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https://issues.apache.org/jira/browse/YARN-8135?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16431333#comment-16431333
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Wangda Tan commented on YARN-8135:
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I'm currently working on a design doc and a prototype, will share more details
in the next several days.
> Hadoop {Submarine} Project: Simple and scalable deployment of deep learning
> training / serving jobs on Hadoop
> -------------------------------------------------------------------------------------------------------------
>
> Key: YARN-8135
> URL: https://issues.apache.org/jira/browse/YARN-8135
> Project: Hadoop YARN
> Issue Type: New Feature
> Reporter: Wangda Tan
> Assignee: Wangda Tan
> Priority: Major
> Attachments: image-2018-04-09-14-35-16-778.png
>
>
> Description:
> *Goals:*
> - Allow infra engineer / data scientist to run *unmodified* Tensorflow jobs
> on YARN.
> - Allow 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 if user specified.
> - Support customized DNS name for roles (like tensorboard.$user.$domain:6006)
> *Why this name?*
> - Because Submarine is the only vehicle can take human to deep places. B-)
> Compare to other projects:
> !image-2018-04-09-14-35-16-778.png!
> *Notes:*
> * GPU Isolation of XLearning project is achieved by patched YARN, which is
> different from community’s GPU isolation solution.
> ** XLearning needs few modification to read ClusterSpec from env.
> *References:*
> - TensorflowOnSpark (Yahoo): https://github.com/yahoo/TensorFlowOnSpark
> - TensorFlowOnYARN (Intel): https://github.com/Intel-bigdata/TensorFlowOnYARN
> - Spark Deep Learning (Databricks):
> https://github.com/databricks/spark-deep-learning
> - XLearning (Qihoo360): https://github.com/Qihoo360/XLearning
> - Kubeflow (Google): https://github.com/kubeflow/kubeflow
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