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[SPARK-8564][Streaming]Add the Python API for Kinesis #6955
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4957c0b
Add the Python API for Kinesis
zsxwing add2beb
Merge branch 'master' into kinesis-python
zsxwing 687446b
Fix the error message and the maven output path
zsxwing 3da2601
Fix the kinesis folder
zsxwing e33d505
Merge remote-tracking branch 'origin/master' into kinesis-python
zsxwing 466b425
Add python tests for Kinesis
zsxwing cc9d071
Fix the python test errors
zsxwing 7c5cfb0
RUN_KINESIS_TESTS -> ENABLE_KINESIS_TESTS
zsxwing 6c37395
Print stack trace for debug
zsxwing 756a128
Merge branch 'master' into kinesis-python
zsxwing 96670ff
Fix the compilation error after merging master
zsxwing fca416b
Fix wrong comparison
zsxwing 5082d28
Fix the syntax error for Python 2.6
zsxwing 32e6451
Merge remote-tracking branch 'origin/master' into kinesis-python
zsxwing 455f7ea
Remove streaming_kinesis_asl_assembly module and simply add the sourc…
zsxwing e42e471
Merge branch 'master' into kinesis-python
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,103 @@ | ||
| <?xml version="1.0" encoding="UTF-8"?> | ||
| <!-- | ||
| ~ Licensed to the Apache Software Foundation (ASF) under one or more | ||
| ~ contributor license agreements. See the NOTICE file distributed with | ||
| ~ this work for additional information regarding copyright ownership. | ||
| ~ The ASF licenses this file to You under the Apache License, Version 2.0 | ||
| ~ (the "License"); you may not use this file except in compliance with | ||
| ~ the License. You may obtain a copy of the License at | ||
| ~ | ||
| ~ http://www.apache.org/licenses/LICENSE-2.0 | ||
| ~ | ||
| ~ Unless required by applicable law or agreed to in writing, software | ||
| ~ distributed under the License is distributed on an "AS IS" BASIS, | ||
| ~ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| ~ See the License for the specific language governing permissions and | ||
| ~ limitations under the License. | ||
| --> | ||
|
|
||
| <project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd"> | ||
| <modelVersion>4.0.0</modelVersion> | ||
| <parent> | ||
| <groupId>org.apache.spark</groupId> | ||
| <artifactId>spark-parent_2.10</artifactId> | ||
| <version>1.5.0-SNAPSHOT</version> | ||
| <relativePath>../../pom.xml</relativePath> | ||
| </parent> | ||
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| <groupId>org.apache.spark</groupId> | ||
| <artifactId>spark-streaming-kinesis-asl-assembly_2.10</artifactId> | ||
| <packaging>jar</packaging> | ||
| <name>Spark Project Kinesis Assembly</name> | ||
| <url>http://spark.apache.org/</url> | ||
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| <properties> | ||
| <sbt.project.name>streaming-kinesis-asl-assembly</sbt.project.name> | ||
| </properties> | ||
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| <dependencies> | ||
| <dependency> | ||
| <groupId>org.apache.spark</groupId> | ||
| <artifactId>spark-streaming-kinesis-asl_${scala.binary.version}</artifactId> | ||
| <version>${project.version}</version> | ||
| </dependency> | ||
| <dependency> | ||
| <groupId>org.apache.spark</groupId> | ||
| <artifactId>spark-streaming_${scala.binary.version}</artifactId> | ||
| <version>${project.version}</version> | ||
| <scope>provided</scope> | ||
| </dependency> | ||
| </dependencies> | ||
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| <build> | ||
| <outputDirectory>target/scala-${scala.binary.version}/classes</outputDirectory> | ||
| <testOutputDirectory>target/scala-${scala.binary.version}/test-classes</testOutputDirectory> | ||
| <plugins> | ||
| <plugin> | ||
| <groupId>org.apache.maven.plugins</groupId> | ||
| <artifactId>maven-shade-plugin</artifactId> | ||
| <configuration> | ||
| <shadedArtifactAttached>false</shadedArtifactAttached> | ||
| <outputFile>${project.build.directory}/scala-${scala.binary.version}/spark-streaming-kinesis-asl-assembly-${project.version}.jar</outputFile> | ||
| <artifactSet> | ||
| <includes> | ||
| <include>*:*</include> | ||
| </includes> | ||
| </artifactSet> | ||
| <filters> | ||
| <filter> | ||
| <artifact>*:*</artifact> | ||
| <excludes> | ||
| <exclude>META-INF/*.SF</exclude> | ||
| <exclude>META-INF/*.DSA</exclude> | ||
| <exclude>META-INF/*.RSA</exclude> | ||
| </excludes> | ||
| </filter> | ||
| </filters> | ||
| </configuration> | ||
| <executions> | ||
| <execution> | ||
| <phase>package</phase> | ||
| <goals> | ||
| <goal>shade</goal> | ||
| </goals> | ||
| <configuration> | ||
| <transformers> | ||
| <transformer implementation="org.apache.maven.plugins.shade.resource.ServicesResourceTransformer"/> | ||
| <transformer implementation="org.apache.maven.plugins.shade.resource.AppendingTransformer"> | ||
| <resource>reference.conf</resource> | ||
| </transformer> | ||
| <transformer implementation="org.apache.maven.plugins.shade.resource.DontIncludeResourceTransformer"> | ||
| <resource>log4j.properties</resource> | ||
| </transformer> | ||
| <transformer implementation="org.apache.maven.plugins.shade.resource.ApacheLicenseResourceTransformer"/> | ||
| <transformer implementation="org.apache.maven.plugins.shade.resource.ApacheNoticeResourceTransformer"/> | ||
| </transformers> | ||
| </configuration> | ||
