BibTeX
@ARTICLE{
Cheng2009ACG,
title = "Adjoint Code Generator",
author = "Qiang Cheng, Jianwen Cao, Bin Wang, Haibin Zhang",
publisher = "Springer",
year = "2009",
journal = "Science in China, Seriers F",
volume = "52(6)",
pages = "1--16",
abstract = "The adjoint code generator (ADG) is developed to produce the adjoint codes, which
are used to analytically calculate gradients and the Hessian-vector products with the costs
independent of the number of the independent variables. Different from other automatic
differentiation tools, the implementation of ADG has advantages of using the least program behavior
decomposition method and several static dependence analysis techniques. In this paper we first
address the concerned concepts and fundamentals, and then introduce the functionality and the
features of ADG. In particular, we also discuss the design architecture of ADG and implementation
details including the recomputation and storing strategy and several techniques for code
optimization. Some experimental results in several applications are presented at the end.",
ad_tools = "ADG"
}
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