[Numpy-svn] [numpy/numpy] 94172e: ENH: replace GIL of random module with a per state...
GitHub
noreply at github.com
Sun May 4 13:51:44 EDT 2014
Branch: refs/heads/master
Home: https://github.com/numpy/numpy
Commit: 94172e1bbaf48e121f90d0252e33dc9f433b1534
https://github.com/numpy/numpy/commit/94172e1bbaf48e121f90d0252e33dc9f433b1534
Author: Julian Taylor <jtaylor.debian at googlemail.com>
Date: 2014-05-02 (Fri, 02 May 2014)
Changed paths:
M doc/release/1.9.0-notes.rst
M numpy/random/mtrand/mtrand.pyx
M numpy/random/mtrand/numpy.pxd
M numpy/random/tests/test_random.py
Log Message:
-----------
ENH: replace GIL of random module with a per state lock
The random module currently relies on the GIL for the state
synchronization which hampers threading performance.
Instead add a lock to the RandomState object and take it for all
operations calling into randomkit while releasing the GIL.
This allows parallizing random number generation using multiple states
or asynchronous generation in a worker thread.
Note that with a large number of threads the standard mersenne twister
used may exhibit overlap if the number of parallel streams is large
compared to the size of the state space, though due to the limited
scalability of Python in regards to threads this is likely not a big
issue.
Commit: 34fc091a28c62102522c6edc3015beb424d781a9
https://github.com/numpy/numpy/commit/34fc091a28c62102522c6edc3015beb424d781a9
Author: Charles Harris <charlesr.harris at gmail.com>
Date: 2014-05-04 (Sun, 04 May 2014)
Changed paths:
M doc/release/1.9.0-notes.rst
M numpy/random/mtrand/mtrand.pyx
M numpy/random/mtrand/numpy.pxd
M numpy/random/tests/test_random.py
Log Message:
-----------
Merge pull request #4609 from juliantaylor/random-gil
ENH: replace GIL of random module with a per state lock
Compare: https://github.com/numpy/numpy/compare/19feb8849392...34fc091a28c6
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