Zhong Yuan Lai

I have a multiobjective optimization scenario where, for one of the targets, I do not have a preferred optimization direction, but I do have a range into which the output...

Dear Ax Team, First of all, thanks a lot for your efforts put into Ax, and for maintaining such a lively and timely Q&A space! My questions is, generally, in...

Hi, I have another quick question regarding the possibility of do multifidelity BO under the Service API. I now have a use case for BoTorch's multifidelity BO; the [tutorials](https://botorch.org/tutorials/Multi_objective_multi_fidelity_BO) are...

Multiobjective Multifidelity BO using the Service API

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Dear Ax Team, I am currently trying to run a MOMF use case in the Service API; have been mostly consulting the BoTorch tutorials for this, and so far I...

Problem with Fixed parameters if nonlinear_inequality_constraint is imposed

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Hi Ax Team, I've been trying to implement a 'local' NChooseK constraint, where one has the choice of imposing the constraint on any segment of the suggestions (e.g., x1-x6, and...

Safe optimization in the Service API

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Hi Ax Team, I am trying to implement a Service API version of the safe optimization idea floated by @Balandat [here](https://github.com/pytorch/botorch/discussions/2240#discussioncomment-8701003); so far I've come up with a snippet of...

Defining a Model class for ModelListGP

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I have been trying to run a Service version of `qMultiFidelityHypervolumeKnowledgeGradient`; related [thread](https://github.com/facebook/Ax/issues/2514) I have already been able to make the input constructor work (I think!), but I keep getting...