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Batch Ingestion Job rewritten on Spark (#1020)
* test scala spark Signed-off-by: Oleksii Moskalenko <[email protected]> * offline batch ingestion in spark Signed-off-by: Oleksii Moskalenko <[email protected]> * clean up Signed-off-by: Oleksii Moskalenko <[email protected]> * deduplicate rows & use latest Signed-off-by: Oleksii Moskalenko <[email protected]> * clarify Signed-off-by: Oleksii Moskalenko <[email protected]> * validation & deadletter Signed-off-by: Oleksii Moskalenko <[email protected]> * tests on mapping & deadletter Signed-off-by: Oleksii Moskalenko <[email protected]> * scala styling Signed-off-by: Oleksii Moskalenko <[email protected]> * integration test stage Signed-off-by: Oleksii Moskalenko <[email protected]> * remove version from ingestion-spark pom Signed-off-by: Oleksii Moskalenko <[email protected]> * refactor job options Signed-off-by: Oleksii Moskalenko <[email protected]> * clean up dependencies + some api docs Signed-off-by: Oleksii Moskalenko <[email protected]> * extend mapping test Signed-off-by: Oleksii Moskalenko <[email protected]> * add shade plugin version & group Signed-off-by: Oleksii Moskalenko <[email protected]> * disable buildkit on docker build Signed-off-by: Oleksii Moskalenko <[email protected]>
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| <?xml version="1.0" encoding="UTF-8"?> | ||
| <!-- | ||
| ~ Copyright 2018 The Feast Authors | ||
| ~ | ||
| ~ Licensed 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 | ||
| ~ | ||
| ~ https://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/maven-v4_0_0.xsd"> | ||
| <modelVersion>4.0.0</modelVersion> | ||
|
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| <parent> | ||
| <groupId>dev.feast</groupId> | ||
| <artifactId>feast-parent</artifactId> | ||
| <version>${revision}</version> | ||
| <relativePath>../..</relativePath> | ||
| </parent> | ||
|
|
||
| <name>Feast Spark Ingestion</name> | ||
| <artifactId>feast-ingestion-spark</artifactId> | ||
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| <properties> | ||
| <scala.version>2.12</scala.version> | ||
| <scala.fullVersion>${scala.version}.12</scala.fullVersion> | ||
| <spark.version>2.4.7</spark.version> | ||
| <scala-maven-plugin.version>4.4.0</scala-maven-plugin.version> | ||
| <maven-assembly-plugin.version>3.3.0</maven-assembly-plugin.version> | ||
| <project.version>0.7-SNAPSHOT</project.version> | ||
| </properties> | ||
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| <dependencies> | ||
| <dependency> | ||
| <groupId>dev.feast</groupId> | ||
| <artifactId>datatypes-java</artifactId> | ||
| <version>${project.version}</version> | ||
| <exclusions> | ||
| <exclusion> | ||
| <groupId>*</groupId> | ||
| <artifactId>*</artifactId> | ||
| </exclusion> | ||
| </exclusions> | ||
| </dependency> | ||
|
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||
| <dependency> | ||
| <groupId>com.google.protobuf</groupId> | ||
| <artifactId>protobuf-java</artifactId> | ||
| <version>3.12.2</version> | ||
| </dependency> | ||
|
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||
| <dependency> | ||
| <groupId>org.scala-lang</groupId> | ||
| <artifactId>scala-library</artifactId> | ||
| <version>${scala.fullVersion}</version> | ||
| </dependency> | ||
|
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| <dependency> | ||
| <groupId>org.scala-lang.modules</groupId> | ||
| <artifactId>scala-collection-compat_${scala.version}</artifactId> | ||
| <version>2.2.0</version> | ||
| </dependency> | ||
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| <dependency> | ||
| <groupId>org.apache.spark</groupId> | ||
