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Prepare release for 2.3.1 rc1 (#1230)
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README.md

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<tbody align="center">
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<tr>
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<td>2.4*</td>
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<td rowspan=5><a href="https://github.com/dotnet/spark/releases/tag/v2.3.0">v2.3.0</a></td>
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<td rowspan=5><a href="https://github.com/dotnet/spark/releases/tag/v2.3.1-rc1">v2.3.1-rc1</a></td>
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</tr>
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<td>3.0</td>

benchmark/scala/pom.xml

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<modelVersion>4.0.0</modelVersion>
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<groupId>com.microsoft.spark</groupId>
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<artifactId>microsoft-spark-benchmark</artifactId>
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<version>2.3.0</version>
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<version>2.3.1-rc1</version>
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<inceptionYear>2019</inceptionYear>
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<properties>
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<encoding>UTF-8</encoding>
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# .NET for Apache Spark 2.3.1-rc1 Release Notes
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### New Features/Improvements
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* Add support for FAW (Fast Arrow Worker) UDFs ([#1227](https://github.com/dotnet/spark/pull/1227))
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* Add worker reuse support via SPARK_REUSE_WORKER environment variable ([#1226](https://github.com/dotnet/spark/pull/1226))
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### Bug Fixes
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* Fixed UDFs in dotnet.interactive environments ([#1217](https://github.com/dotnet/spark/pull/1217))
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* Fix Linux package path issue and add validation tasks in pipeline ([#1229](https://github.com/dotnet/spark/pull/1229))
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### Infrastructure / Documentation / Etc.
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* Add timeout for E2E tests ([#1221](https://github.com/dotnet/spark/pull/1221))
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### Breaking Changes
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* None
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### Known Issues
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* None
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### Compatibility
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#### Backward compatibility
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The following table describes the oldest version of the worker that the current version is compatible with, along with new features that are incompatible with the worker.
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<table>
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<thead>
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<tr>
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<th>Oldest compatible Microsoft.Spark.Worker version</th>
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</tr>
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</thead>
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<tbody align="center">
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<tr>
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<td>v2.0.0</td>
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</tr>
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</tbody>
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</table>
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#### Forward compatibility
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The following table describes the oldest version of .NET for Apache Spark release that the current worker is compatible with.
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<table>
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<thead>
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<tr>
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<th>Oldest compatible .NET for Apache Spark release version</th>
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</tr>
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</thead>
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<tbody align="center">
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<tr>
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<td>v2.0.0</td>
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</tr>
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</tbody>
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</table>
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### Supported Spark Versions
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The following table outlines the supported Spark versions along with the microsoft-spark JAR to use with:
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<table>
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<thead>
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<tr>
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<th>Spark Version</th>
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<th>microsoft-spark JAR</th>
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</tr>
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</thead>
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<tbody align="center">
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<tr>
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<td>2.4.0</td>
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<td rowspan=7>microsoft-spark-2-4_2.11-2.3.1-rc1.jar</td>
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</tr>
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<td>2.4.1</td>
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</tr>
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<td>2.4.3</td>
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</tr>
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<td>2.4.4</td>
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</tr>
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<td>2.4.5</td>
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</tr>
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<td>2.4.6</td>
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</tr>
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<td>2.4.7</td>
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</tr>
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<td>2.4.2</td>
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<td><a href="https://github.com/dotnet/spark/issues/60">Not supported</a></td>
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</tr>
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<td>3.0.0</td>
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<td rowspan=3>microsoft-spark-3-0_2.12-2.3.1-rc1.jar</td>
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</tr>
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<td>3.0.1</td>
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</tr>
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<td>3.0.2</td>
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</tr>
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<td>3.1.1</td>
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<td rowspan=2>microsoft-spark-3-1_2.12-2.3.1-rc1.jar</td>
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</tr>
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<td>3.1.2</td>
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</tr>
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<td>3.2.0</td>
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<td rowspan=2>microsoft-spark-3-2_2.12-2.3.1-rc1.jar</td>
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</tr>
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<td>3.2.1</td>
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</tr>
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<td>3.3.0</td>
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<td rowspan=5>microsoft-spark-3-3_2.12-2.3.1-rc1.jar</td>
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</tr>
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<td>3.3.1</td>
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</tr>
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<td>3.3.2</td>
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</tr>
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<td>3.3.3</td>
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</tr>
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<td>3.3.4</td>
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</tr>
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<td>3.4.0</td>
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<td rowspan=5>microsoft-spark-3-4_2.12-2.3.1-rc1.jar</td>
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</tr>
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<td>3.4.1</td>
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</tr>
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<td>3.4.2</td>
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</tr>
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<td>3.4.3</td>
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</tr>
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<td>3.4.4</td>
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</tr>
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<td>3.5.0</td>
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<td rowspan=5>microsoft-spark-3-5_2.12-2.3.1-rc1.jar</td>
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</tr>
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<td>3.5.1</td>
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</tr>
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<td>3.5.2</td>
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</tr>
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<td>3.5.3</td>
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</tr>
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<td>3.5.4</td>
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</tr>
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</tbody>
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</table>
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### Supported Delta Versions
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The following table outlines the supported Delta versions along with the Microsoft.Spark.Extensions version to use with:
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<table>
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<thead>
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<tr>
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<th>Delta Version</th>
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<th>Microsoft.Spark.Extensions.Delta</th>
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</tr>
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</thead>
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<tbody align="center">
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<td>0.1.0</td>
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<td rowspan=11>2.3.1-rc1</td>
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</tr>
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<td>0.2.0</td>
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</tr>
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<td>0.3.0</td>
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</tr>
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<td>0.4.0</td>
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</tr>
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<td>0.5.0</td>
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</tr>
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<td>0.6.0</td>
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</tr>
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<td>0.6.1</td>
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</tr>
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<td>0.7.0</td>
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</tr>
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<td>0.8.0</td>
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</tr>
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<td>1.0.0</td>
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</tr>
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<td>1.1.0</td>
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</tr>
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<td>2.1.0</td>
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</tr>
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<td>2.3.0</td>
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</tr>
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<td>2.4.0</td>
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</tr>
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<td>3.2.0</td>
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</tr>
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</tbody>
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</table>
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### Supported Hyperspace Versions
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The following table outlines the supported Hyperspace versions along with the Microsoft.Spark.Extensions version to use with:
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<table>
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<thead>
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<th>Hyperspace Version</th>
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<th>Microsoft.Spark.Extensions.Hyperspace</th>
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</tr>
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</thead>
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<tbody align="center">
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<td>0.1.0</td>
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<td rowspan=4>2.3.1-rc1</td>
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</tr>
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<td>0.2.0</td>
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</tr>
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<td>0.3.0</td>
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</tr>
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<td>0.4.0</td>
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</tr>
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</tbody>
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</table>

eng/Versions.props

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<Project>
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<PropertyGroup>
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<!-- This repo version -->
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<VersionPrefix>2.3.0</VersionPrefix>
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<VersionPrefix>2.3.1</VersionPrefix>
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<VersionSuffix>rc1</VersionSuffix>
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</PropertyGroup>
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</Project>

src/scala/pom.xml

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<version>${microsoft-spark.version}</version>
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<properties>
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<encoding>UTF-8</encoding>
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<microsoft-spark.version>2.3.0</microsoft-spark.version>
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<microsoft-spark.version>2.3.1-rc1</microsoft-spark.version>
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</properties>
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<modules>

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