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From "wangwei (JIRA)" <j...@apache.org>
Subject [jira] [Commented] (SINGA-12) Supprt Checkpoint and Restore
Date Sat, 25 Jul 2015 06:10:04 GMT

    [ https://issues.apache.org/jira/browse/SINGA-12?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14641414#comment-14641414
] 

wangwei commented on SINGA-12:
------------------------------

http://singa.incubator.apache.org/docs/checkpoint.html

> Supprt Checkpoint and Restore
> -----------------------------
>
>                 Key: SINGA-12
>                 URL: https://issues.apache.org/jira/browse/SINGA-12
>             Project: Singa
>          Issue Type: New Feature
>            Reporter: Sheng Wang
>            Assignee: Sheng Wang
>   Original Estimate: 504h
>  Remaining Estimate: 504h
>
> With the support of checkpoint, we can provide following features:
> 1. Failure Recovery: when a task is failed during the training, we can recover the task
from the latest checkpoint;
> 2. Continuous Training: when the user checks the trained model and finds that more steps
are needed, he can continue the training;
> 3. Parameter Reuse: from a previously trained model, we can create a new model by adding
new layers on top of it, and reuse the parameters during the training.
> The checkpoint should be done on the server side every few steps. In addition, a final
checkpoint will be made when the task is finished.
> During restore, the servers/workers will be firstly set up as normal, and after that
parameters will be loaded from the checkpoint file.



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