pyopencl-extension 0.2.9

Creator: bradpython12

Last updated:

Add to Cart

Description:

pyopenclextension 0.2.9

This package extends PyOpenCl by providing an object-oriented kernel programming framework and debugging capabilities.

What makes pyopencl-extension special?

Build on top of PyOpenCl which can increase performance significantly.
Usage of this framework forces consistent code when programming for GPU.
Allows debugging of OpenCl-Programs through kernel emulation in Python using a visual debugger (tested with Pycharm).
OpenCl emulation allows to find out-of-bounds array indexing more easily.
Integrated profiling features give quick overview over performance bottlenecks.



The project is in an early development stage and actively maintained.
For any feature requests/feedback/etc. you can get in touch via
Github or by E-Mail (philipp.mohr@tuhh.de).

Installation
Install this library with pip install pyopencl-extension.
When automatic installation of PyOpenCl fails (happens when using Windows):


Download appropriate .whl binary from PyOpenCl binaries for Windows
Make sure to have proper OpenCl driver for your graphics card installed.
Run pip install "pyopencl-X-cpX-cpX-X.whl" in terminal, where X must be replaced with corresponding version.




Usage
One very simple example is given below.
from pyopencl_extension import Kernel, Global, Scalar, Types, zeros
import numpy as np

ary = zeros((10,), Types.short)

knl = Kernel('some_operation',
{'ary': Global(ary), # notice that ary is set as default argument
'number': Scalar(Types.short)},
"""
ary[get_global_id(0)] = get_global_id(0) + number;
""",
global_size=ary.shape).compile(emulate=True)
knl(number=3)
assert np.allclose(ary.get(), np.arange(10) + 3)
By setting the argument ‘emulate=True’ the kernel will be compiled in emulation mode. This mode creates a
file ‘some_operation.py’, which can be inspected using a visual debugger:

More advanced examples can by found in the tests hosted on Github.

License

For personal and professional use. You cannot resell or redistribute these repositories in their original state.

Customer Reviews

There are no reviews.