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Given a transformation between input and output values, described by a mathematical function, optimization deals with generating and selecting the best solution from some set of available alternatives, by systematically choosing input values from within an allowed set, computing the output of the function and recording the best output values found during the process.
Given a system transforming a set of inputs to output values, described by a mathematical function f, optimization refers to the generation and selection of the best solution from some set of available alternatives, [1] by systematically choosing input values from within an allowed set, computing the value of the function, and recording the best value found during the process.
Several tools with combined sampling and call-graph profiling. A set of visualization tools, VCG tools, uses the Call Graph Drawing Interface (CGDI) to interface with gprof. Another visualization tool that interfaces with gprof is KProf. Free/open source - BSD version is part of 4.2BSD and GNU version is part of GNU Binutils (by GNU Project) HWPMC
Windows, macOS, Linux 1984 9.5 2018-09-12 Proprietary: M-Power: mrc cross-platform (Java) 2004 Proprietary: Microsoft Visual Studio LightSwitch: Microsoft: Windows 2011 2011-07-26 Proprietary: OpenMDX: cross-platform (Java) 2004-01-28 2.4 2009-03-26 BSD: Scriptcase: Scriptcase Corp. PHP Unix, Linux, Windows, iOS 2000 9.7 2022-04-13 Proprietary ...
Google OR-Tools is a free and open-source software suite developed by Google for solving linear programming (LP), mixed integer programming (MIP), constraint programming (CP), vehicle routing (VRP), and related optimization problems. [3] OR-Tools is a set of components written in C++ but provides wrappers for Java, .NET and Python.
py2exe is a Python extension which converts Python scripts (.py) into Microsoft Windows executables (.exe). These executables can run on a system without Python installed. [3] It is the most common tool for doing so.
Plots using two alternative backends matplotlib or bokeh Numerical summaries and diagnostics for Markov chain Monte Carlo methods. Integration with established probabilistic programming languages including; PyStan (the Python interface of Stan ), PyMC , [ 15 ] Edward [ 16 ] Pyro, [ 17 ] and easily integrated with novel or bespoke Bayesian analyses.
Apache Maven – Software tool for managing build dependencies; ASDF – de facto standard build facility for Common Lisp; Bazel – Software tool that automates software builds and tests; BitBake – Build automation tool tailored for building Linux distributions; written in Python