Max Balandat

> Hi, I want to know how to change the default settings of ALEBO? Especially, I want to change the batch_size from 1 to 10, and change the acquisition function...

Could you trigger the "Show CI" selector on the plot as well? It would be good to also understand how well calibrated these models are.

Not sure. This is not on the same data, right? But it is using the same data generating process?

Is the simulation program noisy in the sense that evaluating the same configuration can yield different results? If so, are you passing in either a known SEM value for the...

Yeah this is something that has come up in our own research also (cc @dme65, @qingfeng10). On the BoTorch end, we have the [`DeterministicModel`](https://github.com/pytorch/botorch/blob/dc055bee8239b78cea40a1577260acd9687b84b2/botorch/models/deterministic.py#L26) abstraction. You can e.g. use a...

I went back to the issue and it seems what you're really trying to do is sample from the unit simplex here? The bias in the sampling is a known...

You can also give [DelaunayPolytopeSampler]9https://github.com/pytorch/botorch/blob/21ce6c7fa9fa907674c37b849e2e5dc683ca2682/botorch/utils/sampling.py#L697-L715) a try - This does uses a pretty cool algorithm to uniformly sample from a general Polytope (it supports equality constraints as well) by subdividing...

I don't think it makes a lot of sense for the Ax metrics themselves to hold the actual data. A better solution is probably to to store the results in...

Sure, it's described in this tutorial: https://packaging.python.org/tutorials/packaging-projects/ What you're looking for is `sdist`, as in `python3 setup.py sdist bdist_wheel`.

You should be able to batch-evaluate this by concatenating this along a batch dimension. Say `d` is the input dimension, then IIUC what you did was pass `10N x d`,...