I’m having issues when I fire up pyspark on a fresh install.
When I submit the same process via spark-submit it works.

Here’s a dump of the trace:
            at 
org.apache.spark.sql.SparkSession.sessionState(SparkSession.scala:109)
            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:497)
            at py4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)
            at 
py4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:357)
            at py4j.Gateway.invoke(Gateway.java:280)
            at 
py4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)
            at py4j.commands.CallCommand.execute(CallCommand.java:79)
            at py4j.GatewayConnection.run(GatewayConnection.java:214)
            at java.lang.Thread.run(Thread.java:745)
Caused by: java.sql.SQLException: Failed to create database 'metastore_db', see 
the next exception for details.
            at 
org.apache.derby.impl.jdbc.SQLExceptionFactory.getSQLException(Unknown Source)
            at 
org.apache.derby.impl.jdbc.SQLExceptionFactory.getSQLException(Unknown Source)
            at org.apache.derby.impl.jdbc.Util.seeNextException(Unknown Source)
            at 
org.apache.derby.impl.jdbc.EmbedConnection.createDatabase(Unknown Source)
            at org.apache.derby.impl.jdbc.EmbedConnection.<init>(Unknown Source)
            at org.apache.derby.jdbc.InternalDriver$1.run(Unknown Source)
            at org.apache.derby.jdbc.InternalDriver$1.run(Unknown Source)
            at java.security.AccessController.doPrivileged(Native Method)
            at 
org.apache.derby.jdbc.InternalDriver.getNewEmbedConnection(Unknown Source)
            at org.apache.derby.jdbc.InternalDriver.connect(Unknown Source)
            at org.apache.derby.jdbc.InternalDriver.connect(Unknown Source)
            at org.apache.derby.jdbc.AutoloadedDriver.connect(Unknown Source)
            at java.sql.DriverManager.getConnection(DriverManager.java:664)
            at java.sql.DriverManager.getConnection(DriverManager.java:208)
            at 
com.jolbox.bonecp.BoneCP.obtainRawInternalConnection(BoneCP.java:361)
            at com.jolbox.bonecp.BoneCP.<init>(BoneCP.java:416)
            ... 92 more
Caused by: ERROR XJ041: Failed to create database 'metastore_db', see the next 
exception for details.
            at 
org.apache.derby.iapi.error.StandardException.newException(Unknown Source)
            at 
org.apache.derby.impl.jdbc.SQLExceptionFactory.wrapArgsForTransportAcrossDRDA(Unknown
 Source)
            ... 108 more
Caused by: ERROR XBM0H: Directory 
/home/ubuntu/spark-2.1.0-bin-hadoop2.7/bin/metastore_db cannot be created.
            at 
org.apache.derby.iapi.error.StandardException.newException(Unknown Source)
            at 
org.apache.derby.iapi.error.StandardException.newException(Unknown Source)
            at 
org.apache.derby.impl.services.monitor.StorageFactoryService$10.run(Unknown 
Source)
            at java.security.AccessController.doPrivileged(Native Method)
            at 
org.apache.derby.impl.services.monitor.StorageFactoryService.createServiceRoot(Unknown
 Source)
            at 
org.apache.derby.impl.services.monitor.BaseMonitor.bootService(Unknown Source)
            at 
org.apache.derby.impl.services.monitor.BaseMonitor.createPersistentService(Unknown
 Source)
            at 
org.apache.derby.impl.services.monitor.FileMonitor.createPersistentService(Unknown
 Source)
            at 
org.apache.derby.iapi.services.monitor.Monitor.createPersistentService(Unknown 
Source)
            at org.apache.derby.impl.jdbc.EmbedConnection$5.run(Unknown Source)
            at java.security.AccessController.doPrivileged(Native Method)
            at 
org.apache.derby.impl.jdbc.EmbedConnection.createPersistentService(Unknown 
Source)
            ... 105 more
Traceback (most recent call last):
  File "/home/ubuntu/spark-2.1.0-bin-hadoop2.7/python/pyspark/shell.py", line 
43, in <module>
    spark = SparkSession.builder\
  File "/home/ubuntu/spark-2.1.0-bin-hadoop2.7/python/pyspark/sql/session.py", 
line 179, in getOrCreate
    session._jsparkSession.sessionState().conf().setConfString(key, value)
  File 
"/home/ubuntu/spark-2.1.0-bin-hadoop2.7/python/lib/py4j-0.10.4-src.zip/py4j/java_gateway.py",
 line 1133, in __call__
  File "/home/ubuntu/spark-2.1.0-bin-hadoop2.7/python/pyspark/sql/utils.py", 
line 79, in deco
    raise IllegalArgumentException(s.split(': ', 1)[1], stackTrace)
pyspark.sql.utils.IllegalArgumentException: u"Error while instantiating 
'org.apache.spark.sql.hive.HiveSessionState':"
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