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From Mohamed Yousef <mohamed.ma...@fci.au.edu.eg>
Subject Re: New features to be included in v0.3
Date Wed, 13 Jan 2016 09:41:06 GMT
I would suggest implementing an LSTM layer and a CTC  layer (LSTM was planned for v0.2, but
only GRU was added)
a CTC layer would greatly simplify acoustic modeling and many other applications
________________________________________
From: wangwei.cs@gmail.com <wangwei.cs@gmail.com> on behalf of Wang Wei <wangwei@comp.nus.edu.sg>
Sent: Wednesday, January 13, 2016 8:51 AM
To: dev@singa.incubator.apache.org
Subject: New features to be included in v0.3

Hi all,

I have proposed some features for v0.3, which is scheduled to be released
in March 2016.
The major goals include usability and performance improvements.

I have assigned some of the tasks to some developers/committers.
If you are interested in any of them, please join the development by
replying to that ticket.

I will add new tickets continuously.
You are also welcomed to create new tickets for other features about
usability and performance improvements.
Let's get started!

Thanks!

regards,
Wei
SINGA-136 <https://issues.apache.org/jira/browse/SINGA-136>

Support cuDNN v4 <https://issues.apache.org/jira/browse/SINGA-136>
Haibo Chen
<https://issues.apache.org/jira/secure/ViewProfile.jspa?name=seaokcs>
*Actions*
<https://issues.apache.org/jira/rest/api/1.0/issues/12929715/ActionsAndOperations?atl_token=A5KQ-2QAV-T4JA-FDED%7Cdab6635ed244de6f2d2e77e2220bfc953beea22a%7Clin>
SINGA-135 <https://issues.apache.org/jira/browse/SINGA-135>

Improve hybrid partitioning and benchmark performance
<https://issues.apache.org/jira/browse/SINGA-135>
Sheng Wang
<https://issues.apache.org/jira/secure/ViewProfile.jspa?name=wangsh>
*Actions*
<https://issues.apache.org/jira/rest/api/1.0/issues/12929708/ActionsAndOperations?atl_token=A5KQ-2QAV-T4JA-FDED%7Cdab6635ed244de6f2d2e77e2220bfc953beea22a%7Clin>
SINGA-134 <https://issues.apache.org/jira/browse/SINGA-134>

Extend SINGA to run over a GPU cluster
<https://issues.apache.org/jira/browse/SINGA-134>
*Unassigned*
*Actions*
<https://issues.apache.org/jira/rest/api/1.0/issues/12929371/ActionsAndOperations?atl_token=A5KQ-2QAV-T4JA-FDED%7Cdab6635ed244de6f2d2e77e2220bfc953beea22a%7Clin>
SINGA-133 <https://issues.apache.org/jira/browse/SINGA-133>

Implement message passing using MPI
<https://issues.apache.org/jira/browse/SINGA-133>
*Unassigned*
*Actions*
<https://issues.apache.org/jira/rest/api/1.0/issues/12929370/ActionsAndOperations?atl_token=A5KQ-2QAV-T4JA-FDED%7Cdab6635ed244de6f2d2e77e2220bfc953beea22a%7Clin>
SINGA-132 <https://issues.apache.org/jira/browse/SINGA-132>

Optimize training on a single node with GPUs
<https://issues.apache.org/jira/browse/SINGA-132>
Haibo Chen
<https://issues.apache.org/jira/secure/ViewProfile.jspa?name=seaokcs>
*Actions*
<https://issues.apache.org/jira/rest/api/1.0/issues/12929368/ActionsAndOperations?atl_token=A5KQ-2QAV-T4JA-FDED%7Cdab6635ed244de6f2d2e77e2220bfc953beea22a%7Clin>
SINGA-131 <https://issues.apache.org/jira/browse/SINGA-131>

Implement and optimize hybrid training using both CPU and GPU
<https://issues.apache.org/jira/browse/SINGA-131>
*Unassigned*
*Actions*
<https://issues.apache.org/jira/rest/api/1.0/issues/12929354/ActionsAndOperations?atl_token=A5KQ-2QAV-T4JA-FDED%7Cdab6635ed244de6f2d2e77e2220bfc953beea22a%7Clin>
SINGA-130 <https://issues.apache.org/jira/browse/SINGA-130>

Implement a layer subclass for data prefetching
<https://issues.apache.org/jira/browse/SINGA-130>
*Unassigned*
*Actions*
<https://issues.apache.org/jira/rest/api/1.0/issues/12929190/ActionsAndOperations?atl_token=A5KQ-2QAV-T4JA-FDED%7Cdab6635ed244de6f2d2e77e2220bfc953beea22a%7Clin>
SINGA-129 <https://issues.apache.org/jira/browse/SINGA-129>

Add new SGD updaters <https://issues.apache.org/jira/browse/SINGA-129>
Jinyang Gao
<https://issues.apache.org/jira/secure/ViewProfile.jspa?name=jinyang>
*Actions*
<https://issues.apache.org/jira/rest/api/1.0/issues/12929184/ActionsAndOperations?atl_token=A5KQ-2QAV-T4JA-FDED%7Cdab6635ed244de6f2d2e77e2220bfc953beea22a%7Clin>
SINGA-128 <https://issues.apache.org/jira/browse/SINGA-128>

Update compilation options and scripts for installing SINGA on MacOS
<https://issues.apache.org/jira/browse/SINGA-128>
Xie Zhongle
<https://issues.apache.org/jira/secure/ViewProfile.jspa?name=zhongle>
*Actions*
<https://issues.apache.org/jira/rest/api/1.0/issues/12929182/ActionsAndOperations?atl_token=A5KQ-2QAV-T4JA-FDED%7Cdab6635ed244de6f2d2e77e2220bfc953beea22a%7Clin>
SINGA-127 <https://issues.apache.org/jira/browse/SINGA-127>

Clear optimization level of compilation for debugging
<https://issues.apache.org/jira/browse/SINGA-127>
Xie Zhongle
<https://issues.apache.org/jira/secure/ViewProfile.jspa?name=zhongle>
*Actions*
<https://issues.apache.org/jira/rest/api/1.0/issues/12929180/ActionsAndOperations?atl_token=A5KQ-2QAV-T4JA-FDED%7Cdab6635ed244de6f2d2e77e2220bfc953beea22a%7Clin>
SINGA-126 <https://issues.apache.org/jira/browse/SINGA-126>

Improve Python Binding for interactive training
<https://issues.apache.org/jira/browse/SINGA-126>
*Unassigned*
*Actions*
<https://issues.apache.org/jira/rest/api/1.0/issues/12928828/ActionsAndOperations?atl_token=A5KQ-2QAV-T4JA-FDED%7Cdab6635ed244de6f2d2e77e2220bfc953beea22a%7Clin>
SINGA-125 <https://issues.apache.org/jira/browse/SINGA-125>

Improve Python Helper - additional features
<https://issues.apache.org/jira/browse/SINGA-125>
*Unassigned*

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