mxnet-dev mailing list archives

Site index · List index
Message view « Date » · « Thread »
Top « Date » · « Thread »
From Dom Divakaruni <dominic.divakar...@gmail.com>
Subject Re: Announcement of DMLC/TVM Our Deep Learning Compilation Stack
Date Fri, 18 Aug 2017 03:41:47 GMT
The phased approach makes sense. AOT sounds exciting! Thank you!

Regards,
Dom


> On Aug 17, 2017, at 8:10 PM, Tianqi Chen <tqchen@cs.washington.edu> wrote:
> 
> Let me be a bit more specific. There will be three modes that such
> integration is possible
> 
> - Allow TVM function to declare a function that can be called imperatively
> - Allow MXNet symbolic graph to be compiled to a standalone TVM module(no
> mxnet runtime dependency) that can be deployed to the device you like with
> support for OpenCL/Metal/ javascript etc.
>    - This is called AOT mode and is usually good for deployment, this is
> what we will be PR next week
> - Allow mix TVM compiled function with Gluon operator, and possibly shift
> some of mxnet runtime to work with TVM runtime to support OpenCL/Metal
> directly in MXNet. This should be the longer term and needed if we want to
> do training
> 
> Hope this clarify your question
> 
> Tianqi
> 
> 
> 
> On Thu, Aug 17, 2017 at 5:58 PM, Dominic Divakaruni <
> dominic.divakaruni@gmail.com> wrote:
> 
>> Congratulations!!
>> 
>> Can you share what you are thinking with regards to how you propose to
>> integrate TVM into MXNet?
>> 
>>> On Thu, Aug 17, 2017 at 12:52 PM Minjie Wang <minjie.wang@nyu.edu> wrote:
>>> 
>>> Great news! This is a huge step towards a highly efficient deep learning
>>> system that is portable on different hardware. Thanks Tianqi and the
>>> efforts of all the contributors.
>>> 
>>> On Thu, Aug 17, 2017 at 3:41 PM, Tianqi Chen <tqchen@cs.washington.edu>
>>> wrote:
>>> 
>>>> Hi Guys:
>>>>   I am super excited to announce DMLC/TVM  our deep learning
>> compilation
>>>> stack. There will be followups on mxnet to add the official support
>> soon.
>>>> To check what it is, see the announcement
>>>> 
>>>> http://tvmlang.org/2017/08/17/tvm-release-announcement.html
>>>> 
>>>> 
>>>> Tianqi
>>>> 
>>> 
>>> 
>>> 
>>> --
>>> Minjie Wang
>>> *New York University | Computer Science*
>>> 715 Broadway, New York, NY, 10009
>>> 
>> --
>> 
>> 
>> Dominic Divakaruni
>> 206.475.9200 Cell
>> 

Mime
View raw message