TutorialsΒΆ Simple Introduction Ensemble with an MPI Application Getting Started Calling Script Exercise Simulation Function Running the example Exercises Running forces application with input file Multiple parameters Executor - Assign GPUs Simulation function Compiling the Forces application Running the example Changing the number of GPUs per worker Varying resources Multiple applications Checking GPU usage Example submission script Surrogate Modeling with gpCAM Generator function Simulator function Calling Script Rerun and test model at known points Viewing model progression Optimization with APOSMM Six-Hump Camel Simulation Function APOSMM Operations Calling Script Final Setup, Run, and Output Applications Calibration with Simulation Cancellation Introduction - Calibration with libEnsemble and a Regression Model Overview of the Calibration Problem Point Cancellation Requests and Dedicated Fields Allocation Function and Cancellation Configuration Calling Script - Reading Results Using cancellations to kill running simulations Bayesian Optimization with Xopt Imports Simulator Function Setup Approach 1: Using Xopt-style Simulator (Callable Function) Approach 2: Using libEnsemble-style Simulator Function