I am using spark over emr and writing a pyspark script, I am getting an error when trying to
from pyspark import SparkContext
sc = SparkContext()
Try adding this at the top of the file:
import findspark
findspark.init()
See https://github.com/minrk/findspark
Try to install spark 2.4.5 version, and set spark home path to this version. Even I faced the issue after changing the version, it got resolved for me.
PySpark recently released 2.4.0, but there's no stable release for spark coinciding with this new version. Try downgrading to pyspark 2.3.2, this fixed it for me
Edit: to be more clear your PySpark version needs to be the same as the Apache Spark version that is downloaded, or you may run into compatibility issues
Check the version of pyspark by using
pip freeze
The following steps solved my issue:
- Downgrading it to 2.3.2
- adding PYTHONPATH as System Environment Variable with value %SPARK_HOME%\python;%SPARK_HOME%\python\lib\py4j-<version>-src.zip:%PYTHONPATH%
Note: use proper version in the value given above, don't copy exactly.
Instead of editing the Environment Variables, you might just ensure that the Python environment (the one with pyspark) also has the same py4j version as the zip file present in the \python\lib\ dictionary within you Spark folder. E.g., d:\Programs\Spark\python\lib\py4j-0.10.7-src.zip on my system, for Spark 2.3.2. It's the py4j version shipped as part of the Spark archive file.
You need to set the following environments to set the Spark path and the Py4j path.
For example in ~/.bashrc:
export SPARK_HOME=/home/hadoop/spark-2.1.0-bin-hadoop2.7
export PYTHONPATH=$SPARK_HOME/python:$SPARK_HOME/python/lib/py4j-0.10.4-src.zip:$PYTHONPATH
export PATH=$SPARK_HOME/bin:$SPARK_HOME/python:$PATH
And use findspark at the top of the your file:
import findspark
findspark.init()