Polyester.jl
ReusePatterns.jl
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| Polyester.jl | ReusePatterns.jl | |
|---|---|---|
| 3 | 1 | |
| 214 | 49 | |
| 5.6% | - | |
| 7.5 | 0.0 | |
| 8 days ago | over 1 year ago | |
| Julia | Julia | |
| MIT License | MIT License |
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Polyester.jl
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[2207.08135] Parallelizing Explicit and Implicit Extrapolation Methods for Ordinary Differential Equations
This is a new stiff ODE solver which uses multi-threading within the method to make the solve of single ODEs faster in cases where it's too small to benefit from implicit threading in BLAS. Uses Polyester mixed with a very specific adaptivity method to optimize the work calculation to hit this performance. And of note, it's the type of manual parallel algorithm that cannot use array-based parallelism offered by machine learning libraries, so it's an algorithm you kind of need to implement in C++ or... Julia! Was a fun multi-year project and am really glad to see it completed.
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Concurrency in Julia
The Folds.jl [1] package mentioned in the article is very nicely written.
For another alternative to Julia's built-in `Threads.@threads` macro, folks may also be interested in checking out `@batch` from Polyester.jl [2] (formerly CheapThreads.jl), which features particularly low-overhead threading.
[1] https://github.com/JuliaFolds/Folds.jl
[2] https://github.com/JuliaSIMD/Polyester.jl
- Pynguin – Allow developers to generate Python unit tests automatically
ReusePatterns.jl
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Concurrency in Julia
Maybe you will find this helpful: https://github.com/gcalderone/ReusePatterns.jl
It includes an implementation of concrete subtyping.
What are some alternatives?
CrossHair - An analysis tool for Python that blurs the line between testing and type systems.
parallel_primes_rs - A very naïve implementation of rust algorithm that finds all primes between two numbers
Primes.jl - Prime numbers in Julia
Folds.jl - A unified interface for sequential, threaded, and distributed fold
pynguin - The PYthoN General UnIt Test geNerator is a test-generation tool for Python
icontract-hypothesis - Combine contracts and automatic testing.