| <artifactId>spark-core_${scala.version}</artifactId> | ||
| <version>${spark.version}</version> | ||
| <scope>provided</scope> | ||
| </dependency> | ||
|
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| <dependency> | ||
| <groupId>org.apache.spark</groupId> | ||
| <artifactId>spark-streaming_${scala.version}</artifactId> | ||
| <version>${spark.version}</version> | ||
| <scope>provided</scope> | ||
| </dependency> | ||
|
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| <dependency> | ||
| <groupId>org.apache.spark</groupId> | ||
| <artifactId>spark-sql_${scala.version}</artifactId> | ||
| <version>${spark.version}</version> | ||
| <scope>provided</scope> | ||
| </dependency> | ||
|
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| <dependency> | ||
| <groupId>org.codehaus.janino</groupId> | ||
| <artifactId>janino</artifactId> | ||
| <version>3.0.16</version> | ||
| </dependency> | ||
|
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| <dependency> | ||
| <groupId>org.apache.spark</groupId> | ||
| <artifactId>spark-sql-kafka-0-10_${scala.version}</artifactId> | ||
| <version>${spark.version}</version> | ||
| <scope>provided</scope> | ||
| </dependency> | ||
|
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| <dependency> | ||
| <groupId>com.github.scopt</groupId> | ||
| <artifactId>scopt_${scala.version}</artifactId> | ||
| <version>3.7.1</version> | ||
| </dependency> | ||
|
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| <dependency> | ||
| <groupId>com.google.cloud.spark</groupId> | ||
| <artifactId>spark-bigquery_${scala.version}</artifactId> | ||
| <version>0.17.2</version> | ||
| <scope>provided</scope> | ||
| </dependency> | ||
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| <dependency> | ||
| <groupId>joda-time</groupId> | ||
| <artifactId>joda-time</artifactId> | ||
| <version>2.10.6</version> | ||
| </dependency> | ||
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| <dependency> | ||
| <groupId>com.redislabs</groupId> | ||
| <artifactId>spark-redis_${scala.version}</artifactId> | ||
| <version>2.5.0</version> | ||
| </dependency> | ||
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| <dependency> | ||
| <groupId>org.apache.arrow</groupId> | ||
| <artifactId>arrow-vector</artifactId> | ||
| <version>0.16.0</version> | ||
| </dependency> | ||
|
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| <dependency> | ||
| <groupId>io.netty</groupId> | ||
| <artifactId>netty-all</artifactId> | ||
| <version>4.1.52.Final</version> | ||
| </dependency> | ||
|
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| <dependency> | ||
| <groupId>org.json4s</groupId> | ||
| <artifactId>json4s-ext_${scala.version}</artifactId> | ||
| <version>3.7.0-M6</version> | ||
| </dependency> | ||
|
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| <dependency> | ||
| <groupId>org.scalatest</groupId> | ||
| <artifactId>scalatest_${scala.version}</artifactId> | ||
| <version>3.2.2</version> | ||
| <scope>test</scope> | ||
| </dependency> | ||
|
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| <dependency> | ||
| <groupId>org.scalacheck</groupId> | ||
| <artifactId>scalacheck_${scala.version}</artifactId> | ||
| <version>1.14.3</version> | ||
| <scope>test</scope> | ||
| </dependency> | ||
|
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| <dependency> | ||
| <groupId>com.dimafeng</groupId> | ||
| <artifactId>testcontainers-scala-scalatest_${scala.version}</artifactId> | ||
| <version>0.38.3</version> | ||
| <scope>test</scope> | ||
| </dependency> | ||
|
|
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| </dependencies> | ||
|
