I think I have found the problem. Python runs out of memory while parsing the XML file that has the map information when I generate 2.5 million cells. It looks like the cElementTree library I am using for XML parsing is not very good for large files. I will have to find another way to parse the XML. I found an article and I will try using that method instead.
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