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Ask HN: How to deploy GPU models for live video?

3 pointsby mike_314110 months ago
Hi all -- I have some models (which require GPUs) that I&#x27;ve trained to run on my live webcam feed that I&#x27;m trying to figure out how to deploy to the cloud so other people can try them out. Has anyone had any success with this?<p>On one hand, I see tools like BentoML, TorchServe, triton, etc which wrap your model in an http api. On the other hand, I see SaaS services like livekit, twilio, zoom sdk, etc, which let you stream your webcam, but I don&#x27;t see anything which lets you run your GPU models on the video. The closest I could fine are livekit workers (which have a specific sdk and seem to require a pretty deep deployment understanding to deploy on hook up) and nvidia maxine (which is highly inflexible, is in c++, and seems to want you to &quot;put C++ with your models here&quot;).<p>I was wondering if anyone had any recommendations?

1 comment

urhku3hjkdskfjs10 months ago
I&#x27;m curious about this too. I&#x27;ve seen others discuss combining nvidia DeepStream with triton for processing live video, but these were just tangents from other topics. Does anyone have actual hands-on experience here?