[Not ready for reviews yet, just want to run CI] - Implementing multi-fidelity bayesian search for the auto-tuner

[FranciscoThiesen]

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[oulgen]

kicked off the CI, but you'll probably need to update the requirements file

[FranciscoThiesen]

@oulgen do you mind taking a look whenever time permits?

[oulgen]

Hey @FranciscoThiesen thank you for implementing a new autotuning algorithm. Could you share some results? Perhaps you can compare to PatternSearch in terms of

• Convergence time
• Best perf found

also please make sure the tests and the lint are passing