CUDAdrv.jl VS Numba

Compare CUDAdrv.jl vs Numba and see what are their differences.

CUDAdrv.jl

A Julia wrapper for the CUDA driver API. (by JuliaGPU)
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CUDAdrv.jl Numba
1 125
64 9,556
- 1.1%
0.0 9.9
about 4 years ago 5 days ago
Julia Python
GNU General Public License v3.0 or later BSD 3-clause "New" or "Revised" License
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

CUDAdrv.jl

Posts with mentions or reviews of CUDAdrv.jl. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-04-16.
  • Unifying the CUDA Python Ecosystem
    13 projects | news.ycombinator.com | 16 Apr 2021
    here is writing a similar kernel in python with numba: https://github.com/ContinuumIO/gtc2017-numba/blob/master/4%2...

    I think the contrast is less about the language, and more about the scope and objective of the project. the blog is describing low-level interfaces in python - probably more comparable is the old CUDAdrv.jl package (now merged into CUDA.jl): https://github.com/JuliaGPU/CUDAdrv.jl/blob/master/examples/...

Numba

Posts with mentions or reviews of Numba. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-06-14.

What are some alternatives?

When comparing CUDAdrv.jl and Numba you can also consider the following projects:

gtc2017-numba - Numba tutorial for GTC 2017 conference

NetworkX - Network Analysis in Python

copperhead - Data Parallel Python

jax - Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

wgpu-py - The next generation GPU API for Python

Dask - Parallel computing with task scheduling

CUDA.jl - CUDA programming in Julia.

cupy - NumPy & SciPy for GPU

CudaPy - CudaPy is a runtime library that lets Python programmers access NVIDIA's CUDA parallel computation API.

Pyjion - Pyjion - A JIT for Python based upon CoreCLR

SymPy - A computer algebra system written in pure Python

statsmodels - Statsmodels: statistical modeling and econometrics in Python

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