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When I use a similar approach, i.e., obtaining the handle of the HDF5 file during dataset initialization and loading data iteratively, I noticed that my memory usage keeps increasing. I analyzed that this is because the handle is not closed, causing the data to remain in memory. Using the with statement to load data can resolve this issue.