Monday, 5 October 2020

How to write dataframe output to a single file with a specific name using Spark


Spark is designed to write out multiple files in parallel. So there may be cases where we need to merge all the part files, remove the success/commit files and write the content to a single file.

This blog helps you to write spark output to a single file.

Using  df.coalesce(1) we can write data to a single file, 

 result_location = "dbfs:///mnt/datalake/unmesha/output/"   df.coalesce(1).write.format("csv").options(header='true').mode("overwrite").save(result_location)

but still you will see _success files.



 


This solution - adding coalesce isn’t sufficient when you want to write data to a file with a specific name.

We are going to achieve this using dbutils
  result_location = "dbfs:///mnt/datalake/unmesha/output/"
     df.coalesce(1).write.format("csv").options(header='true').mode("overwrite").save(result_location)
  files = dbutils.fs.ls(result_location)
  csv_file = [x.path for x in files if x.path.endswith(".csv")][0] 
  dbutils.fs.mv(csv_file, result_location.rstrip('/') + ".csv") 
  dbutils.fs.rm(result_location, recurse = True)
 Above snippet helps you  to write dataframe output to a single file with a specific name.



  

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