Created
May 30, 2019 15:56
-
-
Save afranzi/b914a357b8c90d43581e0d4eb24be088 to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
object Filters { | |
def filter(filters: Seq[Column])(df: DataFrame): DataFrame = { | |
filters.foldLeft(df)((df, filter) => df.filter(filter)) | |
} | |
} | |
trait SparkReader { | |
protected def execute(reader: DataFrameReader): DataFrame | |
def read(schema: Option[StructType] = None, filters: Seq[Column] = Seq.empty)(implicit sparkSession: SparkSession): DataFrame = { | |
val reader = sparkSession.read | |
val dataFrameReader = schema.fold(reader)(reader.schema) | |
execute(dataFrameReader) | |
.transform(Filters.filter(filters)) | |
} | |
} | |
case class SparkMongoReader(mongoUri: String) extends SparkReader { | |
protected def execute(reader: DataFrameReader): DataFrame = { | |
reader | |
.format("com.mongodb.spark.sql.DefaultSource") | |
.option("uri", mongoUri) | |
.load() | |
} | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment