尝试使用python 3运行Spark时出现几个错误

I'm trying to run spark using pyspark on python 3 with ubuntu 18.04, however, I'm getting a bunch of different errors that I don't know how to handle. I'm using Java 10 jdk and my JAVA_HOME variable is already set.

我正在尝试使用ubuntu 18.04在python 3上使用pyspark运行spark,但是,我得到了一堆不同的错误,我不知道如何处理。我正在使用Java 10 jdk,我的JAVA_HOME变量已经设置好了。

this is the code I'm trying to run on python:

这是我试图在python上运行的代码:

import sys
from pyspark import SparkContext
from pyspark.streaming import StreamingContext



sc = SparkContext(appName="PysparkStreaming")
ssc = StreamingContext(sc, 3)   #Streaming will execute in each 3 seconds
lines = ssc.textFileStream('/home/mabarberan/Escritorio/prueba spark/')  #'log/ mean directory name
counts = lines.flatMap(lambda line: line.split(" ")) \
    .map(lambda x: (x, 1)) \
    .reduceByKey(lambda a, b: a + b)
counts.pprint()
ssc.start()
ssc.awaitTermination()

and these are the errors I'm getting:

这些是我得到的错误:

/home/mabarberan/anaconda3/bin/python /home/mabarberan/Descargas/carpeta.py
WARNING: An illegal reflective access operation has occurred
WARNING: Illegal reflective access by org.apache.hadoop.security.authentication.util.KerberosUtil (file:/home/mabarberan/anaconda3/lib/python3.6/site-packages/pyspark/jars/hadoop-auth-2.7.3.jar) to method sun.security.krb5.Config.getInstance()
WARNING: Please consider reporting this to the maintainers of org.apache.hadoop.security.authentication.util.KerberosUtil
WARNING: Use --illegal-access=warn to enable warnings of further illegal reflective access operations
WARNING: All illegal access operations will be denied in a future release
2018-06-21 12:53:07 WARN  NativeCodeLoader:62 - Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
Setting default log level to "WARN".
To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).
[Stage 1:>                                                          (0 + 1) / 1]2018-06-21 12:53:13 ERROR PythonRunner:91 - Python worker exited unexpectedly (crashed)
org.apache.spark.api.python.PythonException: Traceback (most recent call last):
  File "/home/mabarberan/anaconda3/lib/python3.6/site-packages/pyspark/python/lib/pyspark.zip/pyspark/worker.py", line 176, in main
    ("%d.%d" % sys.version_info[:2], version))
Exception: Python in worker has different version 2.7 than that in driver 3.6, PySpark cannot run with different minor versions.Please check environment variables PYSPARK_PYTHON and PYSPARK_DRIVER_PYTHON are correctly set.

I can't paste all the error code here, but this is what comes next:

我不能在这里粘贴所有错误代码,但这是下一步:

at org.apache.spark.scheduler.ResultTask.runTask(ResultTask.scala:87)
    at org.apache.spark.scheduler.Task.run(Task.scala:109)
    at org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:345)
    at java.base/java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1135)
    at java.base/java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:635)
    at java.base/java.lang.Thread.run(Thread.java:844)
Caused by: org.apache.spark.api.python.PythonException: Traceback (most recent call last):
  File "/home/mabarberan/anaconda3/lib/python3.6/site-packages/pyspark/python/lib/pyspark.zip/pyspark/worker.py", line 176, in main
    ("%d.%d" % sys.version_info[:2], version))
Exception: Python in worker has different version 2.7 than that in driver 3.6, PySpark cannot run with different minor versions.Please check environment variables PYSPARK_PYTHON and PYSPARK_DRIVER_PYTHON are correctly set.

    2018-06-21 12:53:13 ERROR TaskSetManager:70 - Task 0 in stage 1.0 failed 1 times; aborting job
2018-06-21 12:53:13 ERROR JobScheduler:91 - Error running job streaming job 1529578392000 ms.0
org.apache.spark.SparkException: An exception was raised by Python:
Traceback (most recent call last):
  File "/home/mabarberan/anaconda3/lib/python3.6/site-packages/pyspark/streaming/util.py", line 65, in call
    r = self.func(t, *rdds)
  File "/home/mabarberan/anaconda3/lib/python3.6/site-packages/pyspark/streaming/dstream.py", line 171, in takeAndPrint
    taken = rdd.take(num + 1)
  File "/home/mabarberan/anaconda3/lib/python3.6/site-packages/pyspark/rdd.py", line 1375, in take
    res = self.context.runJob(self, takeUpToNumLeft, p)
  File "/home/mabarberan/anaconda3/lib/python3.6/site-packages/pyspark/context.py", line 1013, in runJob
    sock_info = self._jvm.PythonRDD.runJob(self._jsc.sc(), mappedRDD._jrdd, partitions)
  File "/home/mabarberan/anaconda3/lib/python3.6/site-packages/py4j/java_gateway.py", line 1257, in __call__
    answer, self.gateway_client, self.target_id, self.name)
  File "/home/mabarberan/anaconda3/lib/python3.6/site-packages/py4j/protocol.py", line 328, 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 1.0 failed 1 times, most recent failure: Lost task 0.0 in stage 1.0 (TID 0, localhost, executor driver): org.apache.spark.api.python.PythonException: Traceback (most recent call last):
  File "/home/mabarberan/anaconda3/lib/python3.6/site-packages/pyspark/python/lib/pyspark.zip/pyspark/worker.py", line 176, in main
    ("%d.%d" % sys.version_info[:2], version))
Exception: Python in worker has different version 2.7 than that in driver 3.6, PySpark cannot run with different minor versions.Please check environment variables PYSPARK_PYTHON and PYSPARK_DRIVER_PYTHON are correctly set.

Process finished with exit code 1

I have googled the errors and saw them individually occurring to other people, but seems I have all of them in the same time, I tried some fixes I found on the web but they didn't seem to work, so I'm stuck. I would appreciate any help on this.

我已经搜索了错误并看到它们单独发生在其他人身上,但似乎我在同一时间拥有所有这些错误,我尝试了一些我在网上找到的修复程序,但它们似乎没有用,所以我卡住了。我将不胜感激任何帮助。

Thanks in advance

提前致谢

1 个解决方案

#1

You are starting master with anaconda python and workers are using default python. You can remove anaconda path from .bashrc or set PYSPARK_PYTHON and SPARK_DRIVER_PYTHON variables in spark-env to python path you want to use. For examples add lines below to $SPARK_HOME/conf/spark-env.sh

你正在使用anaconda python开始掌握,工人正在使用默认的python。您可以从.bashrc中删除anaconda路径,或者将spark-env中的PYSPARK_PYTHON和SPARK_DRIVER_PYTHON变量设置为您要使用的python路径。例如,在$ SPARK_HOME / conf / spark-env.sh下面添加以下行

export PYSPARK_PYTHON=/usr/bin/python3
export SPARK_DRIVER_PYTHON=/usr/bin/python3