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| |
| Native Libraries Guide |
| ====================== |
| |
| <!-- MACRO{toc|fromDepth=0|toDepth=3} --> |
| |
| Overview |
| -------- |
| |
| This guide describes the native hadoop library and includes a small discussion about native shared libraries. |
| |
| Note: Depending on your environment, the term "native libraries" could refer to all \*.so's you need to compile; and, the term "native compression" could refer to all \*.so's you need to compile that are specifically related to compression. Currently, however, this document only addresses the native hadoop library (`libhadoop.so`). The document for libhdfs library (`libhdfs.so`) is [here](../hadoop-hdfs/LibHdfs.html). |
| |
| Native Hadoop Library |
| --------------------- |
| |
| Hadoop has native implementations of certain components for performance reasons and for non-availability of Java implementations. These components are available in a single, dynamically-linked native library called the native hadoop library. On the \*nix platforms the library is named `libhadoop.so`. |
| |
| Usage |
| ----- |
| |
| It is fairly easy to use the native hadoop library: |
| |
| 1. Review the components. |
| 2. Review the supported platforms. |
| 3. Either download a hadoop release, which will include a pre-built version of the native hadoop library, or build your own version of the native hadoop library. Whether you download or build, the name for the library is the same: libhadoop.so |
| 4. Install the compression codec development packages (\>zlib-1.2, \>gzip-1.2): |
| * If you download the library, install one or more development packages - whichever compression codecs you want to use with your deployment. |
| * If you build the library, it is mandatory to install both development packages. |
| 5. Check the runtime log files. |
| |
| Components |
| ---------- |
| |
| The native hadoop library includes various components: |
| |
| * Compression Codecs (bzip2, lz4, snappy, zlib) |
| * Native IO utilities for [HDFS Short-Circuit Local Reads](../hadoop-hdfs/ShortCircuitLocalReads.html) and [Centralized Cache Management in HDFS](../hadoop-hdfs/CentralizedCacheManagement.html) |
| * CRC32 checksum implementation |
| |
| Supported Platforms |
| ------------------- |
| |
| The native hadoop library is supported on \*nix platforms only. The library does not to work with Cygwin or the Mac OS X platform. |
| |
| The native hadoop library is mainly used on the GNU/Linus platform and has been tested on these distributions: |
| |
| * RHEL4/Fedora |
| * Ubuntu |
| * Gentoo |
| |
| On all the above distributions a 32/64 bit native hadoop library will work with a respective 32/64 bit jvm. |
| |
| Download |
| -------- |
| |
| The pre-built 32-bit i386-Linux native hadoop library is available as part of the hadoop distribution and is located in the `lib/native` directory. You can download the hadoop distribution from Hadoop Common Releases. |
| |
| Be sure to install the zlib and/or gzip development packages - whichever compression codecs you want to use with your deployment. |
| |
| Build |
| ----- |
| |
| The native hadoop library is written in ANSI C and is built using the GNU autotools-chain (autoconf, autoheader, automake, autoscan, libtool). This means it should be straight-forward to build the library on any platform with a standards-compliant C compiler and the GNU autotools-chain (see the supported platforms). |
| |
| The packages you need to install on the target platform are: |
| |
| * C compiler (e.g. GNU C Compiler) |
| * GNU Autools Chain: autoconf, automake, libtool |
| * zlib-development package (stable version \>= 1.2.0) |
| * openssl-development package(e.g. libssl-dev) |
| |
| Once you installed the prerequisite packages use the standard hadoop pom.xml file and pass along the native flag to build the native hadoop library: |
| |
| $ mvn package -Pdist,native -DskipTests -Dtar |
| |
| You should see the newly-built library in: |
| |
| $ hadoop-dist/target/hadoop-${project.version}/lib/native |
| |
| Please note the following: |
| |
| * It is mandatory to install both the zlib and gzip development packages on the target platform in order to build the native hadoop library; however, for deployment it is sufficient to install just one package if you wish to use only one codec. |
| * It is necessary to have the correct 32/64 libraries for zlib, depending on the 32/64 bit jvm for the target platform, in order to build and deploy the native hadoop library. |
| |
| Runtime |
| ------- |
| |
| The bin/hadoop script ensures that the native hadoop library is on the library path via the system property: `-Djava.library.path=<path> ` |
| |
| During runtime, check the hadoop log files for your MapReduce tasks. |
| |
| * If everything is all right, then: `DEBUG util.NativeCodeLoader - Trying to load the custom-built native-hadoop library...` `INFO util.NativeCodeLoader - Loaded the native-hadoop library` |
| * If something goes wrong, then: `INFO util.NativeCodeLoader - Unable to load native-hadoop library for your platform... using builtin-java classes where applicable` |
| |
| Check |
| ----- |
| |
| NativeLibraryChecker is a tool to check whether native libraries are loaded correctly. You can launch NativeLibraryChecker as follows: |
| |
| $ hadoop checknative -a |
| 14/12/06 01:30:45 WARN bzip2.Bzip2Factory: Failed to load/initialize native-bzip2 library system-native, will use pure-Java version |
| 14/12/06 01:30:45 INFO zlib.ZlibFactory: Successfully loaded & initialized native-zlib library |
| Native library checking: |
| hadoop: true /home/ozawa/hadoop/lib/native/libhadoop.so.1.0.0 |
| zlib: true /lib/x86_64-linux-gnu/libz.so.1 |
| snappy: true /usr/lib/libsnappy.so.1 |
| zstd: true /usr/lib/libzstd.so.1 |
| lz4: true revision:99 |
| bzip2: false |
| |
| Native Shared Libraries |
| ----------------------- |
| |
| You can load any native shared library using DistributedCache for distributing and symlinking the library files. |
| |
| This example shows you how to distribute a shared library, mylib.so, and load it from a MapReduce task. |
| |
| 1. First copy the library to the HDFS: `bin/hadoop fs -copyFromLocal mylib.so.1 /libraries/mylib.so.1` |
| 2. The job launching program should contain the following: `DistributedCache.createSymlink(conf);` `DistributedCache.addCacheFile("hdfs://host:port/libraries/mylib.so. 1#mylib.so", conf);` |
| 3. The MapReduce task can contain: `System.loadLibrary("mylib.so");` |
| |
| Note: If you downloaded or built the native hadoop library, you don’t need to use DistibutedCache to make the library available to your MapReduce tasks. |