I'm trying to run a SVM classifier on unlabeled data. I followed this
<http://apache-spark-user-list.1001560.n3.nabble.com/MLLib-sparse-vector-td14273.html>
to build the vectors and checked this
<https://github.com/apache/spark/blob/master/mllib/src/main/scala/org/apache/spark/mllib/linalg/Vectors.scala#L313>
Now when I make the call to predict, I receive the following error. Any
hints?
val v = featureRDD.map(f => Vectors.sparse(featureSet.length, f))
//length = 63
val predictions = model.predict(v)
println(s"predictions length = ${predictions.collect.length}")
Exception in thread "main" org.apache.spark.SparkException: Job aborted due
to stage failure: Task 1 in stage 121.0 failed 4 times, most recent failure:
Lost task 1.3 in stage 121.0 (TID 233, 10.1.1.63):
java.lang.ArrayIndexOutOfBoundsException: 62
at
breeze.linalg.operators.DenseVector_SparseVector_Ops$$anon$98.apply(SparseVectorOps.scala:297)
at
breeze.linalg.operators.DenseVector_SparseVector_Ops$$anon$98.apply(SparseVectorOps.scala:282)
at
breeze.linalg.operators.BinaryRegistry$class.apply(BinaryOp.scala:60)
at breeze.linalg.VectorOps$$anon$171.apply(Vector.scala:528)
at breeze.linalg.ImmutableNumericOps$class.dot(NumericOps.scala:98)
at breeze.linalg.DenseVector.dot(DenseVector.scala:50)
at
org.apache.spark.mllib.classification.SVMModel.predictPoint(SVM.scala:81)
at
org.apache.spark.mllib.regression.GeneralizedLinearModel$$anonfun$predict$1$$anonfun$apply$1.apply(GeneralizedLinearAlgorithm.scala:71)
at
org.apache.spark.mllib.regression.GeneralizedLinearModel$$anonfun$predict$1$$anonfun$apply$1.apply(GeneralizedLinearAlgorithm.scala:71)
at scala.collection.Iterator$$anon$11.next(Iterator.scala:328)
at scala.collection.Iterator$class.foreach(Iterator.scala:727)
at scala.collection.AbstractIterator.foreach(Iterator.scala:1157)
at
scala.collection.generic.Growable$class.$plus$plus$eq(Growable.scala:48)
at
scala.collection.mutable.ArrayBuffer.$plus$plus$eq(ArrayBuffer.scala:103)
at
scala.collection.mutable.ArrayBuffer.$plus$plus$eq(ArrayBuffer.scala:47)
at
scala.collection.TraversableOnce$class.to(TraversableOnce.scala:273)
at scala.collection.AbstractIterator.to(Iterator.scala:1157)
at
scala.collection.TraversableOnce$class.toBuffer(TraversableOnce.scala:265)
at scala.collection.AbstractIterator.toBuffer(Iterator.scala:1157)
at
scala.collection.TraversableOnce$class.toArray(TraversableOnce.scala:252)
at scala.collection.AbstractIterator.toArray(Iterator.scala:1157)
at
org.apache.spark.rdd.RDD$$anonfun$collect$1$$anonfun$12.apply(RDD.scala:909)
at
org.apache.spark.rdd.RDD$$anonfun$collect$1$$anonfun$12.apply(RDD.scala:909)
at
org.apache.spark.SparkContext$$anonfun$runJob$5.apply(SparkContext.scala:1850)
at
org.apache.spark.SparkContext$$anonfun$runJob$5.apply(SparkContext.scala:1850)
at
org.apache.spark.scheduler.ResultTask.runTask(ResultTask.scala:66)
at org.apache.spark.scheduler.Task.run(Task.scala:88)
at
org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:214)
at
java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145)
at
java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
at java.lang.Thread.run(Thread.java:745)
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