1015      阿里云

单源最短距离__示例程序_图模型_大数据计算服务-阿里云

Dijkstra算法是求解有向图中单源最短距离（Single Source Shortest Path，简写：SSSP）的经典算法。 最短距离：对一个有权重的有向图 G=(V,E),从一个源点s到汇点v有很多路径，其中边权和最小的路径，称从s到v的最短距离。算法基本原理：

• 初始化：源点 s 到 s 自身的距离（d[s]=0），其他点 u 到 s 的距离为无穷（d[u]=∞）
• 迭代：若存在一条从 u 到 v 的边，那么从 s 到 v 的最短距离更新为： d[v]=min(d[v], d[u]+weight(u, v))，直到所有的点到 s 的距离不再发生变化时迭代结束。

从算法基本原理可以看出，这个算法非常适合使用 MaxCompute Graph 程序进行求解： 每个点维护到源点的当前最短距离值，当这个值变化时，将新值加上边的权值发送消息通知其邻接点，下一轮迭代时，邻接点根据收到的消息更新其当前最短距离，当所有点当前最短距离不再变化时，迭代终止。

源代码

import java.io.IOException;
import com.aliyun.odps.io.WritableRecord;
import com.aliyun.odps.graph.Combiner;
import com.aliyun.odps.graph.ComputeContext;
import com.aliyun.odps.graph.Edge;
import com.aliyun.odps.graph.GraphJob;
import com.aliyun.odps.graph.GraphLoader;
import com.aliyun.odps.graph.MutationContext;
import com.aliyun.odps.graph.Vertex;
import com.aliyun.odps.graph.WorkerContext;
import com.aliyun.odps.io.LongWritable;
import com.aliyun.odps.data.TableInfo;
public class SSSP {
  public static final String START_VERTEX = "sssp.start.vertex.id";
  public static class SSSPVertex extends
      Vertex<LongWritable, LongWritable, LongWritable, LongWritable> {
    private static long startVertexId = -1;
    public SSSPVertex() {
      this.setValue(new LongWritable(Long.MAX_VALUE));
    }
    public boolean isStartVertex(
        ComputeContext<LongWritable, LongWritable, LongWritable, LongWritable> context) {
      if (startVertexId == -1) {
        String s = context.getConfiguration().get(START_VERTEX);
        startVertexId = Long.parseLong(s);
      }
      return getId().get() == startVertexId;
    }
    @Override
    public void compute(
        ComputeContext<LongWritable, LongWritable, LongWritable, LongWritable> context,
        Iterable<LongWritable> messages) throws IOException {
      long minDist = isStartVertex(context) ? 0 : Integer.MAX_VALUE;
      for (LongWritable msg : messages) {
        if (msg.get() < minDist) {
          minDist = msg.get();
        }
      }
      if (minDist < this.getValue().get()) {
        this.setValue(new LongWritable(minDist));
        if (hasEdges()) {
          for (Edge<LongWritable, LongWritable> e : this.getEdges()) {
            context.sendMessage(e.getDestVertexId(), new LongWritable(minDist
                + e.getValue().get()));
          }
        }
      } else {
        voteToHalt();
      }
    }
    @Override
    public void cleanup(
        WorkerContext<LongWritable, LongWritable, LongWritable, LongWritable> context)
        throws IOException {
      context.write(getId(), getValue());
    }
  }
  public static class MinLongCombiner extends
      Combiner<LongWritable, LongWritable> {
    @Override
    public void combine(LongWritable vertexId, LongWritable combinedMessage,
        LongWritable messageToCombine) throws IOException {
      if (combinedMessage.get() > messageToCombine.get()) {
        combinedMessage.set(messageToCombine.get());
      }
    }
  }
  public static class SSSPVertexReader extends
      GraphLoader<LongWritable, LongWritable, LongWritable, LongWritable> {
    @Override
    public void load(
        LongWritable recordNum,
        WritableRecord record,
        MutationContext<LongWritable, LongWritable, LongWritable, LongWritable> context)
        throws IOException {
      SSSPVertex vertex = new SSSPVertex();
      vertex.setId((LongWritable) record.get(0));
      String[] edges = record.get(1).toString().split(",");
      for (int i = 0; i < edges.length; i++) {
        String[] ss = edges[i].split(":");
        vertex.addEdge(new LongWritable(Long.parseLong(ss[0])),
            new LongWritable(Long.parseLong(ss[1])));
      }
      context.addVertexRequest(vertex);
    }
  }
  public static void main(String[] args) throws IOException {
    if (args.length < 2) {
      System.out.println("Usage: <startnode> <input> <output>");
      System.exit(-1);
    }
    GraphJob job = new GraphJob();
    job.setGraphLoaderClass(SSSPVertexReader.class);
    job.setVertexClass(SSSPVertex.class);
    job.setCombinerClass(MinLongCombiner.class);
    job.set(START_VERTEX, args[0]);
    job.addInput(TableInfo.builder().tableName(args[1]).build());
    job.addOutput(TableInfo.builder().tableName(args[2]).build());
    long startTime = System.currentTimeMillis();
    job.run();
    System.out.println("Job Finished in "
        + (System.currentTimeMillis() - startTime) / 1000.0 + " seconds");
  }
}