How to run TensorFlow on Hadoop

This document describes how to run TensorFlow on Hadoop. It will be expanded to describe running on various cluster managers, but only describes running on HDFS at the moment.

HDFS

We assume that you are familiar with reading data.

To use HDFS with TensorFlow, change the file paths you use to read and write data to an HDFS path. For example:

filename_queue = tf.train.string_input_producer([
    "hdfs://namenode:8020/path/to/file1.csv",
    "hdfs://namenode:8020/path/to/file2.csv",
])

If you want to use the namenode specified in your HDFS configuration files, then change the file prefix to hdfs://default/.

When launching your TensorFlow program, the following environment variables must be set:

  • JAVA_HOME: The location of your Java installation.
  • HADOOP_HDFS_HOME: The location of your HDFS installation. You can also set this environment variable by running:

    shell source ${HADOOP_HOME}/libexec/hadoop-config.sh

  • LD_LIBRARY_PATH: To include the path to libjvm.so, and optionally the path to libhdfs.so if your Hadoop distribution does not install libhdfs.so in $HADOOP_HDFS_HOME/lib/native. On Linux:

    shell export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:${JAVA_HOME}/jre/lib/amd64/server

  • CLASSPATH: The Hadoop jars must be added prior to running your TensorFlow program. The CLASSPATH set by ${HADOOP_HOME}/libexec/hadoop-config.sh is insufficient. Globs must be expanded as described in the libhdfs documentation:

    shell CLASSPATH=$(${HADOOP_HDFS_HOME}/bin/hadoop classpath --glob) python your_script.py For older version of Hadoop/libhdfs (older than 2.6.0), you have to expand the classpath wildcard manually. For more details, see HADOOP-10903.

If the Hadoop cluster is in secure mode, the following environment variable must be set:

  • KERB_TICKET_CACHE_PATH: The path of Kerberos ticket cache file. For example:

    shell export KERB_TICKET_CACHE_PATH=/tmp/krb5cc_10002

If you are running Distributed TensorFlow, then all workers must have the environment variables set and Hadoop installed.