Trivial Solution To CPU-Bound Thread Slowdown On Multicore Systems

According to David Beasley, the CPython GIL doesn't just prevent CPU-bound applications from taking advantage of multiple cores. He says it also slows them down on multicore systems.

As an example, he says, following CPU-bound function runs is slower on multicore systems when run in two threads vs when run twice sequentially on the same thread:
def counts(n=10000000):
while n > 0:
n -= 1

I tested the claim by running this little program (let's call it gil.py)
from time import time
from threading import Thread

def counts(n=10000000):
while n > 0:
n -= 1

def measure(f, comment):
t=time()
f()
print time()-t, "seconds"

def sequ():
counts()
counts()

def para():
t1 = Thread(target=counts,args=())
t1.start()
t2 = Thread(target=counts,args=())
t2.start()
t1.join(); t2.join()

if __name__ == "__main__":
measure(sequ, "Sequential Execution")
measure(para, "Sequential Execution")


Here's the result from running the script on a Core Duo 2 laptop:
C:\Py>python gil.py
Sequential Execution: 4.81399989128 seconds
Parallel Execution: 11.2730000019 seconds


He's sort-of right in this case. So why has the GIL has survived? Partly because the problem is easily solved.

One way to do that is to use the sys.checkinterval function which allows CPU-bound threads to do a little more work before giving up control of the GIL. Since the overhead of GIL passing in the above is more than 100%, we need to increase the check interval by a factor of hundred or so. (The default is 100.)

Just add the following to gil.py after "if __name__ == '__main__'":
import sys
sys.setcheckinterval(100*100)


Let's run it again and see what happens:
C:\Py>python gil.py
Sequential Execution: 4.63999986649 seconds
Parallel Execution: 4.63199996948 seconds


Problem solved!

Avoiding Pre-emption Altogether

Personally, I like to include "sys.setcheckinterval(sys.maxint)" in all my scripts, so I don't have to lock shared data structures when manipulating them in Python code. If you do that, your threads will never be pre-empted as long as you don't call any blocking functions that release the GIL, and you can avoid the overhead of fine-grained locking, potential deadlocks, etc. What do you think?

301 comments :: Trivial Solution To CPU-Bound Thread Slowdown On Multicore Systems

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