—Categories: Big Data, Build Tools and Procedures

Diagnosing Hadoop Native Library Load Failures

Running a Basic Hadoop Command

The instructions for how to run hadoop haven’t changed much since I last used hadoop over 5 years ago (see Setting up Apache Hadoop). Download a recent stable release from one of the Apache Download Mirrors. I picked hadoop-3.3.5-aarch64.tar.gz from https://dlcdn.apache.org/hadoop/common/hadoop-3.3.5/.

mkdir -p ~/java/binaries/hadoop
cd ~/java/binaries/hadoop

curl -Lo hadoop-3.3.5-aarch64.tar.gz https://dlcdn.apache.org/hadoop/common/hadoop-3.3.5/hadoop-3.3.5-aarch64.tar.gz

tar xzf hadoop-3.3.5-aarch64.tar.gz

I used the instructions at Apache Hadoop 3.3.5 – Hadoop: Setting up a Single Node Cluster to test the build by running the grep example. See the Grep source code for the implementation details of the example.

export JAVA_HOME=~/java/binaries/jdk/x64/jdk-11.0.19+7/

mkdir testinput
cp etc/hadoop/*.xml testinput

bin/hadoop jar share/hadoop/mapreduce/hadoop-mapreduce-examples-3.3.5.jar grep testinput testoutput 'dfs[a-z.]+'

cat testoutput/*

When running this test code, I noticed this warning (first message displayed):

2023-05-31 12:31:33,686 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable

Checking for Loadable Native Libraries

The Apache Hadoop 3.3.5 – Native Libraries Guide explains that there is a NativeLibraryChecker that can be run using the command bin/hadoop checknative -a to show which native libraries can/cannot be loaded.

saint@ubuntuvm:~/java/binaries/hadoop/hadoop-3.3.5$ find . -name lib*.so
./lib/native/libhadoop.so
./lib/native/libhdfspp.so
./lib/native/libhdfs.so
./lib/native/libnativetask.so
saint@ubuntuvm:~/java/binaries/hadoop/hadoop-3.3.5$ uname -a
Linux ubuntuvm 5.19.0-41-generic #42~22.04.1-Ubuntu SMP PREEMPT_DYNAMIC Tue Apr 18 17:40:00 UTC 2 x86_64 x86_64 x86_64 GNU/Linux
saint@ubuntuvm:~/java/binaries/hadoop/hadoop-3.3.5$ bin/hadoop checknative -a
2023-05-31 13:36:04,467 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
Native library checking:
hadoop:  false 
zlib:    false 
zstd  :  false 
bzip2:   false 
openssl: false 
ISA-L:   false 
PMDK:    false 
2023-05-31 13:36:04,711 INFO util.ExitUtil: Exiting with status 1: ExitException

Diagnosing Native Library Load Errors

My assumption when seeing that none of these native libraries could be loaded was that I needed to install all those dependencies. I started with lib64z.

saint@ubuntuvm:~/java/binaries/hadoop/hadoop-3.3.5$ sudo apt install lib64z1
Reading package lists... Done
Building dependency tree... Done
Reading state information... Done
The following additional packages will be installed:
  gcc-12-base:i386 krb5-locales libc6:i386 libc6-amd64:i386 libcom-err2:i386 libcrypt1:i386
  libgcc-s1:i386 libgssapi-krb5-2 libgssapi-krb5-2:i386 libidn2-0:i386 libk5crypto3 libk5crypto3:i386
  libkeyutils1:i386 libkrb5-3 libkrb5-3:i386 libkrb5support0 libkrb5support0:i386 libnsl2:i386
  libnss-nis:i386 libnss-nisplus:i386 libssl3 libssl3:i386 libtirpc3:i386 libunistring2:i386
Suggested packages:
  glibc-doc:i386 locales:i386 krb5-doc krb5-user krb5-doc:i386 krb5-user:i386
The following NEW packages will be installed:
  gcc-12-base:i386 krb5-locales lib64z1:i386 libc6:i386 libc6-amd64:i386 libcom-err2:i386
  libcrypt1:i386 libgcc-s1:i386 libgssapi-krb5-2:i386 libidn2-0:i386 libk5crypto3:i386
  libkeyutils1:i386 libkrb5-3:i386 libkrb5support0:i386 libnsl2:i386 libnss-nis:i386
  libnss-nisplus:i386 libssl3:i386 libtirpc3:i386 libunistring2:i386
The following packages will be upgraded:
  libgssapi-krb5-2 libk5crypto3 libkrb5-3 libkrb5support0 libssl3
5 upgraded, 20 newly installed, 0 to remove and 85 not upgraded.
Need to get 10.3 MB/12.2 MB of archives.
After this operation, 38.1 MB of additional disk space will be used.
Do you want to continue? [Y/n]

Interestingly, rerunning checknative still showed false for all the native libraries! Next step was to inspect how the checknative argument is handled. It invokes the hadoop/NativeLibraryChecker.java class, which in turn calls the hadoop/NativeCodeLoader.java. One of the most important observations in the latter file is the additional debug logging available when the library doesn’t load!

