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EMR PySpark: LZO Codec not found

Running PySpark through IPython notebook on EMR (Hadoop 2.4.0) with Spark (1.4.0) in YARN mode using:

IPYTHON_OPTS="notebook --no-browser" nohup /usr/lib/spark/bin/pyspark --master yarn-client --num-executors 2 --executor-memory 512m --executor-cores 1 > /mnt/var/log/python_notebook.log 2> /mnt/var/log/python_notebook_err.log &

Have placed a simple CSV file in HDFS, and trying to read it in using

sc.textFile('/tmp/text.csv').first()

However, this gives me Caused by: java.lang.ClassNotFoundException: Class com.hadoop.compression.lzo.LzoCodec not found.

In context:

Py4JJavaError                             Traceback (most recent call last)
<ipython-input-54-e39168c6841b> in <module>()
----> 1 sc.textFile('/tmp/text.csv').first()

/usr/lib/spark/python/pyspark/rdd.py in first(self)
   1293         ValueError: RDD is empty
   1294         """
-> 1295         rs = self.take(1)
   1296         if rs:
   1297             return rs[0]

/usr/lib/spark/python/pyspark/rdd.py in take(self, num)
   1245         """
   1246         items = []
-> 1247         totalParts = self.getNumPartitions()
   1248         partsScanned = 0
   1249 

/usr/lib/spark/python/pyspark/rdd.py in getNumPartitions(self)
    353         2
    354         """
--> 355         return self._jrdd.partitions().size()
    356 
    357     def filter(self, f):

/usr/lib/spark/python/lib/py4j-0.8.2.1-src.zip/py4j/java_gateway.py in __call__(self, *args)
    536         answer = self.gateway_client.send_command(command)
    537         return_value = get_return_value(answer, self.gateway_client,
--> 538                 self.target_id, self.name)
    539 
    540         for temp_arg in temp_args:

/usr/lib/spark/python/lib/py4j-0.8.2.1-src.zip/py4j/protocol.py in get_return_value(answer, gateway_client, target_id, name)
    298                 raise Py4JJavaError(
    299                     'An error occurred while calling {0}{1}{2}.\n'.
--> 300                     format(target_id, '.', name), value)
    301             else:
    302                 raise Py4JError(

Py4JJavaError: An error occurred while calling o159.partitions.
: java.lang.RuntimeException: Error in configuring object
    at org.apache.hadoop.util.ReflectionUtils.setJobConf(ReflectionUtils.java:109)
    at org.apache.hadoop.util.ReflectionUtils.setConf(ReflectionUtils.java:75)
    at org.apache.hadoop.util.ReflectionUtils.newInstance(ReflectionUtils.java:133)
    at org.apache.spark.rdd.HadoopRDD.getInputFormat(HadoopRDD.scala:190)
    at org.apache.spark.rdd.HadoopRDD.getPartitions(HadoopRDD.scala:203)
    at org.apache.spark.rdd.RDD$$anonfun$partitions$2.apply(RDD.scala:219)
    at org.apache.spark.rdd.RDD$$anonfun$partitions$2.apply(RDD.scala:217)
    at scala.Option.getOrElse(Option.scala:120)
    at org.apache.spark.rdd.RDD.partitions(RDD.scala:217)
    at org.apache.spark.rdd.MapPartitionsRDD.getPartitions(MapPartitionsRDD.scala:32)
    at org.apache.spark.rdd.RDD$$anonfun$partitions$2.apply(RDD.scala:219)
    at org.apache.spark.rdd.RDD$$anonfun$partitions$2.apply(RDD.scala:217)
    at scala.Option.getOrElse(Option.scala:120)
    at org.apache.spark.rdd.RDD.partitions(RDD.scala:217)
    at org.apache.spark.api.java.JavaRDDLike$class.partitions(JavaRDDLike.scala:65)
    at org.apache.spark.api.java.AbstractJavaRDDLike.partitions(JavaRDDLike.scala:47)
    at sun.reflect.GeneratedMethodAccessor30.invoke(Unknown Source)
    at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
    at java.lang.reflect.Method.invoke(Method.java:606)
    at py4j.reflection.MethodInvoker.invoke(MethodInvoker.java:231)
    at py4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:379)
    at py4j.Gateway.invoke(Gateway.java:259)
    at py4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:133)
    at py4j.commands.CallCommand.execute(CallCommand.java:79)
    at py4j.GatewayConnection.run(GatewayConnection.java:207)
    at java.lang.Thread.run(Thread.java:745)
Caused by: java.lang.reflect.InvocationTargetException
    at sun.reflect.GeneratedMethodAccessor31.invoke(Unknown Source)
    at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
    at java.lang.reflect.Method.invoke(Method.java:606)
    at org.apache.hadoop.util.ReflectionUtils.setJobConf(ReflectionUtils.java:106)
    ... 25 more
Caused by: java.lang.IllegalArgumentException: Compression codec com.hadoop.compression.lzo.LzoCodec not found.
    at org.apache.hadoop.io.compress.CompressionCodecFactory.getCodecClasses(CompressionCodecFactory.java:135)
    at org.apache.hadoop.io.compress.CompressionCodecFactory.<init>(CompressionCodecFactory.java:175)
    at org.apache.hadoop.mapred.TextInputFormat.configure(TextInputFormat.java:45)
    ... 29 more
Caused by: java.lang.ClassNotFoundException: Class com.hadoop.compression.lzo.LzoCodec not found
    at org.apache.hadoop.conf.Configuration.getClassByName(Configuration.java:1980)
    at org.apache.hadoop.io.compress.CompressionCodecFactory.getCodecClasses(CompressionCodecFactory.java:128)
    ... 31 more

I have tried to follow the instructions here and done:

os.environ['SPARK_LIBRARY_PATH'] = "/usr/lib/hadoop-lzo/lib/native/"
os.environ['SPARK_CLASSPATH'] = "/usr/lib/hadoop-lzo/lib/"

However, that does not seem to help.

like image 380
tchakravarty Avatar asked Aug 25 '15 19:08

tchakravarty


1 Answers

I know this question is old but I was dealing with this for the past week so I figured I would post our solution incase others come across this. The setup we have is one EC2 instance running as the driver outside of EMR which then can create EMR clusters and communicate with the master. The cluster is running Spark 2.2.0 and the EMR release is 5.9.0.

The solution was to clone the Twitter Hadoop-Lzo Github repo on the Spark driver and then add the path to the hadoop-lzo.jar to spark submit args. SUBMIT_ARGS='--jars /opt/hadoop-lzo/target/hadoop-lzo-0.4.21-SNAPSHOT.jar. And just replace the path to the .jar with the one wherever you cloned the repo to.

like image 134
rdeg Avatar answered Oct 19 '22 07:10

rdeg