[jvm-packages] [doc] Update install doc for JVM packages (#6051)
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@ -65,6 +65,8 @@ This will check out the latest stable version from the Maven Central.
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For the latest release version number, please check `here <https://github.com/dmlc/xgboost/releases>`_.
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To enable the GPU algorithm (``tree_method='gpu_hist'``), use artifacts ``xgboost4j-gpu_2.12`` and ``xgboost4j-spark-gpu_2.12`` instead (note the ``gpu`` suffix).
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.. note:: Using Maven repository hosted by the XGBoost project
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There may be some delay until a new release becomes available to Maven Central. If you would like to access the latest release immediately, add the Maven repository hosted by the XGBoost project:
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@ -83,6 +85,11 @@ For the latest release version number, please check `here <https://github.com/dm
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resolvers += "XGBoost4J Release Repo" at "https://s3-us-west-2.amazonaws.com/xgboost-maven-repo/release/"
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.. note:: Windows not supported in the JVM package
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Currently, XGBoost4J-Spark does not support Windows platform, as the distributed training algorithm is inoperational for Windows. Please use Linux or MacOS.
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Access SNAPSHOT version
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-----------------------
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@ -141,9 +148,8 @@ The SNAPSHOT JARs are hosted by the XGBoost project. Every commit in the ``maste
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You can browse the file listing of the Maven repository at https://s3-us-west-2.amazonaws.com/xgboost-maven-repo/list.html.
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.. note:: Windows not supported by published JARs
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To enable the GPU algorithm (``tree_method='gpu_hist'``), use artifacts ``xgboost4j-gpu_2.12`` and ``xgboost4j-spark-gpu_2.12`` instead (note the ``gpu`` suffix).
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The published JARs from the Maven Central and GitHub currently only supports Linux and MacOS. Windows users should consider building XGBoost4J / XGBoost4J-Spark from the source. Alternatively, checkout pre-built JARs from `criteo-forks/xgboost-jars <https://github.com/criteo-forks/xgboost-jars>`_.
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Installation from source
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========================
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@ -18,11 +18,11 @@ You can find more about XGBoost on [Documentation](https://xgboost.readthedocs.o
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## Add Maven Dependency
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XGBoost4J, XGBoost4J-Spark, etc. in maven repository is compiled with g++-4.8.5
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XGBoost4J, XGBoost4J-Spark, etc. in maven repository is compiled with g++-4.8.5.
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### Access release version
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<b>maven</b>
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<b>Maven</b>
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```
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<dependency>
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@ -30,66 +30,82 @@ XGBoost4J, XGBoost4J-Spark, etc. in maven repository is compiled with g++-4.8.5
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<artifactId>xgboost4j_2.12</artifactId>
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<version>latest_version_num</version>
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</dependency>
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```
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<b>sbt</b>
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<dependency>
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<groupId>ml.dmlc</groupId>
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<artifactId>xgboost4j-spark_2.12</artifactId>
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<version>latest_version_num</version>
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</dependency>
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```
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<b>sbt</b>
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```sbt
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"ml.dmlc" %% "xgboost4j" % "latest_version_num"
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```
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libraryDependencies ++= Seq(
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"ml.dmlc" %% "xgboost4j" % "latest_version_num",
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"ml.dmlc" %% "xgboost4j-spark" % "latest_version_num"
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)
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```
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For the latest release version number, please check [here](https://github.com/dmlc/xgboost/releases).
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if you want to use `xgboost4j-spark`, you just need to replace xgboost4j with `xgboost4j-spark`
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To enable the GPU algorithm (`tree_method='gpu_hist'`), use artifacts `xgboost4j-gpu_2.12` and `xgboost4j-spark-gpu_2.12` instead.
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### Access SNAPSHOT version
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You need to add github as repo:
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First add the following Maven repository hosted by the XGBoost project:
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<b>maven</b>:
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<b>Maven</b>:
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```xml
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<repository>
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<id>GitHub Repo</id>
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<name>GitHub Repo</name>
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<url>https://raw.githubusercontent.com/CodingCat/xgboost/maven-repo/</url>
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<id>XGBoost4J Snapshot Repo</id>
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<name>XGBoost4J Snapshot Repo</name>
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<url>https://s3-us-west-2.amazonaws.com/xgboost-maven-repo/snapshot/</url>
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</repository>
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```
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<b>sbt</b>:
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```sbt
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resolvers += "GitHub Repo" at "https://raw.githubusercontent.com/CodingCat/xgboost/maven-repo/"
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```sbt
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resolvers += "XGBoost4J Snapshot Repo" at "https://s3-us-west-2.amazonaws.com/xgboost-maven-repo/snapshot/"
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```
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the add dependency as following:
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Then add XGBoost4J as a dependency:
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<b>maven</b>
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<b>Maven</b>
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```
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<dependency>
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<groupId>ml.dmlc</groupId>
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<artifactId>xgboost4j_2.12</artifactId>
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<version>latest_version_num</version>
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<version>latest_version_num-SNAPSHOT</version>
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</dependency>
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```
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<b>sbt</b>
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<dependency>
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<groupId>ml.dmlc</groupId>
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<artifactId>xgboost4j-spark_2.12</artifactId>
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<version>latest_version_num-SNAPSHOT</version>
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</dependency>
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```
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<b>sbt</b>
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```sbt
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"ml.dmlc" %% "xgboost4j" % "latest_version_num"
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```
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libraryDependencies ++= Seq(
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"ml.dmlc" %% "xgboost4j" % "latest_version_num-SNAPSHOT",
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"ml.dmlc" %% "xgboost4j-spark" % "latest_version_num-SNAPSHOT"
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)
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```
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For the latest release version number, please check [here](https://github.com/CodingCat/xgboost/tree/maven-repo/ml/dmlc/xgboost4j_2.12).
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For the latest release version number, please check [the repository listing](https://s3-us-west-2.amazonaws.com/xgboost-maven-repo/list.html).
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if you want to use `xgboost4j-spark`, you just need to replace xgboost4j with `xgboost4j-spark`
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To enable the GPU algorithm (`tree_method='gpu_hist'`), use artifacts `xgboost4j-gpu_2.12` and `xgboost4j-spark-gpu_2.12` instead.
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## Examples
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Full code examples for Scala, Java, Apache Spark, and Apache Flink can
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be found in the [examples package](https://github.com/dmlc/xgboost/tree/master/jvm-packages/xgboost4j-example).
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**NOTE on LIBSVM Format**:
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**NOTE on LIBSVM Format**:
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There is an inconsistent issue between XGBoost4J-Spark and other language bindings of XGBoost.
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There is an inconsistent issue between XGBoost4J-Spark and other language bindings of XGBoost.
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When users use Spark to load trainingset/testset in LibSVM format with the following code snippet:
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@ -108,7 +124,7 @@ You can build/package xgboost4j locally with the following steps:
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2. Clone this repo: `git clone --recursive https://github.com/dmlc/xgboost.git`
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3. Run the following command:
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- With Tests: `./xgboost/jvm-packages/dev/build-linux.sh`
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- Skip Tests: `./xgboost/jvm-packages/dev/build-linux.sh --skip-tests`
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- Skip Tests: `./xgboost/jvm-packages/dev/build-linux.sh --skip-tests`
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**Windows:**
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1. Ensure [Docker for Windows](https://docs.docker.com/docker-for-windows/install/) is installed.
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