Why is memory consumption much larger than the size of the PDF file?

When the PDF file is loaded, there's a tree of objects built in memory.

When the PDF has many small objects, memory consumption grows significantly and can be many (if not magnitudes) times higher than the size of the original document. There is no easy solution for this problem besides adding more memory, as such tree is required for various operations with the PDF document.

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