MILEPOST GCC
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MILEPOST GCC
{{Infobox software , name = MILEPOST GCC , logo = , developer = cTuning foundation / MILEPOST consortium , released = 2009 , latest release version = 4.4.x , latest release date = {{release date, 2010, 5, 21 , operating system = Cross-platform , genre = Compiler , license = GNU General Public License (version 3 or later) , website GitHubonline APIcTuning.org/ctuning-cccTuning.org/milepost-gcc
MILEPOST GCC is a free, community-driven, open-source, adaptive, self-tuning compiler that combines stable produ ...
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CTuning Foundation
The cTuning Foundation is a global non-profit organization developing open-source tools and a common methodology to enable sustainable, collaborative and reproducible research in Computer science, perform collaborative optimization of realistic workloads across devices provided by volunteers, enable self-optimizing computer systems, and automatartifact evaluationat machine learning and systems conferences and journals. Notable projects * Collective Knowledge - an open-source framework to organize software projects as a database of reusable components with common automation actions and extensible meta descriptions based on FAIR principles, implement portable research workflows, and crowdsource experiments across diverse platforms provided by volunteers. ACM ReQuEST- Reproducible Quality-Efficient Systems Tournaments to co-design efficient software/hardware stacks for deep learning algorithms in terms of speed, accuracy and costs across diverse platforms, environments, libra ...
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Cross-platform
In computing, cross-platform software (also called multi-platform software, platform-agnostic software, or platform-independent software) is computer software that is designed to work in several computing platforms. Some cross-platform software requires a separate build for each platform, but some can be directly run on any platform without special preparation, being written in an interpreted language or compiled to portable bytecode for which the interpreters or run-time packages are common or standard components of all supported platforms. For example, a cross-platform application may run on Microsoft Windows, Linux, and macOS. Cross-platform software may run on many platforms, or as few as two. Some frameworks for cross-platform development are Codename One, Kivy, Qt, Flutter, NativeScript, Xamarin, Phonegap, Ionic, and React Native. Platforms ''Platform'' can refer to the type of processor (CPU) or other hardware on which an operating system (OS) or application runs, t ...
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Compiler
In computing, a compiler is a computer program that translates computer code written in one programming language (the ''source'' language) into another language (the ''target'' language). The name "compiler" is primarily used for programs that translate source code from a high-level programming language to a low-level programming language (e.g. assembly language, object code, or machine code) to create an executable program. Compilers: Principles, Techniques, and Tools by Alfred V. Aho, Ravi Sethi, Jeffrey D. Ullman - Second Edition, 2007 There are many different types of compilers which produce output in different useful forms. A ''cross-compiler'' produces code for a different CPU or operating system than the one on which the cross-compiler itself runs. A ''bootstrap compiler'' is often a temporary compiler, used for compiling a more permanent or better optimised compiler for a language. Related software include, a program that translates from a low-level language to a h ...
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GNU General Public License
The GNU General Public License (GNU GPL or simply GPL) is a series of widely used free software licenses that guarantee end users the Four Freedoms (Free software), four freedoms to run, study, share, and modify the software. The license was the first copyleft for general use and was originally written by the founder of the Free Software Foundation (FSF), Richard Stallman, for the GNU Project. The license grants the recipients of a computer program the rights of the Free Software Definition. These GPL series are all copyleft licenses, which means that any derivative work must be distributed under the same or equivalent license terms. It is more restrictive than the GNU Lesser General Public License, Lesser General Public License and even further distinct from the more widely used permissive software licenses BSD licenses, BSD, MIT License, MIT, and Apache License, Apache. Historically, the GPL license family has been one of the most popular software licenses in the free and open ...
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GNU Compiler Collection
The GNU Compiler Collection (GCC) is an optimizing compiler produced by the GNU Project supporting various programming languages, hardware architectures and operating systems. The Free Software Foundation (FSF) distributes GCC as free software under the GNU General Public License (GNU GPL). GCC is a key component of the GNU toolchain and the standard compiler for most projects related to GNU and the Linux kernel. With roughly 15 million lines of code in 2019, GCC is one of the biggest free programs in existence. It has played an important role in the growth of free software, as both a tool and an example. When it was first released in 1987 by Richard Stallman, GCC 1.0 was named the GNU C Compiler since it only handled the C programming language. It was extended to compile C++ in December of that year. Front ends were later developed for Objective-C, Objective-C++, Fortran, Ada, D and Go, among others. The OpenMP and OpenACC specifications are also supported in the C and C ...
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Interactive Compilation Interface
The Interactive Compilation Interface (ICI) is a plugin system with a high-level compiler-independent and low-level compiler-dependent API to transform current black-box compilers into collaborative modular interactive toolsets. It was developed by Grigori Fursin during MILEPOST project.Grigori Fursin. Collective Tuning Initiative: automating and accelerating development and optimization of computing systems. Proceedings of the GCC Summit'09, Montreal, Canada, June 2009link The ICI framework acts as a "middleware" interface between the compiler and the user-definable plugins. It opens up and reuses the production-quality compiler infrastructure to enable program analysis and instrumentation, fine-grain program optimizations, simple prototyping of new development and research ideas while avoiding building new compilation tools from scratch. For example, it is used in MILEPOST GCC {{Infobox software , name = MILEPOST GCC , logo = , develope ...
