Using addPyFiles()
seems to not be adding desiered files to spark job nodes (new to spark so may be missing some basic usage knowledge here).
Attempting
if your module is as below
myModule \n
- init.py
-spark1.py
-spark2.py
Don't go inside myModule folder and add to zip. This error you mentioned.
Instead, go outside the myModule folder. right-click and add myModule folder to zip and give another name.
The idea is when spark extract your zip, there should be myModule folder exist with same name and hyrarchy
Fixed problem. Admittedly, solution is not totally spark-related, but leaving question posted for the sake of others who may have similar problem, since the given error message did not make my mistake totally clear from the start.
TLDR: Make sure the package contents (so they should include an __init.py__ in each dir.) of the zip file being loaded in are structured and named the way your code expects.
The package I was trying to load into the spark context via zip was of the form
mypkg
file1.py
file2.py
subpkg1
file11.py
subpkg2
file21.py
my zip when running less mypkg.zip
, showed
file1.py file2.py subpkg1 subpkg2
So two things were wrong here.
Solved with
zip -r mypkg.zip mypkg
More specifically, had to make 2 zip files
for the dist-keras package:
cd dist-keras; zip -r distkeras.zip distkeras
see https://github.com/cerndb/dist-keras/tree/master/distkeras
for the keras package used by distkeras (which is not installed across the cluster):
cd keras; zip -r keras.zip keras
see https://github.com/keras-team/keras/tree/master/keras
So declaring the spark session looked like
conf = SparkConf()
conf.set("spark.app.name", application_name)
conf.set("spark.master", master) #master='yarn-client'
conf.set("spark.executor.cores", `num_cores`)
conf.set("spark.executor.instances", `num_executors`)
conf.set("spark.locality.wait", "0")
conf.set("spark.serializer", "org.apache.spark.serializer.KryoSerializer");
# Check if the user is running Spark 2.0 +
if using_spark_2:
from pyspark.sql import SparkSession
sc = SparkSession.builder.config(conf=conf) \
.appName(application_name) \
.getOrCreate()
sc.sparkContext.addPyFile("/home/me/projects/keras-projects/exploring-keras/keras-dist_test/dist-keras/distkeras.zip")
sc.sparkContext.addPyFile("/home/me/projects/keras-projects/exploring-keras/keras-dist_test/keras/keras.zip")
print sc.version