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Adaptive Experimentation Platform
Summary: The aim was to do this as low level as applicable. Reviewed By: bletham Differential Revision: D52735217
Summary: We have replaced the more limited MinimumTrialsInStatus with the more flexible TransitionCriterion MinTrials. This diff updates MinimumPreferenceOccurances to directly inherit from its source in TransitionCriterion file In following diffs...
I have the following script where I'm simply minimizing / maximizing $\sum_i(x_i)$. It works for `botorch.acquisition.qExpectedImprovement`. However, for `botorch.acquisition.qMaxValueEntropy`, only maximize works. Minimize=true would also result in maximization. Reproduction: For...
Summary: Scheduler now needs to be able to: - save trials with new data even if their status didn't update - catch extra fetching errors. it already handled most of...
I was working with the `Service API` in a constrained single-objective set and the `get_best_trial()` function returns me the parameters from a trial, but with the wrong index. This is...
Summary: If the trial_level_map maps multiple trial indices to a single value, then it is convenient to be able to specify which trial index a given value should be mapped...
Adds a tutorial that shows how to use the AxClient to schedule jobs and tune parameters on a Slurm cluster via SubmitIt. Code changes: 1. The tutorial notebook 2. Linking...
This pull requests adds a runner for the SubmitIt package (https://github.com/facebookincubator/submitit). With the SubmitIt package, we can use the Ax scheduler to schedule jobs on a SLURM cluster. The integration...
I'm new to Ax and want to run Bandit with Thompson Sampling. I have a fixed number of arms with initial weights. When I tried the following code, it doesn't...
Hello, When using compute_posterior_pareto_frontier and adding outcome_constraints , the line : run = model.gen(1, model_gen_options=model_gen_options, optimization_config=oc) is giving us one point. If we add : run = model.gen(tests, model_gen_options=model_gen_options, optimization_config=oc)...