问题
I am new to spark-Cassandra and Scala. I have an existing RDD. let say:
((url_hash, url, created_timestamp )).
I want to filter this RDD based on url_hash. If url_hash exists in the Cassandra table then I want to filter it out from the RDD so I can do processing only on the new urls.
Cassandra Table looks like following:
url_hash| url | created_timestamp | updated_timestamp
Any pointers will be great.
I tried something like this this:
case class UrlInfoT(url_sha256: String, full_url: String, created_ts: Date)
def timestamp = new java.utils.Date()
val rdd1 = rdd.map(row => (calcSHA256(row(1)), (row(1), timestamp)))
val rdd2 = sc.cassandraTable[UrlInfoT]("keyspace", "url_info").select("url_sha256", "full_url", "created_ts")
val rdd3 = rdd2.map(row => (row.url_sha256,(row.full_url, row.created_ts)))
newUrlsRDD = rdd1.subtractByKey(rdd3)
I am getting cassandra error
java.lang.NullPointerException: Unexpected null value of column full_url in keyspace.url_info.If you want to receive null values from Cassandra, please wrap the column type into Option or use JavaBeanColumnMapper
There are no null values in cassandra table
回答1:
Thanks The Archetypal Paul!
I hope somebody finds this useful. Had to add Option to case class.
Looking forward to better solutions
case class UrlInfoT(url_sha256: String, full_url: Option[String], created_ts: Option[Date])
def timestamp = new java.utils.Date()
val rdd1 = rdd.map(row => (calcSHA256(row(1)), (row(1), timestamp)))
val rdd2 = sc.cassandraTable[UrlInfoT]("keyspace", "url_info").select("url_sha256", "full_url", "created_ts")
val rdd3 = rdd2.map(row => (row.url_sha256,(row.full_url, row.created_ts)))
newUrlsRDD = rdd1.subtractByKey(rdd3)
来源:https://stackoverflow.com/questions/42122313/scala-spark-filter-rdd-using-cassandra