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awolant avatar awolant commented on May 28, 2024

Hello @cyanic-selkie, nice to hear from you again.

Thanks a lot for your work to run these tests.

Is this something that can be easily fixed? How difficult would it be to implement the experimental_fetch_to_device option for other strategies, most notably the MultiWorkerMirroredStrategy. We need this strategy in particular since our infrastructure is made out of A100 MiGs which cannot be addressed individually on a single host.

To best answer this I need to contact some other teams at NVIDIA who we collaborated with on this feature when it was developed. I will get back to you on that.

One important question here is what is your exact software stack? Mainly, do you use upstream TensorFlow or the NGC container?

from dali.

cyanic-selkie avatar cyanic-selkie commented on May 28, 2024

@awolant

One important question here is what is your exact software stack? Mainly, do you use upstream TensorFlow or the NGC container?

We use custom containers with nvidia/cuda:11.8.0-cudnn8-devel-ubuntu22.04 as the base image. We then simply install Tensorflow/DALI via pip inside it.

One important thing that I completely forgot about is that we use tcmalloc.

Our driver version is 525.60.13.

from dali.

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