Enabling Debug Logging

The logging code uses LoggerFactory, which is discussed in the Introduction to SLF4J | Baeldung. My question is now about how to change slf4j level at runtime? – Stack Overflow. A Google search for hadoop change log level leads me to another SO post on Setting the logging level in Hadoop to WARN – Stack Overflow but that isn’t as useful as the Hadoop commands guide at Apache Hadoop 2.7.0 –. Just need to pass the --loglevel flag to hadoop.

bin/hadoop --loglevel DEBUG checknative -a

The debug output is much now more informative! Notice the warning about the possible platform mismatch of the native library!

saint@ubuntuvm:~/java/binaries/hadoop/hadoop-3.3.5$ bin/hadoop --loglevel DEBUG checknative -a
2023-05-31 14:47:32,624 DEBUG util.NativeCodeLoader: Trying to load the custom-built native-hadoop library...
2023-05-31 14:47:32,625 DEBUG util.NativeCodeLoader: Failed to load native-hadoop with error: java.lang.UnsatisfiedLinkError: /home/saint/java/binaries/hadoop/hadoop-3.3.5/lib/native/libhadoop.so.1.0.0: /home/saint/java/binaries/hadoop/hadoop-3.3.5/lib/native/libhadoop.so.1.0.0: cannot open shared object file: No such file or directory (Possible cause: can't load AARCH64-bit .so on a AMD 64-bit platform)
2023-05-31 14:47:32,625 DEBUG util.NativeCodeLoader: java.library.path=/home/saint/java/binaries/hadoop/hadoop-3.3.5/lib/native
2023-05-31 14:47:32,625 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
2023-05-31 14:47:32,836 DEBUG util.Shell: setsid exited with exit code 0
Native library checking:
hadoop:  false 
zlib:    false 
zstd  :  false 
bzip2:   false 
openssl: false 
ISA-L:   false 
PMDK:    false 
2023-05-31 14:47:32,847 DEBUG util.ExitUtil: Exiting with status 1: ExitException
1: ExitException
	at org.apache.hadoop.util.ExitUtil.terminate(ExitUtil.java:381)
	at org.apache.hadoop.util.ExitUtil.terminate(ExitUtil.java:369)
	at org.apache.hadoop.util.NativeLibraryChecker.main(NativeLibraryChecker.java:154)
2023-05-31 14:47:32,856 INFO util.ExitUtil: Exiting with status 1: ExitException

To determine the architecture for which the shared library was compiled, I started with the objdump -f command as suggested by a StackOverflow post. However, it outputs architecture: UNKNOWN!, which isn’t very useful. The file command from the same post proves to be exactly what I need.

saint@ubuntuvm:~/java/binaries/hadoop/aarch64/hadoop-3.3.5$ objdump -f lib/native/libhadoop.so

lib/native/libhadoop.so:     file format elf64-little
architecture: UNKNOWN!, flags 0x00000150:
HAS_SYMS, DYNAMIC, D_PAGED
start address 0x0000000000005b80

saint@ubuntuvm:~/java/binaries/hadoop/aarch64/hadoop-3.3.5$ file lib/native/libhadoop.so
lib/native/libhadoop.so: symbolic link to libhadoop.so.1.0.0
saint@ubuntuvm:~/java/binaries/hadoop/aarch64/hadoop-3.3.5$ file lib/native/libhadoop.so.1.0.0
lib/native/libhadoop.so.1.0.0: ELF 64-bit LSB shared object, ARM aarch64, version 1 (SYSV), dynamically linked, BuildID[sha1]=19fbe9b0a7449eb05b687721548251af752b869f, with debug_info, not stripped

Turns out I was using an x86-64 Ubuntu VM instead of the aarch64 Ubuntu VM I had created so naturally, hadoop couldn’t load the aarch64 hadoop native library! For the VM I had been using, I needed to get the hadoop build by running:

curl -Lo hadoop-3.3.5.tar.gz https://dlcdn.apache.org/hadoop/common/hadoop-3.3.5/hadoop-3.3.5.tar.gz

Checking the loading status of the native libraries now indicates that the hadoop native library can be successfully loaded:

saint@ubuntuvm:~/java/binaries/hadoop/x64/hadoop-3.3.5$ bin/hadoop checknative -a
2023-05-31 14:58:40,869 INFO bzip2.Bzip2Factory: Successfully loaded & initialized native-bzip2 library system-native
2023-05-31 14:58:40,877 INFO zlib.ZlibFactory: Successfully loaded & initialized native-zlib library
2023-05-31 14:58:40,887 WARN erasurecode.ErasureCodeNative: Loading ISA-L failed: Failed to load libisal.so.2 (libisal.so.2: cannot open shared object file: No such file or directory)
2023-05-31 14:58:40,887 WARN erasurecode.ErasureCodeNative: ISA-L support is not available in your platform... using builtin-java codec where applicable
2023-05-31 14:58:41,035 INFO nativeio.NativeIO: The native code was built without PMDK support.
Native library checking:
hadoop:  true /home/saint/java/binaries/hadoop/x64/hadoop-3.3.5/lib/native/libhadoop.so.1.0.0
zlib:    true /lib/x86_64-linux-gnu/libz.so.1
zstd  :  true /lib/x86_64-linux-gnu/libzstd.so.1
bzip2:   true /lib/x86_64-linux-gnu/libbz2.so.1
openssl: false Cannot load libcrypto.so (libcrypto.so: cannot open shared object file: No such file or directory)!
ISA-L:   false Loading ISA-L failed: Failed to load libisal.so.2 (libisal.so.2: cannot open shared object file: No such file or directory)
PMDK:    false The native code was built without PMDK support.
2023-05-31 14:58:41,056 INFO util.ExitUtil: Exiting with status 1: ExitException

Switching to the aarch64 Ubuntu VM also showed the aarch64 hadoop native library being successfully loaded on that platform. In hindsight, the 386 architecture references when I installed lib64z could have been a warning sign if I wasn’t just blasting my way through running these commands.

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