botorch
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pytorch
Bayesian optimization in PyTorch
We should make sure that we're py3.10 compatible.
Hi, I noticed that ParEGO fails once the dataset has >= 512 entries. ## To reproduce ```python import torch from botorch.acquisition.monte_carlo import qExpectedImprovement from botorch.acquisition.objective import GenericMCObjective from botorch.fit import...
# 🐛 Bug When generating samples with [get_polytope_samples](https://botorch.org/api/utils.html#botorch.utils.sampling.get_polytope_samples) for a constrained problem that is determined in some dimensions (e.g. there is only one solution on that dimension), the function returns...
# 🚀 Feature Request So far `botorch` offers helper functions to optimize a list of acquisition functions and to optimize over a mixed domain. A combination is not yet straight-forward...
## Issue description Hi, everyone! I am experiencing an issue when training a GP using BoTorch SingleTaskGP function. Everything works fine when using up to 800 training samples. When adding...
As reported in #640, automatic application of outcome transforms fails when using a `SingleTaskGP` in a `ModelListGP` container. The reason is that `SingleTaskGP` subclasses `BatchedMultiOutputGPyTorchModelBatchedMultiOutputGPyTorchModel`, and the `posterior` method of...
# 🚀 Feature Request I would like to submit a potential example notebook, based on my following work here: https://colab.research.google.com/drive/1dOUHQzl3aQ8hz6QUtwRrXlQBGqZadQgG (hopefully it is easy for others to run in Colab!)...
[Feature Request] Support inter-point inequality constraints for knowledge gradient [title updated]
# 🚀 Feature Request Support inequality constraints for knowledge gradient (see Ax issue here: https://github.com/facebook/Ax/issues/961) ## Motivation Requested by @sgbaird for work on multi-fidelity optimization (follow up work to https://doi.org/10.26434/chemrxiv-2022-nz2w8).
Hi, I want to do a batch GP regression but have faced unexpected outcomes. In short, what I want to do is the following: First I construct the GP model...
Summary: as title. D35573439 is too big. I make a separate diff to add construct_inputs for using `SaasFullyBayesianMultiTaskGP`. This overwritten is necessary in order to use the model in BotAx...