| </execution> | ||
| </executions> | ||
| </plugin> | ||
| </plugins> | ||
| </build> | ||
| </project> | ||
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extras/kinesis-asl/src/main/python/examples/streaming/kinesis_wordcount_asl.py
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|---|---|---|
| @@ -0,0 +1,81 @@ | ||
| # | ||
| # Licensed to the Apache Software Foundation (ASF) under one or more | ||
| # contributor license agreements. See the NOTICE file distributed with | ||
| # this work for additional information regarding copyright ownership. | ||
| # The ASF licenses this file to You under the Apache License, Version 2.0 | ||
| # (the "License"); you may not use this file except in compliance with | ||
| # the License. You may obtain a copy of the License at | ||
| # | ||
| # http://www.apache.org/licenses/LICENSE-2.0 | ||
| # | ||
| # Unless required by applicable law or agreed to in writing, software | ||
| # distributed under the License is distributed on an "AS IS" BASIS, | ||
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| # See the License for the specific language governing permissions and | ||
| # limitations under the License. | ||
| # | ||
|
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| """ | ||
| Consumes messages from a Amazon Kinesis streams and does wordcount. | ||
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| This example spins up 1 Kinesis Receiver per shard for the given stream. | ||
| It then starts pulling from the last checkpointed sequence number of the given stream. | ||
|
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| Usage: kinesis_wordcount_asl.py <app-name> <stream-name> <endpoint-url> <region-name> | ||
| <app-name> is the name of the consumer app, used to track the read data in DynamoDB | ||
| <stream-name> name of the Kinesis stream (ie. mySparkStream) | ||
| <endpoint-url> endpoint of the Kinesis service | ||
| (e.g. https://kinesis.us-east-1.amazonaws.com) | ||
|
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| Example: | ||
| # export AWS keys if necessary | ||
| $ export AWS_ACCESS_KEY_ID=<your-access-key> | ||
| $ export AWS_SECRET_KEY=<your-secret-key> | ||
|
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| # run the example | ||
| $ bin/spark-submit -jar extras/kinesis-asl/target/scala-*/\ | ||
| spark-streaming-kinesis-asl-assembly_*.jar \ | ||
| extras/kinesis-asl/src/main/python/examples/streaming/kinesis_wordcount_asl.py \ | ||
| myAppName mySparkStream https://kinesis.us-east-1.amazonaws.com | ||
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| There is a companion helper class called KinesisWordProducerASL which puts dummy data | ||
| onto the Kinesis stream. | ||
|
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| This code uses the DefaultAWSCredentialsProviderChain to find credentials | ||
| in the following order: | ||
| Environment Variables - AWS_ACCESS_KEY_ID and AWS_SECRET_KEY | ||
| Java System Properties - aws.accessKeyId and aws.secretKey | ||
| Credential profiles file - default location (~/.aws/credentials) shared by all AWS SDKs | ||
| Instance profile credentials - delivered through the Amazon EC2 metadata service | ||
| For more information, see | ||
| http://docs.aws.amazon.com/AWSSdkDocsJava/latest/DeveloperGuide/credentials.html | ||
|
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| See http://spark.apache.org/docs/latest/streaming-kinesis-integration.html for more details on | ||
| the Kinesis Spark Streaming integration. | ||
| """ | ||
| import sys | ||
|
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| from pyspark import SparkContext | ||
| from pyspark.streaming import StreamingContext | ||
| from pyspark.streaming.kinesis import KinesisUtils, InitialPositionInStream | ||
|
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| if __name__ == "__main__": | ||
| if len(sys.argv) != 5: | ||
| print( | ||
| "Usage: kinesis_wordcount_asl.py <app-name> <stream-name> <endpoint-url> <region-name>", | ||
| file=sys.stderr) | ||
| sys.exit(-1) | ||
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| sc = SparkContext(appName="PythonStreamingKinesisWordCountAsl") | ||
| ssc = StreamingContext(sc, 1) | ||
| appName, streamName, endpointUrl, regionName = sys.argv[1:] | ||
| lines = KinesisUtils.createStream( | ||
| ssc, appName, streamName, endpointUrl, regionName, InitialPositionInStream.LATEST, 2) | ||
| counts = lines.flatMap(lambda line: line.split(" ")) \ | ||
| .map(lambda word: (word, 1)) \ | ||
| .reduceByKey(lambda a, b: a+b) | ||
| counts.pprint() | ||
|
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| ssc.start() | ||
| ssc.awaitTermination() | ||
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After a clean build "mvn -DskipTests clean package -P kinesis-asl", I need actually two jars to run this.
extras/kinesis-asl-assembly/target/scala-2.10/spark-streaming-kinesis-asl-assembly-*.jar and extras/kinesis-asl/target/spark-streaming-kinesis-asl_*.jar.There was a problem hiding this comment.
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extras/kinesis-asl-assembly/target/scala-2.10/spark-streaming-kinesis-asl-assembly-*.jarshould be sufficient as it includes classesextras/kinesis-asl/target/spark-streaming-kinesis-asl.jarDo you not see that happening?