将JavaPairRDD转换为JavaRDD [英] Convert JavaPairRDD to JavaRDD
问题描述
我使用ElasticSearch-Hadoop Library从ElsticSearch获取数据。
I am fetching data from ElsticSearch using ElasticSearch-Hadoop Library.
JavaPairRDD<String, Map<String, Object>> esRDD = JavaEsSpark.esRDD(sc);
现在我有了JavaPairRDD。我想在这个RDD上使用来自MLLib的随机森林。
所以我将它转换为JavaPairRDD.toRDD(esRDD)这将给我RDD。
使用RDD我再次转换为JavaRDD
Now I have JavaPairRDD. I want to use Random Forest from MLLib on this RDD. So I am converting it to JavaPairRDD.toRDD(esRDD) this will give me RDD. Using RDD I am converting again to JavaRDD
JavaRDD<LabeledPoint>[] splits = (JavaRDD.fromRDD(JavaPairRDD.toRDD(esRDD),
esRDD.classTag())).randomSplit(new double[] { 0.5, 0.5 });
JavaRDD<LabeledPoint> trainingData = splits[0];
JavaRDD<LabeledPoint> testData = splits[1];
我想将trainingData和TestData传递给Random Forest算法,但它在编译时给出了转换异常。 / p>
I want to pass trainingData and TestData to Random Forest algorithm but it gives casting exception at compile time.
类型不匹配:无法转换为
JavaRDD [Tuple2 [String,Map [String,Object] ]] []到
JavaRDD [LabeledPoint] []
Type mismatch: cannot convert from JavaRDD[Tuple2[String,Map[String,Object]]][] to JavaRDD[LabeledPoint][]
添加方括号小于和大于标志不起作用
Added square brackets as less than and greater than signs are not working
任何人都可以建议我采用正确的方式进行施法。我是Spark Datastrucutres的新手。
Could any one suggest me the proper way for Casting. I am new to Spark Datastrucutres.
推荐答案
您在JavaPairRDD列中有哪些数据? JavaPairRDD是第一列和第二列之间的键/值映射,与普通RDD不同。
What data do you have in the JavaPairRDD columns? A JavaPairRDD is a key/value mapping between the first and second column, unlike a normal RDD.
您可能希望从JavaPairRDD中删除第一列,仅返回只有值列的JavaRDD。
You possibly want to drop off the first column from the JavaPairRDD, returning just JavaRDD with just the value column.
为此,只需执行以下操作:
To to this, simply run something like:
JavaRDD newRDD = esRDD .map(x => x._2);
JavaRDD newRDD = esRDD.map(x => x._2);
或相当于创建没有第一列的新JavaRDD。
or equivalent to create a new JavaRDD without the first column.
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