[Numpy-discussion] fromiter (original) (raw)
David M. Cooke cookedm at physics.mcmaster.ca
Sat Jun 10 17:42:03 EDT 2006
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On Sat, Jun 10, 2006 at 01🔞05PM -0700, Tim Hochberg wrote:
I finally got around to cleaning up and checking in fromiter. As Travis suggested, this version does not require that you specify count. From the docstring: fromiter(...) fromiter(iterable, dtype, count=-1) returns a new 1d array initialized from iterable. If count is nonegative, the new array will have count elements, otherwise it's size is determined by the generator. If count is specified, it allocates the full array ahead of time. If it is not, it periodically reallocates space for the array, allocating 50% extra space each time and reallocating back to the final size at the end (to give realloc a chance to reclaim any extra space). Speedwise, "fromiter(iterable, dtype, count)" is about twice as fast as "array(list(iterable),dtype=dtype)". Omitting count slows things down by about 15%; still much faster than using "array(list(...))". It also is going to chew up more memory than if you include count, at least temporarily, but still should typically use much less than the "array(list(...))" approach.
Can this be integrated into array() so that array(iterable, dtype=dtype) does the expected thing?
Can you try to find the length of the iterable, with PySequence_Size() on the original object? This gets a bit iffy, as that might not be correct (but it could be used as a hint).
What about iterables that return, say, tuples? Maybe add a shape argument, so that fromiter(iterable, dtype, count, shape=(None, 3)) expects elements from iterable that can be turned into arrays of shape (3,)? That could replace count, too.
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|David M. Cooke http://arbutus.physics.mcmaster.ca/dmc/
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