Uploaded image for project: 'Spark'
  1. Spark
  2. SPARK-12261

pyspark crash for large dataset

    XMLWordPrintableJSON

Details

    • Bug
    • Status: Resolved
    • Major
    • Resolution: Incomplete
    • 1.5.2
    • None
    • PySpark
    • windows

    Description

      I tried to import a local text(over 100mb) file via textFile in pyspark, when i ran data.take(), it failed and gave error messages including:
      15/12/10 17:17:43 ERROR TaskSetManager: Task 0 in stage 0.0 failed 1 times; aborting job
      Traceback (most recent call last):
      File "E:/spark_python/test3.py", line 9, in <module>
      lines.take(5)
      File "D:\spark\spark-1.5.2-bin-hadoop2.6\python\pyspark\rdd.py", line 1299, in take
      res = self.context.runJob(self, takeUpToNumLeft, p)
      File "D:\spark\spark-1.5.2-bin-hadoop2.6\python\pyspark\context.py", line 916, in runJob
      port = self._jvm.PythonRDD.runJob(self._jsc.sc(), mappedRDD._jrdd, partitions)
      File "C:\Anaconda2\lib\site-packages\py4j\java_gateway.py", line 813, in _call_
      answer, self.gateway_client, self.target_id, self.name)
      File "D:\spark\spark-1.5.2-bin-hadoop2.6\python\pyspark\sql\utils.py", line 36, in deco
      return f(*a, **kw)
      File "C:\Anaconda2\lib\site-packages\py4j\protocol.py", line 308, in get_return_value
      format(target_id, ".", name), value)
      py4j.protocol.Py4JJavaError: An error occurred while calling z:org.apache.spark.api.python.PythonRDD.runJob.
      : org.apache.spark.SparkException: Job aborted due to stage failure: Task 0 in stage 0.0 failed 1 times, most recent failure: Lost task 0.0 in stage 0.0 (TID 0, localhost): java.net.SocketException: Connection reset by peer: socket write error

      Then i ran the same code for a small text file, this time .take() worked fine.
      How can i solve this problem?

      Attachments

        Issue Links

          Activity

            People

              Unassigned Unassigned
              aidsj zihao
              Votes:
              4 Vote for this issue
              Watchers:
              12 Start watching this issue

              Dates

                Created:
                Updated:
                Resolved: