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package main.scala | |
import org.mongodb.scala.bson._ | |
import org.mongodb.scala.bson.collection.mutable.Document | |
object RecordTransform { | |
def foldToDocument(results: Document, row: org.apache.spark.sql.Row): Document = { | |
var month_results = results.get[BsonDocument](row.getInt(0).toString) | |
var results_doc = month_results match { | |
case Some(doc) => doc | |
case None => BsonDocument("resubmitted" -> 0, "submitted" -> 0, "canceled" -> 0, "terminated" -> 0) | |
} | |
results_doc.put(row.getString(1), BsonInt64(row.getLong(2))) | |
results.put(row.getInt(0).toString, results_doc) | |
results | |
} | |
} | |
spark-shell --packages org.mongodb.spark:mongo-spark-connector_2.11:2.2.0,org.mongodb.scala:mongo-scala-driver_2.11:2.2.0 --jars target/scala-2.11/spark-mllib-test.jar | |
scala> import org.mongodb.scala.bson.collection.mutable.Document | |
import org.mongodb.scala.bson.collection.mutable.Document | |
scala> val join = spark.sql("SELECT...") | |
scala> join.show | |
18/02/21 14:02:44 WARN util.Utils: Truncated the string representation of a plan since it was too large. This behavior can be adjusted by setting 'spark.debug.maxToStringFields' in SparkEnv.conf. | |
+-----------------------------+-----------+-----+ | |
|coverage_selected_start_month| status| obs| | |
+-----------------------------+-----------+-----+ | |
| 1| canceled| 4534| | |
| 1|resubmitted| 274| | |
| 1| submitted|16770| | |
| 1| terminated| 2750| | |
| 2| canceled| 427| | |
| 2|resubmitted| 8| | |
| 2| submitted| 1651| | |
| 2| terminated| 189| | |
| 3| canceled| 401| | |
| 3|resubmitted| 9| | |
| 3| submitted| 2197| | |
| 3| terminated| 159| | |
| 4| canceled| 39| | |
| 4| submitted| 419| | |
| 4| terminated| 33| | |
| 5| canceled| 2| | |
| 5| submitted| 19| | |
| 5| terminated| 4| | |
| 6| submitted| 1| | |
+-----------------------------+-----------+-----+ | |
scala> var results = org.mongodb.scala.bson.collection.mutable.Document | |
scala> join.toJavaRDD.fold(results) ((acc,row) => main.scala.RecordTransform.foldToDocument(acc,row)) | |
<console>:29: error: type mismatch; | |
found : org.mongodb.scala.bson.collection.mutable.Document.type | |
required: org.apache.spark.sql.Row | |
join.toJavaRDD.fold(results) ((acc,row) => main.scala.RecordTransform.foldToDocument(acc,row)) | |
^ |
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