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Sarika Sama
javaSparkExample
Commits
7b86a9a5
Commit
7b86a9a5
authored
Jul 18, 2023
by
Sarika Sama
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added KafkaToCsvProcess
parent
8bcb2c3c
Changes
6
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6 changed files
with
82 additions
and
14 deletions
+82
-14
pom.xml
pom.xml
+13
-4
JavaSparkExampleApplication.java
...m/nisum/javaSparkExample/JavaSparkExampleApplication.java
+22
-8
KafkaToCsvProcess.java
...a/com/nisum/javaSparkExample/kafka/KafkaToCsvProcess.java
+34
-0
Customers.java
...main/java/com/nisum/javaSparkExample/model/Customers.java
+4
-1
Orders.java
src/main/java/com/nisum/javaSparkExample/model/Orders.java
+4
-1
Users.java
src/main/java/com/nisum/javaSparkExample/model/Users.java
+5
-0
No files found.
pom.xml
View file @
7b86a9a5
...
@@ -18,10 +18,14 @@
...
@@ -18,10 +18,14 @@
<spark.version>
3.2.1
</spark.version>
<spark.version>
3.2.1
</spark.version>
</properties>
</properties>
<dependencies>
<dependencies>
<!--<dependency>
<dependency>
<groupId>org.springframework.boot</groupId>
<groupId>
org.springframework.data
</groupId>
<artifactId>spring-boot-starter-web</artifactId>
<artifactId>
spring-data-commons
</artifactId>
</dependency>-->
</dependency>
<dependency>
<groupId>
org.springframework.data
</groupId>
<artifactId>
spring-data-mongodb
</artifactId>
</dependency>
<!--<dependency>
<!--<dependency>
<groupId>org.springframework.boot</groupId>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-devtools</artifactId>
<artifactId>spring-boot-devtools</artifactId>
...
@@ -73,6 +77,11 @@
...
@@ -73,6 +77,11 @@
<artifactId>
mongo-spark-connector_2.12
</artifactId>
<artifactId>
mongo-spark-connector_2.12
</artifactId>
<version>
3.0.1
</version>
<version>
3.0.1
</version>
</dependency>
</dependency>
<dependency>
<groupId>
org.apache.kafka
</groupId>
<artifactId>
kafka-clients
</artifactId>
<version>
3.1.2
</version>
</dependency>
</dependencies>
</dependencies>
...
...
src/main/java/com/nisum/javaSparkExample/JavaSparkExampleApplication.java
View file @
7b86a9a5
...
@@ -35,7 +35,9 @@ public class JavaSparkExampleApplication {
...
@@ -35,7 +35,9 @@ public class JavaSparkExampleApplication {
.
load
().
as
(
Encoders
.
bean
(
Customers
.
class
));
.
load
().
as
(
Encoders
.
bean
(
Customers
.
class
));
// Show data from MongoDB
// Show data from MongoDB
System
.
out
.
println
(
" Customers Data from MongoDB:"
);
System
.
out
.
println
(
" Customers Data from MongoDB:"
);
customermongoData
.
show
(
false
);
//customermongoData.show(false);
customermongoData
.
select
(
"customerId"
,
"name"
,
"gender"
,
"transaction_amount"
).
show
(
false
);
//applied transformation to dataset and read the data in console
//applied transformation to dataset and read the data in console
...
@@ -64,7 +66,8 @@ public class JavaSparkExampleApplication {
...
@@ -64,7 +66,8 @@ public class JavaSparkExampleApplication {
.
load
().
as
(
Encoders
.
bean
(
Customers
.
class
));
.
load
().
as
(
Encoders
.
bean
(
Customers
.
class
));
// Show data from MongoDB
// Show data from MongoDB
System
.
out
.
println
(
" Customers Data from MongoDB:"
);
System
.
out
.
println
(
" Customers Data from MongoDB:"
);
customersData
.
show
(
false
);
//customersData.show(false);
customersData
.
select
(
"customerId"
,
"name"
,
"gender"
,
"transaction_amount"
).
show
(
false
);
Dataset
<
Orders
>
ordersmongoData
=
sparkSession
.
read
()
Dataset
<
Orders
>
ordersmongoData
=
sparkSession
.
read
()
.
format
(
"mongo"
)
.
format
(
"mongo"
)
...
