[SPARK-3226][MLLIB] doc update for native libraries
to mention `-Pnetlib-lgpl` option. atalwalkar Author: Xiangrui Meng <meng@databricks.com> Closes #2128 from mengxr/mllib-native and squashes the following commits: 4cbba57 [Xiangrui Meng] update mllib dependencies
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@ -35,18 +35,23 @@ and the migration guide below will explain all changes between releases.
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# Dependencies
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MLlib uses the linear algebra package [Breeze](http://www.scalanlp.org/), which depends on
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[netlib-java](https://github.com/fommil/netlib-java), and
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[jblas](https://github.com/mikiobraun/jblas).
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MLlib uses the linear algebra package [Breeze](http://www.scalanlp.org/),
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which depends on [netlib-java](https://github.com/fommil/netlib-java),
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and [jblas](https://github.com/mikiobraun/jblas).
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`netlib-java` and `jblas` depend on native Fortran routines.
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You need to install the
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[gfortran runtime library](https://github.com/mikiobraun/jblas/wiki/Missing-Libraries) if it is not
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already present on your nodes. MLlib will throw a linking error if it cannot detect these libraries
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automatically. Due to license issues, we do not include `netlib-java`'s native libraries in MLlib's
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dependency set. If no native library is available at runtime, you will see a warning message. To
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use native libraries from `netlib-java`, please include artifact
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`com.github.fommil.netlib:all:1.1.2` as a dependency of your project or build your own (see
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[instructions](https://github.com/fommil/netlib-java/blob/master/README.md#machine-optimised-system-libraries)).
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[gfortran runtime library](https://github.com/mikiobraun/jblas/wiki/Missing-Libraries)
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if it is not already present on your nodes.
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MLlib will throw a linking error if it cannot detect these libraries automatically.
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Due to license issues, we do not include `netlib-java`'s native libraries in MLlib's
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dependency set under default settings.
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If no native library is available at runtime, you will see a warning message.
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To use native libraries from `netlib-java`, please build Spark with `-Pnetlib-lgpl` or
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include `com.github.fommil.netlib:all:1.1.2` as a dependency of your project.
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If you want to use optimized BLAS/LAPACK libraries such as
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[OpenBLAS](http://www.openblas.net/), please link its shared libraries to
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`/usr/lib/libblas.so.3` and `/usr/lib/liblapack.so.3`, respectively.
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BLAS/LAPACK libraries on worker nodes should be built without multithreading.
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To use MLlib in Python, you will need [NumPy](http://www.numpy.org) version 1.4 or newer.
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