python-cuda | Python bindings for CUDA 2.1 with numpy integration | GPU library
kandi X-RAY | python-cuda Summary
kandi X-RAY | python-cuda Summary
Python bindings for CUDA 2.1 with numpy integration
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Top functions reviewed by kandi - BETA
- FFT - convolve a 2D numpy array .
- convert object to numpy array
- Entry point for the script .
- Compile a source code file .
- Compile a Python source code .
- Download setuptools .
- Get device properties .
- Use setuptools .
- Get information about a function .
- removes only the headers from the specified file
python-cuda Key Features
python-cuda Examples and Code Snippets
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Trending Discussions on python-cuda
QUESTION
I am using this code based on this article to see the GPU accelerations, but all I can see is slowdown:
...ANSWER
Answered 2017-Dec-08 at 09:11Probably your array is too small and the operation too simple to offset the cost of data transfer associated to the GPU. Other way to see it, is that you're not being fair in your timing since for the GPU it also is timing the memory transfer time and not only the processing time.
Try some more challenging example, maybe first an element wise big matrix multiplication and then a matrix multiplication.
In the end, the power of the GPU is to perform many operations on the same data so you end up paying only once the data transfer cost.
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Install python-cuda
You can use python-cuda like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
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