@@ -72,7 +75,8 @@ public class JavaSparkExampleApplication {
...
@@ -72,7 +75,8 @@ public class JavaSparkExampleApplication {
.
load
().
as
(
Encoders
.
bean
(
Orders
.
class
));
.
load
().
as
(
Encoders
.
bean
(
Orders
.
class
));
// Show data from MongoDB
// Show data from MongoDB
System
.
out
.
println
(
" Orders Data from MongoDB :"
);
System
.
out
.
println
(
" Orders Data from MongoDB :"
);
ordersmongoData
.
show
(
false
);
//ordersmongoData.show(false);
ordersmongoData
.
select
(
"orderId"
,
"customerId"
,
"orderName"
,
"status"
).
show
(
false
);
//read the data from mongodb
//read the data from mongodb
Dataset
<
Users
>
usersmongoData
=
sparkSession
.
read
()
Dataset
<
Users
>
usersmongoData
=
sparkSession
.
read
()
...
@@ -81,12 +85,17 @@ public class JavaSparkExampleApplication {
...
@@ -81,12 +85,17 @@ public class JavaSparkExampleApplication {
.
load
().
as
(
Encoders
.
bean
(
Users
.
class
));
.
load
().
as
(
Encoders
.
bean
(
Users
.
class
));
// Show data from MongoDB
// Show data from MongoDB
System
.
out
.
println
(
" users Data from MongoDB :"
);
System
.
out
.
println
(
" users Data from MongoDB :"
);
usersmongoData
.
show
(
false
);
//usersmongoData.show(false);
usersmongoData
.
select
(
"userId"
,
"userName"
,
"email"
,
"address"
).
show
(
false
);
Dataset
<
Row
>
userData
=
customersData
.
join
(
ordersmongoData
,
customersData
.
col
(
"customerId"
)
// Dataset<Row> userData = customersData.join(ordersmongoData,customersData.col("customerId")
.
equalTo
(
ordersmongoData
.
col
(
"customerId"
)),
"inner"
);
// .equalTo(ordersmongoData.col("customerId")), "inner");
Dataset
<
Row
>
userData
=
customersData
.
as
(
"cust"
).
join
(
ordersmongoData
.
as
(
"ord"
),
ordersmongoData
.
col
(
"customerId"
).
equalTo
(
customersData
.
col
(
"customerId"
)))
.
select
(
functions
.
col
(
"cust.customerId"
),
functions
.
col
(
"cust.name"
),
functions
.
col
(
"cust.gender"
),
functions
.
col
(
"cust.transaction_amount"
),
functions
.
col
(
"ord.orderId"
),
functions
.
col
(
"ord.orderName"
),
functions
.
col
(
"ord.status"
));
userData
.
write
()
userData
.
write
()
...
@@ -94,10 +103,15 @@ public class JavaSparkExampleApplication {
...
@@ -94,10 +103,15 @@ public class JavaSparkExampleApplication {
.
option
(
"uri"
,
"mongodb://localhost:27017/mydb.users"
)
.
option
(
"uri"
,
"mongodb://localhost:27017/mydb.users"
)
.
mode
(
SaveMode
.
Append
)
.
mode
(
SaveMode
.
Append
)
.
save
();
.
save
();
userData
.
show
(
false
);
userData
.
show
(
false
);
sparkSession
.
stop
();
// Dataset<Row> updatedData = userData.withColumn("customerId", functions.col("_id")).drop("_id");
//
// updatedData.write().format("mongo").mode("overwrite").save();
// sparkSession.stop();
...
