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massive datasets loading and training #583

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davidvct opened this issue Jan 25, 2024 · 1 comment
Open

massive datasets loading and training #583

davidvct opened this issue Jan 25, 2024 · 1 comment

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@davidvct
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davidvct commented Jan 25, 2024

if I have a massive datasets of images, and unable to fit all of them into memory, how do I load and train them by batches?
my folder structure is:

datasets
|
|----Train
| |---- images
| |-----masks
|
|---- Val
|---- images
|---- masks

@Vipin2705
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If you are using GPU instead of loading all image at ones, try using datagenerator it allows you to supply images to GPU in batches, earlier I used to get OOM issue, now I am able to train my model.

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