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How will TRT utilize the optical flow accelerator?

Open deephog opened this issue 3 years ago • 1 comments

the new announcement says that the Ada architecture will come with 300 OFA units that is dedicated to accelerate optical flow applications (according to the documentation, stereo matching can use it too). My question is, will TRT use the OFA units when we deploy OF or SM models? Or do we have to use the models specifically provided by NV’s SDK to utilize this amount of resources? Thanks!

deephog avatar Sep 20 '22 18:09 deephog

I don't think so. @nvpohanh correct me if I'm wrong

zerollzeng avatar Sep 21 '22 15:09 zerollzeng

I don't think so. @nvpohanh correct me if I'm wrong

excuse me, my question has two parts, which part do you not think so?

deephog avatar Sep 26 '22 22:09 deephog

will TRT use the OFA units when we deploy OF or SM models? -> No, TRT doesn't support OFA. Or do we have to use the models specifically provided by NV’s SDK to utilize this amount of resources? -> Yes, but I don't know what the SDK is.

zerollzeng avatar Sep 27 '22 07:09 zerollzeng

will TRT use the OFA units when we deploy OF or SM models? -> No, TRT doesn't support OFA. Or do we have to use the models specifically provided by NV’s SDK to utilize this amount of resources? -> Yes, but I don't know what the SDK is.

Thank you for the info! Do you have future plan to support OFA? It does seems like a big waste if not

deephog avatar Sep 27 '22 22:09 deephog

I don't think so, TensorRT is mainly focused on GPU.

zerollzeng avatar Sep 28 '22 15:09 zerollzeng

I don't think so, TensorRT is mainly focused on GPU.

Ok, so that OFA unit is not like Tensor Core or something similar that is dedicated to certain type of calculation, but more like a "fpga" unit that is preprogramed to execute only certain models?

deephog avatar Sep 28 '22 22:09 deephog

I am not able to answer this question since I know nothing about OFA :)

zerollzeng avatar Sep 29 '22 14:09 zerollzeng

I am not able to answer this question since I know nothing about OFA :)

Ok I will just wait for the official release and see if there will be more documentation about OFA. Thanks!

deephog avatar Sep 29 '22 17:09 deephog

We currently don't have plans to use OFA in TRT since it is mainly for gaming purpose, not DL.

nvpohanh avatar Dec 02 '22 09:12 nvpohanh

Closing since no activity for more than 3 weeks, please reopen if you still have question, thanks!

ttyio avatar Dec 27 '22 01:12 ttyio