Evaluate openevolve on the AlgoTune tasks

[ofirpress]

Hi!

We just put out a new paper at algotune.io . We have 155 tasks where we try to optimize the runtime speed of various functions including gzip compression, AES encryption, and lots of math/physics algos like SVD, PCA, ...

We'd love to help get openevolve running on these tasks.

You can see the tasks themselves at: https://github.com/oripress/AlgoTune/tree/main/AlgoTuneTasks

Thanks!

[BradKML]

Cross-reference just in case #78 (comment)

[BradKML]

@ofirpress as a fun one, could you check the following and suggest some other more "pragmatic" tasks? Maybe image generation or math solvers? IDK #101

[richardcsuwandi]

Hi @codelion and @ofirpress, I just opened a PR (#181) adding AlgoTune tasks support to OpenEvolve. Let me know if you have any feedback!