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|
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| <build> | ||
| <sourceDirectory>src/main/scala</sourceDirectory> | ||
| <testSourceDirectory>src/test/scala</testSourceDirectory> | ||
| <plugins> | ||
| <plugin> | ||
| <groupId>net.alchim31.maven</groupId> | ||
| <artifactId>scala-maven-plugin</artifactId> | ||
| <executions> | ||
| <execution> | ||
| <id>scala-compile-first</id> | ||
| <phase>process-resources</phase> | ||
| <goals> | ||
| <goal>add-source</goal> | ||
| <goal>compile</goal> | ||
| </goals> | ||
| </execution> | ||
| <execution> | ||
| <id>scala-test-compile</id> | ||
| <phase>process-test-resources</phase> | ||
| <goals> | ||
| <goal>testCompile</goal> | ||
| </goals> | ||
| </execution> | ||
| </executions> | ||
| <configuration> | ||
| <scalaVersion>${scala.fullVersion}</scalaVersion> | ||
| </configuration> | ||
| </plugin> | ||
| <plugin> | ||
| <groupId>org.scalatest</groupId> | ||
| <artifactId>scalatest-maven-plugin</artifactId> | ||
| <version>2.0.0</version> | ||
| <configuration> | ||
| <reportsDirectory>${project.build.directory}/surefire-reports</reportsDirectory> | ||
| <junitxml>.</junitxml> | ||
| <filereports>TestSuiteReport.txt</filereports> | ||
| </configuration> | ||
| <executions> | ||
| <execution> | ||
| <id>test</id> | ||
| <phase>integration-test</phase> | ||
| <goals> | ||
| <goal>test</goal> | ||
| </goals> | ||
| </execution> | ||
| </executions> | ||
| </plugin> | ||
| <plugin> | ||
| <groupId>org.apache.maven.plugins</groupId> | ||
| <artifactId>maven-assembly-plugin</artifactId> | ||
| <configuration> | ||
| <descriptorRefs> | ||
| <descriptorRef>jar-with-dependencies</descriptorRef> | ||
| </descriptorRefs> | ||
| </configuration> | ||
| <executions> | ||
| <execution> | ||
| <id>make-assembly</id> | ||
| <phase>package</phase> | ||
| <goals> | ||
| <goal>single</goal> | ||
| </goals> | ||
| </execution> | ||
| </executions> | ||
| </plugin> | ||
| <plugin> | ||
| <groupId>org.apache.maven.plugins</groupId> | ||
| <artifactId>maven-compiler-plugin</artifactId> | ||
| <executions> | ||
| <execution> | ||
| <phase>compile</phase> | ||
| <goals> | ||
| <goal>compile</goal> | ||
| </goals> | ||
| </execution> | ||
| </executions> | ||
| </plugin> | ||
| <plugin> | ||
| <groupId>org.apache.maven.plugins</groupId> | ||
| <artifactId>maven-shade-plugin</artifactId> | ||
| <version>3.2.4</version> | ||
| <executions> | ||
| <execution> | ||
| <phase>package</phase> | ||
| <goals> | ||
| <goal>shade</goal> | ||
| </goals> | ||
| <configuration> | ||
| <relocations> | ||
| <relocation> | ||
| <pattern>com.google.protobuf</pattern> | ||
| <shadedPattern>com.google.protobuf.vendor</shadedPattern> | ||
| </relocation> | ||
| </relocations> | ||
| <filters> | ||
| <filter> | ||
| <artifact>*:*</artifact> | ||
| <excludes> | ||
| <exclude>META-INF/*.SF</exclude> | ||
| <exclude>META-INF/*.DSA</exclude> | ||
| <exclude>META-INF/*.RSA</exclude> | ||
| </excludes> | ||
| </filter> | ||
| </filters> | ||
| </configuration> | ||
| </execution> | ||
| </executions> | ||
| </plugin> | ||
| </plugins> | ||
| <pluginManagement> | ||
| <plugins> | ||
| <plugin> | ||
| <groupId>net.alchim31.maven</groupId> | ||
| <artifactId>scala-maven-plugin</artifactId> | ||
| <version>${scala-maven-plugin.version}</version> | ||
| </plugin> | ||
| <plugin> | ||
| <groupId>org.apache.maven.plugins</groupId> | ||
| <artifactId>maven-assembly-plugin</artifactId> | ||
| <version>${maven-assembly-plugin.version}</version> | ||
| </plugin> | ||
| </plugins> | ||
| </pluginManagement> | ||
| </build> | ||
| </project> |
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