ASM 4.0 a Java Bytecode Engineering Library
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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. -
Scala: a Functional, Object-Oriented Language COEN 171 Darren Atkinson What Is Scala? Scala Stands for Scalable Language It Was Created in 2004 by Martin Odersky
Scala: A Functional, Object-Oriented Language COEN 171 Darren Atkinson What is Scala? Scala stands for Scalable Language It was created in 2004 by Martin Odersky. It was designed to grow with the demands of its users. It was designed to overcome many criticisms of Java. It is compiled to Java bytecode and is interoperable with existing Java classes and libraries. It is more of a high-level language than Java, having higher- order containers and iteration constructs built-in. It encourages a functional programming style, much like ML and Scheme. It also has advanced object-oriented features, much like Java and C++. Using Scala Using Scala is much like using Python or ML, and is not as unwieldy as using Java. The Scala interpreter can be invoked directly from the command line: $ scala Welcome to Scala 2.11.8 scala> println("Hi!") The Scala interpreter can also be given a file on the command line to execute: $ scala foo.scala Scala Syntax Scala has a Java-like syntax with braces. The assignment operator is simply =. Strings are built-in and use + for concatenation. Indexing is done using ( ) rather than [ ]. The first index is index zero. Parameterized types use [ ] rather than < >. A semicolon is inferred at the end of a line. However, since it is functional, everything is an expression and there are no “statements”. Scala Types In Java, the primitive types are not objects and wrapper classes must be used. Integer for int, Boolean for bool, etc. In Scala, everything is an object including the more “primitive” types. The Scala types are Int, Boolean, String, etc. -
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]. -
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 -
Nashorn Architecture and Performance Improvements in the Upcoming JDK 8U40 Release
Oracle Blogs Home Products & Services Downloads Support Partners Communities About Login Oracle Blog Nashorn JavaScript for the JVM. Nashorn architecture and performance improvements in the upcoming JDK 8u40 release By lagergren on Dec 12, 2014 Hello everyone! We've been bad att blogging here for a while. Apologizes for that. I thought it would be prudent to talk a little bit about OpenJDK 8u40 which is now code frozen, and what enhancements we have made for Nashorn. 8u40 includes a total rewrite of the Nashorn code generator, which now contains the optimistic type system. JavaScript, or any dynamic language for that matter, doesn't have enough statically available type information to provide performant code, just by doing compile time analysis. That's why we have designed the new type system to get around this performance bottleneck. While Java bytecode, which is the output of the Nashorn JIT, is strongly typed and JavaScript isn't, there are problems translating the AST to optimal bytecode. Attila Szegedi, Hannes Wallnöfer and myself have spent significant time researching and implementing this the last year. Background: Conservatively, when implementing a JavaScript runtime in Java, anything known to be a number can be represented in Java as a double, and everything else can be represented as an Object. This includes numbers, ints, longs and other primitive types that aren't statically provable. Needless to say, this approach leads to a lot of internal boxing, which is quite a bottleneck for dynamic language execution speed on the JVM. The JVM is very good at optimizing Java-like bytecode, and this is not Java-like bytecode. -
Java in Embedded Linux Systems
