56 lines
2.6 KiB
Markdown
56 lines
2.6 KiB
Markdown
<!---
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License. See accompanying LICENSE file.
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-->
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# Overview
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```$xslt
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_ _
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___ _ _ | |__ _ __ ___ __ _ _ __ _ _ __ ___
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/ __|| | | || '_ \ | '_ ` _ \ / _` || '__|| || '_ \ / _ \
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\__ \| |_| || |_) || | | | | || (_| || | | || | | || __/
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|___/ \__,_||_.__/ |_| |_| |_| \__,_||_| |_||_| |_| \___|
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?
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~~~~~~~~~~~~~~~~~~~~~~~~~~~|^"~~~~~~~~~~~~~~~~~~~~~~~~~o~~~~~~~~~~~
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o | o __o
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o | o |X__>
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___o | __o
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(X___>-- __|__ |X__> o
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| \ __o
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_______________________|_______\________________
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< \____________ _
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\ \ (_)
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\ O O O >=)
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\__________________________________________________________/ (_)
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```
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Submarine is a project which allows infra engineer / data scientist to run *unmodified* Tensorflow programs on YARN.
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Goals of Submarine:
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- It allows jobs easy access data/models in HDFS and other storages.
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- Can launch services to serve Tensorflow/MXNet models.
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- Support run distributed Tensorflow jobs with simple configs.
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- Support run user-specified Docker images.
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- Support specify GPU and other resources.
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- Support launch tensorboard for training jobs if user specified.
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- Support customized DNS name for roles (like tensorboard.$user.$domain:6006)
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Please jump to [QuickStart](src/site/markdown/QuickStart.md) guide to quickly understand how to use this framework.
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Please jump to [Examples](src/site/markdown/Examples.md) to try other examples like running Distributed Tensorflow Training for CIFAR 10.
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If you're a developer, please find [Developer](src/site/markdown/DeveloperGuide.md) guide for more details.
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