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MarkGrivainis avatar MarkGrivainis commented on July 17, 2024

Hi, we were running this on a cluster which was fairly outdated, this might explain the issues you are running into.

Here are the versions:
Python: 3.5
CUDA: 8.0.44.
Pytorch: 0.2.0_3

If possible could you send the error you received.

from amongthesleep.

viggi1000 avatar viggi1000 commented on July 17, 2024

Hi, I changed my build as suggested by you and the model loads comfortably. However with the spectrogram transform section of the pipeline makes the CPU utilization shoot up to 100% causing the OS tasks to freeze and crash. I've tried changing the process priority using NICE and throttling using cpuutils but no progress.

I'll try to run the spectrogram transform and store the data in a hdf5 format and try to use the network. Thanks for the quick reply. I'll post updates regarding this.

from amongthesleep.

MarkGrivainis avatar MarkGrivainis commented on July 17, 2024

This makes sense as the spectrogram transform is not performed by the gpu and is a very expensive operation.

Pre computing the spectrograms is a good idea. An alternative is to only transform smaller sections of the data into spectrograms for each step. The downside is that this is mor complicated to normalize.

There might also be a gpu based library which can perform the transformation.

Thanks for offering to keep us updated, good luck.

from amongthesleep.

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