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As you might have noticed, the development of this repository has been limited to maintenance and bug fixes for some time now. The reason is that there has been a collaborative effort to overhaul Spearmint into a new codebase. This includes both algorithmic/theoretical and engineering improvements. Check it out at https://github.com/HIPS/Spearmint. Note that the new repository is under a non-commercial license with a contributor license agreement. If you prefer not to agree to the license, you can freely use code here (though it is a bit older).
