Virtual Machine Design & Implementation
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A Case for High Performance Computing with Virtual Machines
A Case for High Performance Computing with Virtual Machines Wei Huangy Jiuxing Liuz Bulent Abaliz Dhabaleswar K. Panday y Computer Science and Engineering z IBM T. J. Watson Research Center The Ohio State University 19 Skyline Drive Columbus, OH 43210 Hawthorne, NY 10532 fhuanwei, [email protected] fjl, [email protected] ABSTRACT in the 1960s [9], but are experiencing a resurgence in both Virtual machine (VM) technologies are experiencing a resur- industry and research communities. A VM environment pro- gence in both industry and research communities. VMs of- vides virtualized hardware interfaces to VMs through a Vir- fer many desirable features such as security, ease of man- tual Machine Monitor (VMM) (also called hypervisor). VM agement, OS customization, performance isolation, check- technologies allow running different guest VMs in a phys- pointing, and migration, which can be very beneficial to ical box, with each guest VM possibly running a different the performance and the manageability of high performance guest operating system. They can also provide secure and computing (HPC) applications. However, very few HPC ap- portable environments to meet the demanding requirements plications are currently running in a virtualized environment of computing resources in modern computing systems. due to the performance overhead of virtualization. Further, Recently, network interconnects such as InfiniBand [16], using VMs for HPC also introduces additional challenges Myrinet [24] and Quadrics [31] are emerging, which provide such as management and distribution of OS images. very low latency (less than 5 µs) and very high bandwidth In this paper we present a case for HPC with virtual ma- (multiple Gbps). -
A Light-Weight Virtual Machine Monitor for Blue Gene/P
A Light-Weight Virtual Machine Monitor for Blue Gene/P Jan Stoessx{1 Udo Steinbergz1 Volkmar Uhlig{1 Jonathan Appavooy1 Amos Waterlandj1 Jens Kehnex xKarlsruhe Institute of Technology zTechnische Universität Dresden {HStreaming LLC jHarvard School of Engineering and Applied Sciences yBoston University ABSTRACT debugging tools. CNK also supports I/O only via function- In this paper, we present a light-weight, micro{kernel-based shipping to I/O nodes. virtual machine monitor (VMM) for the Blue Gene/P Su- CNK's lightweight kernel model is a good choice for the percomputer. Our VMM comprises a small µ-kernel with current set of BG/P HPC applications, providing low oper- virtualization capabilities and, atop, a user-level VMM com- ating system (OS) noise and focusing on performance, scal- ponent that manages virtual BG/P cores, memory, and in- ability, and extensibility. However, today's HPC application terconnects; we also support running native applications space is beginning to scale out towards Exascale systems of directly atop the µ-kernel. Our design goal is to enable truly global dimensions, spanning companies, institutions, compatibility to standard OSes such as Linux on BG/P via and even countries. The restricted support for standardized virtualization, but to also keep the amount of kernel func- application interfaces of light-weight kernels in general and tionality small enough to facilitate shortening the path to CNK in particular renders porting the sprawling diversity applications and lowering OS noise. of scalable applications to supercomputers more and more a Our prototype implementation successfully virtualizes a bottleneck in the development path of HPC applications. -
Opportunities for Leveraging OS Virtualization in High-End Supercomputing
Opportunities for Leveraging OS Virtualization in High-End Supercomputing Kevin T. Pedretti Patrick G. Bridges Sandia National Laboratories∗ University of New Mexico Albuquerque, NM Albuquerque, NM [email protected] [email protected] ABSTRACT formance, making modest virtualization performance over- This paper examines potential motivations for incorporating heads viable. In these cases,the increased flexibility that vir- virtualization support in the system software stacks of high- tualization provides can be used to support a wider range end capability supercomputers. We advocate that this will of applications, to enable exascale co-design research and increase the flexibility of these platforms significantly and development, and provide new capabilities that are not pos- enable new capabilities that are not possible with current sible with the fixed software stacks that high-end capability fixed software stacks. Our results indicate that compute, supercomputers use today. virtual memory, and I/O virtualization overheads are low and can be further mitigated by utilizing well-known tech- The remainder of this paper is organized as follows. Sec- niques such as large paging and VMM bypass. Furthermore, tion 2 discusses previous work dealing with the use of virtu- since the addition of virtualization support does not affect alization in HPC. Section 3 discusses several potential areas the performance of applications using the traditional native where platform virtualization could be useful in high-end environment, there is essentially no disadvantage to its ad- supercomputing. Section 4 presents single node native vs. dition. virtual performance results on a modern Intel platform that show that compute, virtual memory, and I/O virtualization 1. -
