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Stan Lee, 90, who is the former President and Chairman of Marvel Comics, is known for creating some of the most memorable comic book characters in popular culture including the X-Men, Hulk,. Since Xcode 7, the Code Signing Resource Rules Path build setting must be left empty or else this warning is produced. Technical Note TN2206 provides the details. Systems before OS X Mavericks v10.9 documented a signing feature (-resource-rules) to control which files in a bundle should be sealed by a code signature.

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The Stan Math Library: Reverse-Mode Automatic Differentiation in C++

Abstract

As computational challenges in optimization and statistical inference grow ever harder, algorithms that utilize derivatives are becoming increasingly more important. The implementation of the derivatives that make these algorithms so powerful, however, is a substantial user burden and the practicality of these algorithms depends critically on tools like automatic differentiation that remove the implementation burden entirely. The Stan Math Library is a C++, reverse-mode automatic differentiation library designed to be usable, extensive and extensible, efficient, scalable, stable, portable, and redistributable in order to facilitate the construction and utilization of such algorithms. Usability is achieved through a simple direct interface and a cleanly abstracted functional interface. The extensive built-in library includes functions for matrix operations, linear algebra, differential equation solving, and most common probability functions. Extensibility derives from a straightforward object-oriented framework for expressions, allowing users to easily create custom functions. Efficiency is achieved through a combination of custom memory management, subexpression caching, traits-based metaprogramming, and expression templates. Partial derivatives for compound functions are evaluated lazily for improved scalability. Stability is achieved by taking care with arithmetic precision in algebraic expressions and providing stable, compound functions where possible. For portability, the library is standards-compliant C++ (03) and has been tested for all major compilers for Windows, Mac OS X, and Linux.


Publication:
Pub Date:
September 2015
arXiv:
Verticus
arXiv:1509.07164
Bibcode:

Stan Lee's Verticus Mac Os X

2015arXiv150907164C
Keywords:
  • Computer Science - Mathematical Software;
  • G.1.0;
  • G.1.3;
  • G.1.4;
  • F.2.1
E-Print:
96 pages, 9 figures