I want to chunk an input stream for batch processing. Given an input list or generator,
x_in = [1, 2, 3, 4, 5, 6 ...]
I want a function that will return chunks of that input. Say, if chunk_size=4, then,
x_chunked = [[1, 2, 3, 4], [5, 6, ...], ...]
This is something I do over and over, and was wondering if there is a more standard way than writing it myself. Am I missing something in itertools? (One could solve the problem with enumerate and groupby, but that feels clunky.) In case anyone wants to see an implementation, here it is,
def chunk_input_stream(input_stream, chunk_size):
"""partition a generator in a streaming fashion"""
assert chunk_size >= 1
accumulator = []
for x in input_stream:
accumulator.append(x)
if len(accumulator) == chunk_size:
yield accumulator
accumulator = []
if accumulator:
yield accumulator
Edit
Inspired by kreativitea’s answer, here’s a solution with islice, which is straightforward & doesn’t require post-filtering,
from itertools import islice
def chunk_input_stream(input_stream, chunk_size):
while True:
chunk = list(islice(input_stream, chunk_size))
if chunk:
yield chunk
else:
return
# test it with list(chunk_input_stream(iter([1, 2, 3, 4]), 3))
[Updated version thanks to the OP: I’ve been throwing
yield fromat everything in sight since I upgraded and it didn’t even occur to me that I didn’t need it here.]Oh, what the heck:
which gives:
Warning: the above suffers the same problem as the OP’s
chunk_input_streamif the input is a list. You could get around this with an extraiter()wrap but that’s less pretty. Conceptually, usingrepeatorcyclemight make more sense thancount()but I was character-counting for some reason. :^)[FTR: no, I’m still not entirely serious about this, but hey– it’s a Monday.]