - vVertexBit[vertex_idx1+1] 
                    + vVertexBit[vertex_idx2] - vVertexBit[vertex_idx2+1] 
                    + vEdgeBit[edge_idx] >= -1
                    , buf);
 
            sprintf(buf, "R%u", constr_num++);  
            opt_model.addConstraint(
                    - vVertexBit[vertex_idx1] - vVertexBit[vertex_idx1+1] 
                    - vVertexBit[vertex_idx2] - vVertexBit[vertex_idx2+1] 
                    + vEdgeBit[edge_idx] >= -3
                    , buf);
 
        }
        else // constraints for stitch edges 
        {
            sprintf(buf, "R%u", constr_num++);  
            opt_model.addConstraint(
                    vVertexBit[vertex_idx1] - vVertexBit[vertex_idx2] - vEdgeBit[edge_idx] <= 0
                    , buf);
 
            sprintf(buf, "R%u", constr_num++);  
            opt_model.addConstraint(
                    vVertexBit[vertex_idx2] - vVertexBit[vertex_idx1] - vEdgeBit[edge_idx] <= 0
                    , buf);
 
            sprintf(buf, "R%u", constr_num++);  
            opt_model.addConstraint(
                    vVertexBit[vertex_idx1+1] - vVertexBit[vertex_idx2+1] - vEdgeBit[edge_idx] <= 0
                    , buf);      
 
            sprintf(buf, "R%u", constr_num++);  
            opt_model.addConstraint(
                    vVertexBit[vertex_idx2+1] - vVertexBit[vertex_idx1+1] - vEdgeBit[edge_idx] <= 0
                    , buf);
        }
    }
 
    // additional constraints for 3-coloring 
    if (this->m_color_num == base_type::THREE)
    {
        char buf[100];
        for(uint32_t k = 0; k != vertex_variable_num; k += 2) 
        {
            sprintf(buf, "R%u", constr_num++);  
            opt_model.addConstraint(vVertexBit[k] + vVertexBit[k+1] <= 1, buf);
        }
    }
 
    //optimize model 
    solver_type solver (&opt_model); 
    int32_t opt_status = solver(&gurobiParams); 
#ifdef DEBUG_ILPCOLORING
    opt_model.print("graph.lp");
    opt_model.printSolution("graph.sol");
#endif 
    if(opt_status == limbo::solvers::INFEASIBLE) 
    {
        cout << "ERROR: The model is infeasible... EXIT" << endl;
        exit(1);
    }
 
#ifdef DEBUG_ILPCOLORING
    this->write_graph_sol("graph_sol", opt_model, vVertexBit); // dump solution figure 
#endif
 
    // collect coloring solution 
    for (uint32_t k = 0; k != vertex_variable_num; k += 2)
    {
        int8_t color = (opt_model.variableSolution(vVertexBit[k])*2)+opt_model.variableSolution(vVertexBit[k+1]);
        uint32_t vertex_idx = (k>>1);
 
        assert(color >= 0 && color < this->m_color_num);
        if (this->m_vColor[vertex_idx] >= 0 && this->m_vColor[vertex_idx] < this->m_color_num) // check precolored vertex 
            assert(this->m_vColor[vertex_idx] == color);
        else // assign color to uncolored vertex 
            this->m_vColor[vertex_idx] = color;
    }
 
    // return objective value 
    return opt_model.evaluateObjective();
}
 
template <typename GraphType>
void ILPColoring<GraphType>::write_graph_sol(string const& filename, typename ILPColoring<GraphType>::model_type const& opt_model, 
        std::vector<typename ILPColoring<GraphType>::model_type::variable_type> const& vVertexBit) const
{
    std::ofstream out((filename+".gv").c_str());
    out << "graph D { \n"
        << "  randir = LR\n"
        << "  size=\"4, 3\"\n"
        << "  ratio=\"fill\"\n"
        << "  edge[style=\"bold\",fontsize=200]\n" 
        << "  node[shape=\"circle\",fontsize=200]\n";
 
    //output nodes 
    uint32_t vertex_num = boost::num_vertices(this->m_graph);
    for(uint32_t k = 0; k < vertex_num; ++k) 
    {
        out << "  " << k << "[shape=\"circle\"";
        //output coloring label
        out << ",label=\"" << k << ":(" << opt_model.variableSolution(vVertexBit[(k<<1)]) << "," << opt_model.variableSolution(vVertexBit[(k<<1)+1]) << ")\"";
        out << "]\n";
    }//end for
 
    //output edges
    edge_iterator_type ei, eie;
    for (boost::tie(ei, eie) = boost::edges(this->m_graph); ei != eie; ++ei)
    {
        edge_weight_type w = boost::get(boost::edge_weight, this->m_graph, *ei);
        graph_vertex_type s = boost::source(*ei, this->m_graph);
        graph_vertex_type t = boost::target(*ei, this->m_graph);
        if (w >= 0) // conflict edge 
        {
            bool conflict_flag = (opt_model.variableSolution(vVertexBit[(s<<1)]) == opt_model.variableSolution(vVertexBit[(t<<1)]) 
                    && opt_model.variableSolution(vVertexBit[(s<<1)+1]) == opt_model.variableSolution(vVertexBit[(t<<1)+1]));
 
            if(conflict_flag)
                out << "  " << s << "--" << t << "[color=\"red\",style=\"solid\",penwidth=3]\n";
            else 
                out << "  " << s << "--" << t << "[color=\"black\",style=\"solid\",penwidth=3]\n";
        }
        else // stitch edge 
            out << "  " << s << "--" << t << "[color=\"blue\",style=\"dotted\",penwidth=3]\n";
    }
    out << "}";
    out.close();
    la::graphviz2pdf(filename);
}
 
} // namespace coloring
} // namespace algorithms
} // namespace limbo
 
#endif