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: [email protected] <[email protected]> on behalf of Wang Wei <[email protected]> Sent: Wednesday, January 13, 2016 8:51 AM To: [email protected] 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*
