For some reason, the output is not buffered in PyPy (unlike CPython).
So, for problems where you use lots of print
statements (especially in loops), unbuffered output has a significant effect on overall run-time performance.
For example, compare these 2 submissions -- 21354004, 21354013.
Both solutions are exactly the same except in the latter, stdout
is replaced by a buffer and all the output stored in the buffer is written to original stdout
at the end.
21354004 times out (1000ms TL) even though everything except buffering is same as 21354013.
21354013 runs in 360ms -- at least 3x faster than the unbuffered solution.
For explicit buffered output, prefix your code with following code like in 21354013
import atexit
import io
import sys
buff = io.BytesIO()
sys.stdout = buff
@atexit.register
def write():
sys.__stdout__.write(buff.getvalue())
# code
Edited template (with unbuffered input), post hellman_'s comment
import atexit
import io
import sys
_INPUT_LINES = sys.stdin.read().splitlines()
raw_input = iter(_INPUT_LINES).next
_OUTPUT_BUFFER = io.BytesIO()
sys.stdout = _OUTPUT_BUFFER
@atexit.register
def write():
sys.__stdout__.write(_OUTPUT_BUFFER.getvalue())
# code
I think this is what @numerix must be using!!
That guy is a Python master.
Nice! You can also read the whole input beforehand (if you have enough memory and the problem is not interactive):
21381225 250ms (varies)
Sure is faster than unbuffered approach!
You don't need to override
raw_input
withlambda: sys.stdin.readline().rstrip()
though, just overridingsys.stdin
is enough.I tried
instead of using
io.BytesIO
as I thought (hoped?) avoiding additionallambda
andstr.rstrip
overhead for every call would give a slight speed up but my solution (21383154) ending up taking (exactly!) the same time as yours. (I wonder if this has anything to do with Codeforces' Judge)Anyway, thanks for this! I'm updating the template to read all the input too.
Does this works for PyPy3 also ?
Can we use it for Python 3 ?
You could but CPython has buffered output by default so I doubt you'd see any significant gains (you might still see some modest gains from unbuffered input tho)