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local-spark-s3-access's Introduction

Accessing S3 content from a local Spark Job

Lately we have been building a new data warehouse built upon the AWS Infrastructure at work. It has been going quite smoothly, but for the occasional ups and downs. However, one thing would never quite work: Accessing S3 content from a (py)spark job that is run locally.

S3 access from AWS EMR cluster instances was quite easy. Simply providing the file system context s3a:// sufficed and everything worked smoothly. The same method on a local machine with a spark installation proved as quite cumbersome and made us encounter errors such as:

AttributeError: 'SparkConf' object has no attribute '_get_object_id'

comment here

java.lang.RuntimeException: java.lang.ClassNotFoundException: Class org.apache.hadoop.fs.s3a.S3AFileSystem not found

comment here

java.io.IOException: No FileSystem for scheme: s3a

comment here

java.lang.NoSuchMethodError: com.amazonaws.services.s3.transfer.TransferManager.<init>(Lcom/amazonaws/services/s3/AmazonS3;Ljava/util/concurrent/ThreadPoolExecutor;)V

bump down aws-java-sdk-x.x.x.jar to 1.7.4, see here

...

We went through some pain and decided to put that aspect on ice for the time being. However, during some slack time I decided to start going at it once again. Luckily I had some luck and my efforts paid off.

Since I have spent some time banging my head, I tought I might make it easier on some people by providing some easy examples and verbose comments.

I have provided examples and readmes both for Scala and Python. I hope this helps some people and wish you luck with your big data infrastructure!

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