The LLVM Instruction Set and Compilation Strategy
The LLVM Instruction Set and Compilation Strategy Chris Lattner Vikram Adve University of Illinois at Urbana-Champaign lattner,vadve ¡ @cs.uiuc.edu Abstract This document introduces the LLVM compiler infrastructure and instruction set, a simple approach that enables sophisticated code transformations at link time, runtime, and in the field. It is a pragmatic approach to compilation, interfering with programmers and tools as little as possible, while still retaining extensive high-level information from source-level compilers for later stages of an application’s lifetime. We describe the LLVM instruction set, the design of the LLVM system, and some of its key components. 1 Introduction Modern programming languages and software practices aim to support more reliable, flexible, and powerful software applications, increase programmer productivity, and provide higher level semantic information to the compiler. Un- fortunately, traditional approaches to compilation either fail to extract sufficient performance from the program (by not using interprocedural analysis or profile information) or interfere with the build process substantially (by requiring build scripts to be modified for either profiling or interprocedural optimization). Furthermore, they do not support optimization either at runtime or after an application has been installed at an end-user’s site, when the most relevant information about actual usage patterns would be available. The LLVM Compilation Strategy is designed to enable effective multi-stage optimization (at compile-time, link-time, runtime, and offline) and more effective profile-driven optimization, and to do so without changes to the traditional build process or programmer intervention. LLVM (Low Level Virtual Machine) is a compilation strategy that uses a low-level virtual instruction set with rich type information as a common code representation for all phases of compilation. -
A Virtual Machine Environment for Real Time Systems Laboratories
AC 2007-904: A VIRTUAL MACHINE ENVIRONMENT FOR REAL-TIME SYSTEMS LABORATORIES Mukul Shirvaikar, University of Texas-Tyler MUKUL SHIRVAIKAR received the Ph.D. degree in Electrical and Computer Engineering from the University of Tennessee in 1993. He is currently an Associate Professor of Electrical Engineering at the University of Texas at Tyler. He has also held positions at Texas Instruments and the University of West Florida. His research interests include real-time imaging, embedded systems, pattern recognition, and dual-core processor architectures. At the University of Texas he has started a new real-time systems lab using dual-core processor technology. He is also the principal investigator for the “Back-To-Basics” project aimed at engineering student retention. Nikhil Satyala, University of Texas-Tyler NIKHIL SATYALA received the Bachelors degree in Electronics and Communication Engineering from the Jawaharlal Nehru Technological University (JNTU), India in 2004. He is currently pursuing his Masters degree at the University of Texas at Tyler, while working as a research assistant. His research interests include embedded systems, dual-core processor architectures and microprocessors. Page 12.152.1 Page © American Society for Engineering Education, 2007 A Virtual Machine Environment for Real Time Systems Laboratories Abstract The goal of this project was to build a superior environment for a real time system laboratory that would allow users to run Windows and Linux embedded application development tools concurrently on a single computer. These requirements were dictated by real-time system applications which are increasingly being implemented on asymmetric dual-core processors running different operating systems. A real time systems laboratory curriculum based on dual- core architectures has been presented in this forum in the past.2 It was designed for a senior elective course in real time systems at the University of Texas at Tyler that combines lectures along with an integrated lab. -
GT-Virtual-Machines
College of Design Virtual Machine Setup for CP 6581 Fall 2020 1. You will have access to multiple College of Design virtual machines (VMs). CP 6581 will require VMs with ArcGIS installed, and for class sessions we will start the semester using the K2GPU VM. You should open each VM available to you and check to see if ArcGIS is installed. 2. Here are a few general notes on VMs. a. Because you will be a new user when you first start a VM, you may be prompted to set up Microsoft Explorer, Microsoft Edge, Adobe Creative Suite, or other software. You can close these windows and set up specific software later, if you wish. b. Different VMs allow different degrees of customization. To customize right-click on an empty Desktop area and choose “Personalize”. Change your background to a solid color that’s a distinctive color so you can easily distinguish your virtual desktop from your local computer’s desktop. Some VMs will remember your desktop color, other VMs must be re-set at each login, other VMs won’t allow you to change the background color but may allow you to change a highlight color from the “Colors” item on the left menu just below “Background”. c. Your desktop will look exactly the same as physical computer’s desktop except for the small black rectangle at the middle of the very top of the VM screen. Click on the rectangle and a pop-down horizontal menu of VM options will appear. Here are two useful options. i. Preferences then File Access will allow you to grant VM access to your local computer’s drives and files. -