...
src/main/java/com/nisum/javaSparkExample/kafka/KafkaToCsvProcess.java
0 → 100644
View file @
7b86a9a5
package
com
.
nisum
.
javaSparkExample
.
kafka
;
import
com.nisum.javaSparkExample.model.Customers
;
import
org.apache.spark.sql.Dataset
;
import
org.apache.spark.sql.Encoders
;
import
org.apache.spark.sql.Row
;
import
org.apache.spark.sql.SparkSession
;
public
class
KafkaToCsvProcess
{
public
static
void
main
(
String
[]
args
)
{
SparkSession
sparkSession
=
SparkSession
.
builder
()
.
master
(
"local[*]"
)
.
appName
(
"kafkaToCsvProcess"
)
//.config("spark.ui.enabled",true)
.
config
(
"spark.sql.shuffle.partitions"
,
2
)
.
getOrCreate
();
Dataset
<
Customers
>
kafkaDataFrame
=
sparkSession
.
readStream
()
.
format
(
"kafka"
)
.
option
(
"kafka.bootstrap.servers"
,
"localhost:9092"
)
.
option
(
"subscribe"
,
"customer-topic"
)
.
load
().
as
(
Encoders
.
bean
(
Customers
.
class
));
kafkaDataFrame
.
write
()
.
option
(
"header"
,
"true"
)
.
format
(
"csv"
)
.
option
(
"path"
,
"/path/to/error/csv/files"
);
}
}
src/main/java/com/nisum/javaSparkExample/model/Customers.java
View file @
7b86a9a5
...
@@ -4,13 +4,16 @@ import lombok.AllArgsConstructor;
...
@@ -4,13 +4,16 @@ import lombok.AllArgsConstructor;
import
lombok.Data
;
import
lombok.Data
;
import
lombok.NoArgsConstructor
;
import
lombok.NoArgsConstructor
;
import
lombok.ToString
;
import
lombok.ToString
;
import
org.springframework.data.annotation.Id
;
import
org.springframework.data.mongodb.core.mapping.Document
;
@Data
@Data
@AllArgsConstructor
@AllArgsConstructor
@NoArgsConstructor
@NoArgsConstructor
@ToString
@ToString
@Document
(
collection
=
"customers"
)
public
class
Customers
{
public
class
Customers
{
@Id
private
int
customerId
;
private
int
customerId
;
private
String
name
;
private
String
name
;
private
String
gender
;
private
String
gender
;
...
...
src/main/java/com/nisum/javaSparkExample/model/Orders.java
View file @
7b86a9a5
...
@@ -4,13 +4,16 @@ import lombok.AllArgsConstructor;
...
@@ -4,13 +4,16 @@ import lombok.AllArgsConstructor;
import
lombok.Data
;
import
lombok.Data
;
import
lombok.NoArgsConstructor
;
import
lombok.NoArgsConstructor
;
import
lombok.ToString
;
import
lombok.ToString
;
import
org.springframework.data.annotation.Id
;
import
org.springframework.data.mongodb.core.mapping.Document
;
@Data
@Data
@AllArgsConstructor
@AllArgsConstructor
@NoArgsConstructor
@NoArgsConstructor
@ToString
@ToString
@Document
(
collection
=
"orders"
)
public
class
Orders
{
public
class
Orders
{
@Id
private
int
orderId
;
private
int
orderId
;
private
int
customerId
;
private
int
customerId
;
private
String
orderName
;
private
String
orderName
;
...
...
src/main/java/com/nisum/javaSparkExample/model/Users.java
View file @
7b86a9a5
...
@@ -4,12 +4,17 @@ import lombok.AllArgsConstructor;
...
@@ -4,12 +4,17 @@ import lombok.AllArgsConstructor;
import
lombok.Data
;
import
lombok.Data
;
import
lombok.NoArgsConstructor
;
import
lombok.NoArgsConstructor
;
import
lombok.ToString
;
import
lombok.ToString
;
import
org.springframework.data.annotation.Id
;
import
org.springframework.data.mongodb.core.mapping.Document
;
@Data
@Data
@AllArgsConstructor
@AllArgsConstructor
@NoArgsConstructor
@NoArgsConstructor
@ToString
@ToString
@Document
(
collection
=
"users"
)
public
class
Users
{
public
class
Users
{
@Id
private
int
userId
;
private
int
userId
;
private
String
userName
;
private
String
userName
;
private
String
email
;
private
String
email
;
...
...
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