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JunMa11 avatar JunMa11 commented on August 17, 2024

could you please try this?

https://stackoverflow.com/questions/16526783/python-subprocess-too-many-open-files

Loading all files at once may not be a suitable solution for low ram settings. I will try to change it to npy dataloader this weekend.

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MrDotOne avatar MrDotOne commented on August 17, 2024

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JunMa11 avatar JunMa11 commented on August 17, 2024

this is wired. our node has 1TB RAM and it works. i will check it again.

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MrDotOne avatar MrDotOne commented on August 17, 2024

Having set ulimit over the number of files (i.e. >161k) i do get it to run, however it eats all the memory available in the node. Hope you can see this screen shot.

image

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JunMa11 avatar JunMa11 commented on August 17, 2024

Yes. This can bring faster training speed. There is always a trade-off.

I will provide a script for batch loading by the end of this week.

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JunMa11 avatar JunMa11 commented on August 17, 2024

Hi @MrDotOne ,

I have changed the dataloader to npy dataloader. The data loading should cost less RAM now (at the cost of using more space on hard drive).

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