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Grigori Fursin
Grigori Fursin is a British computer scientist, vice president of MLOps at OctoML and the president of the non-profit CTuning foundation. His research group created open-source machine learning based self-optimizing compiler, MILEPOST GCC, considered to be the first in the world. At the end of the MILEPOST project he established cTuning foundation to crowdsource program optimisation and machine learning across diverse devices provided by volunteers. His foundation also developed Collective Knowledge Framework to support open research. Since 2015 Fursin leadArtifact Evaluationat several ACM and IEEE computer systems conferences. He is also a founding member of the ACM taskforce on Data, Software, and Reproducibility in Publication. Education Fursin received a Master of Science degree in physics and mathematics from the Moscow Institute of Physics and Technology in 1999. He completed his PhD in computer science at the University of Edinburgh in 2005. While in Edinburgh, he ...
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Michael O'Boyle
Michael O'Boyle is a professor of Computing and Director of the Institute for Computing Systems Architecture at the University of Edinburgh School of Informatics. Education O'Boyle received a Master of Science degree in computer science from the University of Manchester , mottoeng = Knowledge, Wisdom, Humanity , established = 2004 – University of Manchester Predecessor institutions: 1956 – UMIST (as university college; university 1994) 1904 – Victoria University of Manchester 1880 – Victoria Univ ... in 1990. He completed his PhD at the University of Manchester in 1992 under the supervision of John Gurd. Research O'Boyle's research interests include adaptive compilation, machine learning based optimization, auto-parallelising compilers and heterogeneous GPGPU multi-core platforms. He is project leader of the MilePost gcc project and founding member of the European Network of Excellence on High Performance and Embedded Architecture and Compilation. Ref ...
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Collective Tuning Initiative
The Collective Tuning Initiative is a community-driven initiative started by Grigori Fursin to develop free collaborative open-source research tools with unified API for code and architecture characterization, optimization and co-design. This enables the sharing of benchmarks, data sets and optimization cases from the community in the open optimization repository through unified web services to predict better optimizations or architecture designs (provided there is enough information collected in the repository from multiple users).Grigori Fursin. Collective Tuning Initiative: automating and accelerating development and optimization of computing systems. Proceedings of the GCC Summit'09, Montreal, Canada, June 2009link''Rethinking code optimization for mobile and multicore'', InfoWorld, July 2009link Using common research-and-development tools should help to improve the quality and reproducibility of research into code, architecture design and optimization, encouraging innovation in ...
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Collective Optimization Database
The Collective Tuning Initiative is a community-driven initiative started by Grigori Fursin to develop free collaborative open-source research tools with unified API for code and architecture characterization, optimization and co-design. This enables the sharing of benchmarks, data sets and optimization cases from the community in the open optimization repository through unified web services to predict better optimizations or architecture designs (provided there is enough information collected in the repository from multiple users).Grigori Fursin. Collective Tuning Initiative: automating and accelerating development and optimization of computing systems. Proceedings of the GCC Summit'09, Montreal, Canada, June 2009link''Rethinking code optimization for mobile and multicore'', InfoWorld, July 2009link Using common research-and-development tools should help to improve the quality and reproducibility of research into code, architecture design and optimization, encouraging innovation in ...
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Raspberry Pi Foundation
The Raspberry Pi Foundation is a British charity and company founded in 2009 to promote the study of basic computer science in schools, and is responsible for developing the Raspberry Pi single-board computers. Foundation The Raspberry Pi Foundation is a charitable organization registered with the Charity Commission for England and Wales. The board of trustees was assembled by 2008 and the ''Raspberry Pi Foundation'' was founded as a registered charity in May 2009 in Caldecote, England. In 2016, The Foundation moved its headquarters to Station Road, Cambridge. The Foundation is supported by the University of Cambridge Computer Laboratory and Broadcom. Its aim is to "promote the study of computer science and related topics, especially at school level, and to put the fun back into learning computing." Project co-founder Eben Upton is a former academic, currently employed by Broadcom as a system-on-chip architect and associate technical director. Components, albeit in small number ...
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Collective Knowledge (software)
The Collective Knowledge (CK) project is an open-source framework and repository to enable collaborative, reproducible and sustainable research and development of complex computational systems. CK is a small, portable, customizable and decentralized infrastructure helping researchers and practitioners: * share their code, data and models as reusable Python components and automation actions with unified JSON API, JSON meta information, and a UID based on FAIR principles * assemble portable workflows from shared components (such as multi-objective autotuning and Design space exploration) * automate, crowdsource and reproduce benchmarking of complex computational systems * unify predictive analytics (scikit-learn, R, DNN) * enable reproducible and interactive papers Notable usages * ARM uses CK to accelerate computer engineering *Association for Computing Machinery evaluates CK for possible integration with the ACM Digital Library sponsored by the Sloan Foundation and for reprod ...
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