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STAMPS: a Finite-Volume Solver Framework for Adjoint Codes Derived with Source-Transformation AD

机译:STAMPS:源转换AD衍生的伴随代码的有限量求解器框架

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We present capabilities and implementation details of the open-source hybrid-parallel discrete-adjoint flow solver STAMPS (Source Transformed Adjoint Multi-Physics Solver). The adjoint is produced by Automatic Differentiation with the source- transformation tool Tapenade, which results in adjoint code with an extremely low memory footprint. The solver implements the very stable JT-KIRK implicit GMRES scheme to enable robust convergence of the primal and its discrete adjoint. A two-layer halo partitioning minimises the size of MPI messages and avoids MPI communication inside the iterative fixed-point loop which simplifies the adjoint build. The solver offers a complete reverse-mode computation of surface sensitivities, coupling with a differentiated CAD tool in an optimisation case is demonstrated.
机译:我们介绍了开源混合并行离散-伴随流求解器STAMPS(源变换的伴随多物理解算器)的功能和实现细节。伴随是由自动微分使用源转换工具Tapenade产生的,这导致伴随代码具有极低的内存占用。求解器实现了非常稳定的JT-KIRK隐式GMRES方案,以实现原始及其离散伴随的鲁棒收敛。两层光环分区可最大程度地减少MPI消息的大小,并避免在迭代定点循环内部进行MPI通信,从而简化了伴随的构建。该求解器可提供表面灵敏度的完整反向模式计算,并在优化情况下与差分CAD工具结合使用。

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