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https://issues.apache.org/jira/browse/YARN-8135?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
]
Wangda Tan updated YARN-8135:
-----------------------------
Description:
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-2018-04-09-14-44-41-101.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]
was:
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
> 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,
> image-2018-04-09-14-44-41-101.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-2018-04-09-14-44-41-101.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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