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When reading from many possibly large files in a fashion similar to random access, it is usually the fastest and most efficient to use memory maps.

Although memory maps have many advantages, they represent a very limited system resource as every map uses one file descriptor, whose amount is limited per process. On 32 bit systems, the amount of memory you can have mapped at a åtime is naturally limited to theoretical 4GB of memory, which may not be enough for some applications.

The documentation can be found here: http://smmap.readthedocs.org

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