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Depends how large. in general your dataset can be as big as you want. I've used the code with a video dataset where the videos totalled 1.5 terrabyte. However, those 1.5 terrabyte did fit on my local disk. Once your dataset is too big to fit on a single machine or if you want to do multi-node training you would have to make some changes to the code to support this somehow.
What would be required to make this work for very large video sets? Would it be some integration with web dataset?
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