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ANN: NumExpr 2.6.8
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ANN: NumExpr 2.6.8
Announcing Numexpr 2.6.8
Our attempt to fix the memory leak in 2.6.7 had an unforseen consequence that
the `f_locals` from the top-most frame is actually `f_globals`, and clearing it
to fix the extra reference count deletes all global variables. Needless to say
this is undesired behavior. A check has been added to prevent clearing the
globals dict, tested against both `python` and `ipython`. As such, we recommend
skipping 2.6.7 and upgrading straight to 2.6.8 from 2.6.6.
Project documentation is available at:
Changes from 2.6.7 to 2.6.8
- Add check to make sure that `f_locals` is not actually `f_globals` when we
do the `f_locals` clear to avoid the #310 memory leak issue.
- Compare NumPy versions using `distutils.version.LooseVersion` to avoid issue
#312 when working with NumPy development versions.
- As part of `multibuild`, wheels for Python 3.7 for Linux and MacOSX are now
available on PyPI.
Numexpr is a fast numerical expression evaluator for NumPy. With it,
expressions that operate on arrays (like "3*a+4*b") are accelerated
and use less memory than doing the same calculation in Python.
It has multi-threaded capabilities, as well as support for Intel's
MKL (Math Kernel Library), which allows an extremely fast evaluation
of transcendental functions (sin, cos, tan, exp, log...) while
squeezing the last drop of performance out of your multi-core
processors. Look here for a some benchmarks of numexpr using MKL:
Its only dependency is NumPy (MKL is optional), so it works well as an
easy-to-deploy, easy-to-use, computational engine for projects that
don't want to adopt other solutions requiring more heavy dependencies.
Where I can find Numexpr?
The project is hosted at GitHub in:
You can get the packages from PyPI as well (but not for RC releases):
Documentation is hosted at:
Share your experience
Let us know of any bugs, suggestions, gripes, kudos, etc. you may
Robert McLeod, Ph.D.
NumPy-Discussion mailing list
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