botorch
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pytorch
Bayesian optimization in PyTorch
Similar to constraints, it would be nice to send a list of objectives to optim_acqfs, but which are executed in sequence. In my use cases, we have a number of...
# 🐛 Bug In the documentation of GPyTorchModel the example provided for the method `condition_on_observations` (https://github.com/pytorch/botorch/blob/main/botorch/models/gpytorch.py#L206) is not working. Since some time ago, the output dim has to be explicit....
The [Implementing Custom Models](https://botorch.org/docs/models#implementing-custom-models) section of the documentation makes it sound a lot more straightforward to use a custom model than it really is. So far, I've found the following...
# 🐛 Bug Description: I am using gradients to calculate the N-dimensional integral of a Multidimensional Normal Distribution. However, I observed that the gradient values along dimensions are different, which...
### What happened? VBBLs posterior method seems to convert mean & variance to scalar value, when input tensor is single value. This isn't compatible with torch.diag_embed() also used in the...
Summary: So far, our optimization in mixed search spaces work on each restart separately and sequentially instead of batching them. Here, we change this to batch the restarts, based on...
Bumps [brace-expansion](https://github.com/juliangruber/brace-expansion) from 1.1.11 to 1.1.12. Release notes Sourced from brace-expansion's releases. v1.1.12 pkg: publish on tag 1.x c460dbd fmt ccb8ac6 Fix potential ReDoS Vulnerability or Inefficient Regular Expression (#65)...
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## Motivation Hi! I'm [Sahran Ashoor](https://www.linkedin.com/in/ashoorsahran/), an undergraduate research assistant working for the [Uncertainty Quantification Lab](https://uq.uh.edu/) at the University of Houston. I work under [Dr. Ruda Zhang](https://scholar.google.com/citations?user=ttmax_wAAAAJ&hl=en) and [Taiwo Adebiyi](https://scholar.google.com/citations?user=qJdhj-IAAAAJ&hl=en),...
Summary: This is a PR that should enable batching for mixed optimization later. To enable it, we need to allow setting different fixed features for different initial conditions during optimizations....
## Motivation This pull request adds a Neural Process Regression Model with a Latent Information Gain acquisition function for BoTorch functionality. ### Have you read the [Contributing Guidelines on pull...
