Pyspark notebooks with custom container image

DrissiReda
DrissiReda Registered Posts: 57 ✭✭✭✭✭
edited July 16 in Using Dataiku

Hello,

I am trying to make a custom dataiku container image to run pyspark on notebooks.

I'm running inside a kubernetes cluster, with no docker installed, so I can't let dss build my images.

I already have working images of spark and containers. But when I add spark and java to the container image I have two problems:

1. pyspark isn't included in the pythonpath and the overridden variable in the dockerfile is ignored inside the runner.

2. After I add it manually I have an error:

Exception in thread "main" org.apache.hadoop.security.KerberosAuthException: failure to login: javax.security.auth.login.LoginException: java.lang.NullPointerException: invalid null input: name
        at com.sun.security.auth.UnixPrincipal.<init>(UnixPrincipal.java:71)
        at com.sun.security.auth.module.UnixLoginModule.login(UnixLoginModule.java:133)
        at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
        at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
        at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
        at java.lang.reflect.Method.invoke(Method.java:498)
        at javax.security.auth.login.LoginContext.invoke(LoginContext.java:755)
        at javax.security.auth.login.LoginContext.access$000(LoginContext.java:195)
        at javax.security.auth.login.LoginContext$4.run(LoginContext.java:682)
        at javax.security.auth.login.LoginContext$4.run(LoginContext.java:680)
        at java.security.AccessController.doPrivileged(Native Method)
        at javax.security.auth.login.LoginContext.invokePriv(LoginContext.java:680)
        at javax.security.auth.login.LoginContext.login(LoginContext.java:587)
        at org.apache.hadoop.security.UserGroupInformation$HadoopLoginContext.login(UserGroupInformation.java:1926)
        at org.apache.hadoop.security.UserGroupInformation.doSubjectLogin(UserGroupInformation.java:1837)
        at org.apache.hadoop.security.UserGroupInformation.createLoginUser(UserGroupInformation.java:710)
        at org.apache.hadoop.security.UserGroupInformation.getLoginUser(UserGroupInformation.java:660)
        at org.apache.hadoop.security.UserGroupInformation.getCurrentUser(UserGroupInformation.java:571)
        at org.apache.spark.util.Utils$.$anonfun$getCurrentUserName$1(Utils.scala:2412)
        at scala.Option.getOrElse(Option.scala:189)
        at org.apache.spark.util.Utils$.getCurrentUserName(Utils.scala:2412)
        at org.apache.spark.SecurityManager.<init>(SecurityManager.scala:79)
        at org.apache.spark.deploy.SparkSubmit.secMgr$lzycompute$1(SparkSubmit.scala:368)
        at org.apache.spark.deploy.SparkSubmit.secMgr$1(SparkSubmit.scala:368)
        at org.apache.spark.deploy.SparkSubmit.$anonfun$prepareSubmitEnvironment$8(SparkSubmit.scala:376)
        at scala.Option.map(Option.scala:230)
        at org.apache.spark.deploy.SparkSubmit.prepareSubmitEnvironment(SparkSubmit.scala:376)
        at org.apache.spark.deploy.SparkSubmit.org$apache$spark$deploy$SparkSubmit$$runMain(SparkSubmit.scala:871)
        at org.apache.spark.deploy.SparkSubmit.doRunMain$1(SparkSubmit.scala:180)
        at org.apache.spark.deploy.SparkSubmit.submit(SparkSubmit.scala:203)
        at org.apache.spark.deploy.SparkSubmit.doSubmit(SparkSubmit.scala:90)
        at org.apache.spark.deploy.SparkSubmit$$anon$2.doSubmit(SparkSubmit.scala:1007)
        at org.apache.spark.deploy.SparkSubmit$.main(SparkSubmit.scala:1016)
        at org.apache.spark.deploy.SparkSubmit.main(SparkSubmit.scala)

