LinkedIn has open-sourced a project for scaling and managing deep learning jobs in TensorFlow, using the YARN (Yet Another Resource Negotiator) job scheduling system in Hadoop.
The Tony project came about after LinkedIn tried to use two existing open source solutions for running scheduled TensorFlow jobs on Hadoop and found them both wanting. A few projects to run TensorFlow on Hadoop already exist, but LinkedIn was unsatisfied with them. One, TensorFlow on Spark, runs TensorFlow via Apache Spark’s job engine, but it couples too tightly with Spark. Another, TensorFlowOnYARN, provided the same basic functionality as Tony, but is unmaintained and didn’t provide fault tolerance.
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