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Spark-Scala application in Template Design Pattern
The 2019 Stack Overflow Developer Survey Results Are In
Announcing the arrival of Valued Associate #679: Cesar Manara
Planned maintenance scheduled April 17/18, 2019 at 00:00UTC (8:00pm US/Eastern)
The Ask Question Wizard is Live!
Data science time! April 2019 and salary with experienceWhat is an efficient way to implement a singleton pattern in Java?On design patterns: When should I use the singleton?How to study design patterns?Does functional programming replace GoF design patterns?Difference between static class and singleton pattern?What is the difference between Builder Design pattern and Factory Design pattern?C++ Singleton design patternExamples of GoF Design Patterns in Java's core librariesIs the Scala 2.8 collections library a case of “the longest suicide note in history”?Design Patterns web based applications
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I am developing a Spark-Scala application, in which I am planning to use Template Design Pattern.
Here is the proposed design.
ProjectTemplate.scala => This is a trait containing functions such as createSession, readData, processData, writeResult. Out of these 4, I am planning to give implementations for createSession, readData, writeResult in this trait, whereas the implementation for processData will be provided by the child class that implements this trait. I have tested this with giving println statements and the approach works.
So in all there are 3 components:
1) ProjectTemplate.scala =>
trait ProjectTemplate
def createSession():sparkSession=
... implementation is provided..
def readData(): Dataset[Row] =
... implementation is provided..
def processData():Dataset[Row] //Implementation will be provided by child class
def writeResult(result: Dataset[Row], filePath: String):Boolean=
... implementation is provided..
def execute():Unit=
createSession()
readData()
processData()
writeResult()
2) Childclass.scala =>
class Childclass extens ProjectTemplate
override def processData(...):Dataset[Row]=
<funciton implementatoin>
...
3) ChildObject.scala =>
object ChildObject extens App
val obj = new Childclass
obj.execute()
Command that I will use to submit the Spark application.
spark-submit --class package.ChildObject --master yarn --deploy-mode cluster
My question is: Will this application successfully create sparksession and return it. Can we do it this way? Thanks.
scala apache-spark design-patterns
add a comment |
I am developing a Spark-Scala application, in which I am planning to use Template Design Pattern.
Here is the proposed design.
ProjectTemplate.scala => This is a trait containing functions such as createSession, readData, processData, writeResult. Out of these 4, I am planning to give implementations for createSession, readData, writeResult in this trait, whereas the implementation for processData will be provided by the child class that implements this trait. I have tested this with giving println statements and the approach works.
So in all there are 3 components:
1) ProjectTemplate.scala =>
trait ProjectTemplate
def createSession():sparkSession=
... implementation is provided..
def readData(): Dataset[Row] =
... implementation is provided..
def processData():Dataset[Row] //Implementation will be provided by child class
def writeResult(result: Dataset[Row], filePath: String):Boolean=
... implementation is provided..
def execute():Unit=
createSession()
readData()
processData()
writeResult()
2) Childclass.scala =>
class Childclass extens ProjectTemplate
override def processData(...):Dataset[Row]=
<funciton implementatoin>
...
3) ChildObject.scala =>
object ChildObject extens App
val obj = new Childclass
obj.execute()
Command that I will use to submit the Spark application.
spark-submit --class package.ChildObject --master yarn --deploy-mode cluster
My question is: Will this application successfully create sparksession and return it. Can we do it this way? Thanks.
scala apache-spark design-patterns
Instead of downgrading the question, it would help if someone can comment on the correctness of incorrectness of the approach.
– Don Sam
Mar 22 at 14:49
add a comment |
I am developing a Spark-Scala application, in which I am planning to use Template Design Pattern.
Here is the proposed design.
ProjectTemplate.scala => This is a trait containing functions such as createSession, readData, processData, writeResult. Out of these 4, I am planning to give implementations for createSession, readData, writeResult in this trait, whereas the implementation for processData will be provided by the child class that implements this trait. I have tested this with giving println statements and the approach works.
So in all there are 3 components:
1) ProjectTemplate.scala =>
trait ProjectTemplate
def createSession():sparkSession=
... implementation is provided..
def readData(): Dataset[Row] =
... implementation is provided..
def processData():Dataset[Row] //Implementation will be provided by child class
def writeResult(result: Dataset[Row], filePath: String):Boolean=
... implementation is provided..
def execute():Unit=
createSession()
readData()
processData()
writeResult()
2) Childclass.scala =>
class Childclass extens ProjectTemplate
override def processData(...):Dataset[Row]=
<funciton implementatoin>
...
3) ChildObject.scala =>
object ChildObject extens App
val obj = new Childclass
obj.execute()
Command that I will use to submit the Spark application.
spark-submit --class package.ChildObject --master yarn --deploy-mode cluster
My question is: Will this application successfully create sparksession and return it. Can we do it this way? Thanks.
scala apache-spark design-patterns
I am developing a Spark-Scala application, in which I am planning to use Template Design Pattern.
Here is the proposed design.
ProjectTemplate.scala => This is a trait containing functions such as createSession, readData, processData, writeResult. Out of these 4, I am planning to give implementations for createSession, readData, writeResult in this trait, whereas the implementation for processData will be provided by the child class that implements this trait. I have tested this with giving println statements and the approach works.
So in all there are 3 components:
1) ProjectTemplate.scala =>
trait ProjectTemplate
def createSession():sparkSession=
... implementation is provided..
def readData(): Dataset[Row] =
... implementation is provided..
def processData():Dataset[Row] //Implementation will be provided by child class
def writeResult(result: Dataset[Row], filePath: String):Boolean=
... implementation is provided..
def execute():Unit=
createSession()
readData()
processData()
writeResult()
2) Childclass.scala =>
class Childclass extens ProjectTemplate
override def processData(...):Dataset[Row]=
<funciton implementatoin>
...
3) ChildObject.scala =>
object ChildObject extens App
val obj = new Childclass
obj.execute()
Command that I will use to submit the Spark application.
spark-submit --class package.ChildObject --master yarn --deploy-mode cluster
My question is: Will this application successfully create sparksession and return it. Can we do it this way? Thanks.
scala apache-spark design-patterns
scala apache-spark design-patterns
asked Mar 22 at 5:39
Don SamDon Sam
308
308
Instead of downgrading the question, it would help if someone can comment on the correctness of incorrectness of the approach.
– Don Sam
Mar 22 at 14:49
add a comment |
Instead of downgrading the question, it would help if someone can comment on the correctness of incorrectness of the approach.
– Don Sam
Mar 22 at 14:49
Instead of downgrading the question, it would help if someone can comment on the correctness of incorrectness of the approach.
– Don Sam
Mar 22 at 14:49
Instead of downgrading the question, it would help if someone can comment on the correctness of incorrectness of the approach.
– Don Sam
Mar 22 at 14:49
add a comment |
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Instead of downgrading the question, it would help if someone can comment on the correctness of incorrectness of the approach.
– Don Sam
Mar 22 at 14:49