        at org.apache.hadoop.security.UserGroupInformation.doSubjectLogin(UserGroupInformation.java:1847)
        at org.apache.hadoop.security.UserGroupInformation.createLoginUser(UserGroupInformation.java:710)
        at org.apache.hadoop.security.UserGroupInformation.getLoginUser(UserGroupInformation.java:660)
        at org.apache.hadoop.security.UserGroupInformation.getCurrentUser(UserGroupInformation.java:571)
        at org.apache.spark.util.Utils$.$anonfun$getCurrentUserName$1(Utils.scala:2412)
        at scala.Option.getOrElse(Option.scala:189)
        at org.apache.spark.util.Utils$.getCurrentUserName(Utils.scala:2412)
        at org.apache.spark.SecurityManager.<init>(SecurityManager.scala:79)
        at org.apache.spark.deploy.SparkSubmit.secMgr$lzycompute$1(SparkSubmit.scala:368)
        at org.apache.spark.deploy.SparkSubmit.secMgr$1(SparkSubmit.scala:368)
        at org.apache.spark.deploy.SparkSubmit.$anonfun$prepareSubmitEnvironment$8(SparkSubmit.scala:376)
        at scala.Option.map(Option.scala:230)
        at org.apache.spark.deploy.SparkSubmit.prepareSubmitEnvironment(SparkSubmit.scala:376)
        at org.apache.spark.deploy.SparkSubmit.org$apache$spark$deploy$SparkSubmit$$runMain(SparkSubmit.scala:871)
        at org.apache.spark.deploy.SparkSubmit.doRunMain$1(SparkSubmit.scala:180)
        at org.apache.spark.deploy.SparkSubmit.submit(SparkSubmit.scala:203)
        at org.apache.spark.deploy.SparkSubmit.doSubmit(SparkSubmit.scala:90)
        at org.apache.spark.deploy.SparkSubmit$$anon$2.doSubmit(SparkSubmit.scala:1007)
        at org.apache.spark.deploy.SparkSubmit$.main(SparkSubmit.scala:1016)
        at org.apache.spark.deploy.SparkSubmit.main(SparkSubmit.scala)
Caused by: javax.security.auth.login.LoginException: java.lang.NullPointerException: invalid null input: name
        at com.sun.security.auth.UnixPrincipal.<init>(UnixPrincipal.java:71)
        at com.sun.security.auth.module.UnixLoginModule.login(UnixLoginModule.java:133)
        at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
        at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
        at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
        at java.lang.reflect.Method.invoke(Method.java:498)
        at javax.security.auth.login.LoginContext.invoke(LoginContext.java:755)
        at javax.security.auth.login.LoginContext.access$000(LoginContext.java:195)
        at javax.security.auth.login.LoginContext$4.run(LoginContext.java:682)
        at javax.security.auth.login.LoginContext$4.run(LoginContext.java:680)
        at java.security.AccessController.doPrivileged(Native Method)
        at javax.security.auth.login.LoginContext.invokePriv(LoginContext.java:680)
        at javax.security.auth.login.LoginContext.login(LoginContext.java:587)
        at org.apache.hadoop.security.UserGroupInformation$HadoopLoginContext.login(UserGroupInformation.java:1926)
        at org.apache.hadoop.security.UserGroupInformation.doSubjectLogin(UserGroupInformation.java:1837)
        at org.apache.hadoop.security.UserGroupInformation.createLoginUser(UserGroupInformation.java:710)
        at org.apache.hadoop.security.UserGroupInformation.getLoginUser(UserGroupInformation.java:660)
        at org.apache.hadoop.security.UserGroupInformation.getCurrentUser(UserGroupInformation.java:571)
        at org.apache.spark.util.Utils$.$anonfun$getCurrentUserName$1(Utils.scala:2412)
        at scala.Option.getOrElse(Option.scala:189)
        at org.apache.spark.util.Utils$.getCurrentUserName(Utils.scala:2412)
        at org.apache.spark.SecurityManager.<init>(SecurityManager.scala:79)
        at org.apache.spark.deploy.SparkSubmit.secMgr$lzycompute$1(SparkSubmit.scala:368)
        at org.apache.spark.deploy.SparkSubmit.secMgr$1(SparkSubmit.scala:368)
        at org.apache.spark.deploy.SparkSubmit.$anonfun$prepareSubmitEnvironment$8(SparkSubmit.scala:376)
        at scala.Option.map(Option.scala:230)
        at org.apache.spark.deploy.SparkSubmit.prepareSubmitEnvironment(SparkSubmit.scala:376)
        at org.apache.spark.deploy.SparkSubmit.org$apache$spark$deploy$SparkSubmit$$runMain(SparkSubmit.scala:871)
        at org.apache.spark.deploy.SparkSubmit.doRunMain$1(SparkSubmit.scala:180)
        at org.apache.spark.deploy.SparkSubmit.submit(SparkSubmit.scala:203)
        at org.apache.spark.deploy.SparkSubmit.doSubmit(SparkSubmit.scala:90)
        at org.apache.spark.deploy.SparkSubmit$$anon$2.doSubmit(SparkSubmit.scala:1007)
        at org.apache.spark.deploy.SparkSubmit$.main(SparkSubmit.scala:1016)
        at org.apache.spark.deploy.SparkSubmit.main(SparkSubmit.scala)

        at javax.security.auth.login.LoginContext.invoke(LoginContext.java:856)
        at javax.security.auth.login.LoginContext.access$000(LoginContext.java:195)
        at javax.security.auth.login.LoginContext$4.run(LoginContext.java:682)
        at javax.security.auth.login.LoginContext$4.run(LoginContext.java:680)
        at java.security.AccessController.doPrivileged(Native Method)
        at javax.security.auth.login.LoginContext.invokePriv(LoginContext.java:680)
        at javax.security.auth.login.LoginContext.login(LoginContext.java:587)
        at org.apache.hadoop.security.UserGroupInformation$HadoopLoginContext.login(UserGroupInformation.java:1926)
        at org.apache.hadoop.security.UserGroupInformation.doSubjectLogin(UserGroupInformation.java:1837)
        ... 19 more
Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "/opt/spark/python/lib/pyspark.zip/pyspark/context.py", line 376, in getOrCreate
  File "/opt/spark/python/lib/pyspark.zip/pyspark/context.py", line 133, in __init__
  File "/opt/spark/python/lib/pyspark.zip/pyspark/context.py", line 325, in _ensure_initialized
  File "/opt/spark/python/lib/pyspark.zip/pyspark/java_gateway.py", line 105, in launch_gateway
Exception: Java gateway process exited before sending its port number

Is there a better way to build the container image dockerfile? How can I fix this error?

Pyspark recipes work well, but they use the spark image (used for spark-submit), is there a way to make the notebook kernels use the spark image instead of the container image?

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Answers

  • Clément_Stenac
    Clément_Stenac Dataiker, Dataiku DSS Core Designer, Registered Posts: 753 Dataiker

    Hi,

    Unfortunately, for the image build, you're extremely far from a regular setup, and we cannot really provide support with building images in such an exotic setup.

    As for your second question, to run Pyspark notebooks, the notebook itself must not run in containers. i.e. the notebook must run with "Local execution". If your default Spark config is configured to use Kubernetes, then the executors will be on Kubernetes as expected.

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  • DrissiReda
    DrissiReda Registered Posts: 57 ✭✭✭✭✭
    edited July 17

    Thanks, that actually works well for me, but I'm getting this error:

    Py4JJavaError: An error occurred while calling o51.count.
: org.apache.spark.SparkException: Job aborted due to stage failure: Task 0 in stage 2.0 failed 4 times, most recent failure: Lost task 0.3 in stage 2.0 (TID 7, 10.244.235.146, executor 316): java.net.UnknownHostException: dataiku-0

    How can I change the host from "dataiku-0" to "dataiku-0.dataiku" . Also I don't understand why the pyspark shell is trying to contact my dss pod.

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