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hadoop/hadoop-yarn-project/hadoop-yarn/hadoop-yarn-applications/hadoop-yarn-submarine
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Sunil G d0bc6a27fd YARN-8817. [Submarine] In cases when user doesn't ask HDFS path while submitting job but framework requires user to set HDFS related environments. Contributed by Wangda Tan. 2018-09-25 11:23:34 +05:30
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src YARN-8817. [Submarine] In cases when user doesn't ask HDFS path while submitting job but framework requires user to set HDFS related environments. Contributed by Wangda Tan. 2018-09-25 11:23:34 +05:30
README.md YARN-8561. [Submarine] Initial implementation: Training job submission and job history retrieval. Contributed by Wangda Tan. 2018-08-13 14:22:55 +05:30
pom.xml YARN-8561. [Submarine] Initial implementation: Training job submission and job history retrieval. Contributed by Wangda Tan. 2018-08-13 14:22:55 +05:30

README.md

Overview

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Submarine is a project which allows infra engineer / data scientist to run unmodified Tensorflow programs on YARN.

Goals of Submarine:

  • It allows jobs easy access data/models in HDFS and other storages.
  • Can launch services to serve Tensorflow/MXNet models.
  • Support run distributed Tensorflow jobs with simple configs.
  • Support run user-specified Docker images.
  • Support specify GPU and other resources.
  • Support launch tensorboard for training jobs if user specified.
  • Support customized DNS name for roles (like tensorboard.$user.$domain:6006)

Please jump to QuickStart guide to quickly understand how to use this framework.

If you're a developer, please find Developer guide for more details.