在GraphFrames中使用Java获取最短路径(shortestPaths)可以通过以下步骤完成:
<dependency>
<groupId>graphframes</groupId>
<artifactId>graphframes</artifactId>
<version>0.8.1-spark3.0-s_2.12</version>
</dependency>
import org.apache.spark.sql.Dataset;
import org.apache.spark.sql.Row;
import org.apache.spark.sql.SparkSession;
import org.graphframes.GraphFrame;
SparkSession spark = SparkSession.builder()
.appName("ShortestPathsExample")
.master("local[*]") // 根据实际情况设置Master URL
.getOrCreate();
// 创建顶点数据集
List<Row> verticesList = Arrays.asList(
RowFactory.create("A", "Alice"),
RowFactory.create("B", "Bob"),
RowFactory.create("C", "Charlie"),
RowFactory.create("D", "David"),
RowFactory.create("E", "Esther"),
RowFactory.create("F", "Fanny")
);
StructType verticesSchema = new StructType(new StructField[]{
new StructField("id", DataTypes.StringType, false, Metadata.empty()),
new StructField("name", DataTypes.StringType, false, Metadata.empty())
});
Dataset<Row> vertices = spark.createDataFrame(verticesList, verticesSchema);
// 创建边数据集
List<Row> edgesList = Arrays.asList(
RowFactory.create("A", "B", 1),
RowFactory.create("B", "C", 2),
RowFactory.create("B", "D", 3),
RowFactory.create("C", "D", 1),
RowFactory.create("D", "E", 2),
RowFactory.create("E", "F", 3),
RowFactory.create("F", "A", 4)
);
StructType edgesSchema = new StructType(new StructField[]{
new StructField("src", DataTypes.StringType, false, Metadata.empty()),
new StructField("dst", DataTypes.StringType, false, Metadata.empty()),
new StructField("weight", DataTypes.IntegerType, false, Metadata.empty())
});
Dataset<Row> edges = spark.createDataFrame(edgesList, edgesSchema);
GraphFrame graph = new GraphFrame(vertices, edges);
shortestPaths
方法获取最短路径:Dataset<Row> result = graph.shortestPaths().landmarks(Arrays.asList("A", "E")).run();
result.show();
在上述代码中,我们指定了"A"和"E"作为起点和终点,shortestPaths
方法将返回一个包含最短路径信息的数据集。可以使用show
方法打印结果。
这是一个简单的示例,展示了如何使用Java在GraphFrames中获取最短路径。根据实际需求,可以根据GraphFrames的文档和API进行更复杂的操作和查询。
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