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edwinb-ai / LeastSquaresSVM

A Least Squares Support Vector Machine implementation in pure Julia

https://edwinb-ai.github.io/LeastSquaresSVM/dev/

MIT License

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Benchmarks #32

Closed edwinb-ai closed 3 years ago

edwinb-ai commented 3 years ago

We should create some simple benchmarks using BenchmarkTools.jl where we can show how well our implementations do performance-wise.

The benchmarks should be made to show the following. The benchmarks should test the classification and regression implementations.

[ ] The performance (time) against the well-established LibSVM solver.
[ ] The performance (memory) against the well-established LibSVM solver.
[ ] A baseline benchmark before #30 is implemented.

Maybe a couple of Pluto.jl notebooks should suffice for this.

edwinb-ai commented 3 years ago

Hey @gmagannaDevelop , so I've been thinking about this one and I will close this issue, and the main work on this matter will be carried out on this repository https://github.com/edwinb-ai/LSSVM-benchmarks

There are some reasons for this:

I don't want to add more dependencies to this package.
It is easier to just add dependencies, and test all the methods we want in a new, clean environment.
All things regarding benchmarking can be discussed there. In any case, you are welcome to join me there and test out some stuff. Thanks!

gmagannaDevelop commented 3 years ago

Hello @edwinb-ai! I had been busy with school this week. You may have noticed that I already forked LSSVM-benchmarks. I hope to have more time during the weekend to join you. Greetings !