Toward IFVM Virtual Machine: a Model Driven IFML Interpretation
Toward IFVM Virtual Machine: A Model Driven IFML Interpretation Sara Gotti and Samir Mbarki MISC Laboratory, Faculty of Sciences, Ibn Tofail University, BP 133, Kenitra, Morocco Keywords: Interaction Flow Modelling Language IFML, Model Execution, Unified Modeling Language (UML), IFML Execution, Model Driven Architecture MDA, Bytecode, Virtual Machine, Model Interpretation, Model Compilation, Platform Independent Model PIM, User Interfaces, Front End. Abstract: UML is the first international modeling language standardized since 1997. It aims at providing a standard way to visualize the design of a system, but it can't model the complex design of user interfaces and interactions. However, according to MDA approach, it is necessary to apply the concept of abstract models to user interfaces too. IFML is the OMG adopted (in March 2013) standard Interaction Flow Modeling Language designed for abstractly expressing the content, user interaction and control behaviour of the software applications front-end. IFML is a platform independent language, it has been designed with an executable semantic and it can be mapped easily into executable applications for various platforms and devices. In this article we present an approach to execute the IFML. We introduce a IFVM virtual machine which translate the IFML models into bytecode that will be interpreted by the java virtual machine. 1 INTRODUCTION a fundamental standard fUML (OMG, 2011), which is a subset of UML that contains the most relevant The software development has been affected by the part of class diagrams for modeling the data apparition of the MDA (OMG, 2015) approach. The structure and activity diagrams to specify system trend of the 21st century (BRAMBILLA et al., behavior; it contains all UML elements that are 2014) which has allowed developers to build their helpful for the execution of the models. -
Superoptimization of Webassembly Bytecode
Superoptimization of WebAssembly Bytecode Javier Cabrera Arteaga Shrinish Donde Jian Gu Orestis Floros [email protected] [email protected] [email protected] [email protected] Lucas Satabin Benoit Baudry Martin Monperrus [email protected] [email protected] [email protected] ABSTRACT 2 BACKGROUND Motivated by the fast adoption of WebAssembly, we propose the 2.1 WebAssembly first functional pipeline to support the superoptimization of Web- WebAssembly is a binary instruction format for a stack-based vir- Assembly bytecode. Our pipeline works over LLVM and Souper. tual machine [17]. As described in the WebAssembly Core Specifica- We evaluate our superoptimization pipeline with 12 programs from tion [7], WebAssembly is a portable, low-level code format designed the Rosetta code project. Our pipeline improves the code section for efficient execution and compact representation. WebAssembly size of 8 out of 12 programs. We discuss the challenges faced in has been first announced publicly in 2015. Since 2017, it has been superoptimization of WebAssembly with two case studies. implemented by four major web browsers (Chrome, Edge, Firefox, and Safari). A paper by Haas et al. [11] formalizes the language and 1 INTRODUCTION its type system, and explains the design rationale. The main goal of WebAssembly is to enable high performance After HTML, CSS, and JavaScript, WebAssembly (WASM) has be- applications on the web. WebAssembly can run as a standalone VM come the fourth standard language for web development [7]. This or in other environments such as Arduino [10]. It is independent new language has been designed to be fast, platform-independent, of any specific hardware or languages and can be compiled for and experiments have shown that WebAssembly can have an over- modern architectures or devices, from a wide variety of high-level head as low as 10% compared to native code [11]. -
Virtualizationoverview
VMWAREW H WHITEI T E PPAPERA P E R Virtualization Overview 1 VMWARE WHITE PAPER Table of Contents Introduction .............................................................................................................................................. 3 Virtualization in a Nutshell ................................................................................................................... 3 Virtualization Approaches .................................................................................................................... 4 Virtualization for Server Consolidation and Containment ........................................................... 7 How Virtualization Complements New-Generation Hardware .................................................. 8 Para-virtualization ................................................................................................................................... 8 VMware’s Virtualization Portfolio ........................................................................................................ 9 Glossary ..................................................................................................................................................... 10 2 VMWARE WHITE PAPER Virtualization Overview Introduction Virtualization in a Nutshell Among the leading business challenges confronting CIOs and Simply put, virtualization is an idea whose time has come. IT managers today are: cost-effective utilization of IT infrastruc- The term virtualization broadly describes the separation -
