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TCP GPU decoding #3504

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lalimili6 opened this issue Aug 4, 2019 · 6 comments
Closed

TCP GPU decoding #3504

lalimili6 opened this issue Aug 4, 2019 · 6 comments

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@lalimili6
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Hi
Now Kaldi support GPU decoding (#3114) is it possible to configure TCP port (#2938) on GPU?
What your opinions? Is it possible to use GPU for TCP port?
How can change TCP port script to use GPU decoding?

Best regards

@danpovey
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danpovey commented Aug 4, 2019

@hhadian perhaps you could comment on how much would be involved in such a project?
I'm wondering whether it would be necessary to allow multiple simultaneous TCP connections to get good utilization?

@galv
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galv commented Aug 4, 2019 via email

@hhadian
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hhadian commented Aug 4, 2019

Yes, it seems like an interesting project for GPU-based ASR servers, e.g. to replace a CPU machine (with many cores) with a single-GPU machine. Especially for asynchronous services perhaps, because I'm not sure how we can ensure real-time results.

I'll need to study #3114 to know how much work this requires. Also I'm not sure how cuda works in terms of thread-safety and access from multiple threads. Anyway I guess it depends on how much we want from this, e.g. single-thread (not much point in it IMO) or multi-thread, real-time or not, etc.

@hugovbraun
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@hhadian I'll create a new PR soon including a new low-latency high-throughput pipeline designed for online. I'd suggest not spending too much time studying the current pipeline.

@hugovbraun
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@hhadian I've created #3568 if you want to take a look

@lalimili6
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@hhadian Is there any results?

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