Coqjvm: an Executable Specification of the Java Virtual Machine Using
CoqJVM: An Executable Specification of the Java Virtual Machine using Dependent Types Robert Atkey LFCS, School of Informatics, University of Edinburgh Mayfield Rd, Edinburgh EH9 3JZ, UK [email protected] Abstract. We describe an executable specification of the Java Virtual Machine (JVM) within the Coq proof assistant. The principal features of the development are that it is executable, meaning that it can be tested against a real JVM to gain confidence in the correctness of the specification; and that it has been written with heavy use of dependent types, this is both to structure the model in a useful way, and to constrain the model to prevent spurious partiality. We describe the structure of the formalisation and the way in which we have used dependent types. 1 Introduction Large scale formalisations of programming languages and systems in mechanised theorem provers have recently become popular [4–6, 9]. In this paper, we describe a formalisation of the Java virtual machine (JVM) [8] in the Coq proof assistant [11]. The principal features of this formalisation are that it is executable, meaning that a purely functional JVM can be extracted from the Coq development and – with some O’Caml glue code – executed on real Java bytecode output from the Java compiler; and that it is structured using dependent types. The motivation for this development is to act as a basis for certified consumer- side Proof-Carrying Code (PCC) [12]. We aim to prove the soundness of program logics and correctness of proof checkers against the model, and extract the proof checkers to produce certified stand-alone tools. -
Program Dynamic Analysis Overview
4/14/16 Program Dynamic Analysis Overview • Dynamic Analysis • JVM & Java Bytecode [2] • A Java bytecode engineering library: ASM [1] 2 1 4/14/16 What is dynamic analysis? [3] • The investigation of the properties of a running software system over one or more executions 3 Has anyone done dynamic analysis? [3] • Loggers • Debuggers • Profilers • … 4 2 4/14/16 Why dynamic analysis? [3] • Gap between run-time structure and code structure in OO programs Trying to understand one [structure] from the other is like trying to understand the dynamism of living ecosystems from the static taxonomy of plants and animals, and vice-versa. -- Erich Gamma et al., Design Patterns 5 Why dynamic analysis? • Collect runtime execution information – Resource usage, execution profiles • Program comprehension – Find bugs in applications, identify hotspots • Program transformation – Optimize or obfuscate programs – Insert debugging or monitoring code – Modify program behaviors on the fly 6 3 4/14/16 How to do dynamic analysis? • Instrumentation – Modify code or runtime to monitor specific components in a system and collect data – Instrumentation approaches • Source code modification • Byte code modification • VM modification • Data analysis 7 A Running Example • Method call instrumentation – Given a program’s source code, how do you modify the code to record which method is called by main() in what order? public class Test { public static void main(String[] args) { if (args.length == 0) return; if (args.length % 2 == 0) printEven(); else printOdd(); } public -
Engineering Definitional Interpreters
Reprinted from the 15th International Symposium on Principles and Practice of Declarative Programming (PPDP 2013) Engineering Definitional Interpreters Jan Midtgaard Norman Ramsey Bradford Larsen Department of Computer Science Department of Computer Science Veracode Aarhus University Tufts University [email protected] [email protected] [email protected] Abstract In detail, we make the following contributions: A definitional interpreter should be clear and easy to write, but it • We investigate three styles of semantics, each of which leads to may run 4–10 times slower than a well-crafted bytecode interpreter. a family of definitional interpreters. A “family” is characterized In a case study focused on implementation choices, we explore by its representation of control contexts. Our best-performing ways of making definitional interpreters faster without expending interpreter, which arises from a natural semantics, represents much programming effort. We implement, in OCaml, interpreters control contexts using control contexts of the metalanguage. based on three semantics for a simple subset of Lua. We com- • We evaluate other implementation choices: how names are rep- pile the OCaml to 86 native code, and we systematically inves- x resented, how environments are represented, whether the inter- tigate hundreds of combinations of algorithms and data structures. preter has a separate “compilation” step, where intermediate re- In this experimental context, our fastest interpreters are based on sults are stored, and how loops are implemented. natural semantics; good algorithms and data structures make them 2–3 times faster than na¨ıve interpreters. Our best interpreter, cre- • We identify combinations of implementation choices that work ated using only modest effort, runs only 1.5 times slower than a well together.