Java in Embedded Linux Systems Java in Embedded Linux Systems Thomas Petazzoni / Michael Opdenacker Free Electrons http://free-electrons.com/ Created with OpenOffice.org 2.x Java in Embedded Linux Systems © Copyright 2004-2007, Free Electrons, Creative Commons Attribution-ShareAlike 2.5 license http://free-electrons.com Sep 15, 2009 1 Rights to copy Attribution ± ShareAlike 2.5 © Copyright 2004-2008 You are free Free Electrons to copy, distribute, display, and perform the work [email protected] to make derivative works to make commercial use of the work Document sources, updates and translations: Under the following conditions http://free-electrons.com/articles/java Attribution. You must give the original author credit. Corrections, suggestions, contributions and Share Alike. If you alter, transform, or build upon this work, you may distribute the resulting work only under a license translations are welcome! identical to this one. For any reuse or distribution, you must make clear to others the license terms of this work. Any of these conditions can be waived if you get permission from the copyright holder. Your fair use and other rights are in no way affected by the above. License text: http://creativecommons.org/licenses/by-sa/2.5/legalcode Java in Embedded Linux Systems © Copyright 2004-2007, Free Electrons, Creative Commons Attribution-ShareAlike 2.5 license http://free-electrons.com Sep 15, 2009 2 Best viewed with... This document is best viewed with a recent PDF reader or with OpenOffice.org itself! Take advantage of internal -
A New JIT Compiler in Zing JVM Agenda
Falcon a new JIT compiler in Zing JVM Agenda • What is Falcon? Why do we need a new compiler? • Why did we decide to use LLVM? • What does it take to make a Java JIT from LLVM? • How does it fit with exiting technology, like ReadyNow? 2 Zing JVM Zing: A better JVM • Commercial server JVM • Key features • C4 GC, ReadyNow!, Falcon 5 What is Falcon? • Top tier JIT compiler in Zing JVM • Replacement for С2 compiler • Based on LLVM 6 Development Timeline PoC GA on by default Apr Dec Apr 2014 2016 2017 Estimated resource investment ~20 man-years (team of 4-6 people) 7 Why do we need a new compiler? • Zing used to have C2 like OpenJDK • C2 is aging poorly — difficult to maintain and evolve • Looking for competitive advantage over competition 8 Alternatives • Writing compiler from scratch? Too hard • Open-source compilers • GCC, Open64, Graal, LLVM… 9 Alternatives • Writing compiler from scratch? Too hard • Open-source compilers short list • Graal vs LLVM 10 “The LLVM Project is a collection of modular and reusable compiler and toolchain technologies” – llvm.org Where LLVM is used? • C/C++/Objective C • Swift • Haskell • Rust • … 12 Who makes LLVM? More than 500 developers 13 LLVM • Started in 2000 • Stable and mature • Proven performance for C/C++ code 14 LLVM IR General-purpose high-level assembler int mul_add(int x, int y, int z) { return x * y + z; } define i32 @mul_add(i32 %x, i32 %y, i32 %z) { entry: %tmp = mul i32 %x, %y %tmp2 = add i32 %tmp, %z ret i32 %tmp2 } 15 Infrastructure provides • Analysis, transformations • LLVM IR => LLVM IR • -
JVM Bytecode
Michael Rasmussen ZeroTurnaround Intro The JVM as a Stack Machine Bytecode taxonomy Stack manipulation Using locals Control flow Method invocation Tooling Next time public class Test { public static void main(String[] args) { System.out.println("Hello World!"); } } 00000000 ca fe ba be 00 00 00 31 00 22 0a 00 06 00 14 09 |.......1."......| 00000010 00 15 00 16 08 00 17 0a 00 18 00 19 07 00 1a 07 |................| 00000020 00 1b 01 00 06 3c 69 6e 69 74 3e 01 00 03 28 29 |.....<init>...()| 00000030 56 01 00 04 43 6f 64 65 01 00 0f 4c 69 6e 65 4e |V...Code...LineN| 00000040 75 6d 62 65 72 54 61 62 6c 65 01 00 12 4c 6f 63 |umberTable...Loc| 00000050 61 6c 56 61 72 69 61 62 6c 65 54 61 62 6c 65 01 |alVariableTable.| 00000060 00 04 74 68 69 73 01 00 06 4c 54 65 73 74 3b 01 |..this...LTest;.| 00000070 00 04 6d 61 69 6e 01 00 16 28 5b 4c 6a 61 76 61 |..main...([Ljava| 00000080 2f 6c 61 6e 67 2f 53 74 72 69 6e 67 3b 29 56 01 |/lang/String;)V.| 00000090 00 04 61 72 67 73 01 00 13 5b 4c 6a 61 76 61 2f |..args...[Ljava/| 000000a0 6c 61 6e 67 2f 53 74 72 69 6e 67 3b 01 00 0a 53 |lang/String;...S| . 000001d0 b6 00 04 b1 00 00 00 02 00 0a 00 00 00 0a 00 02 |................| 000001e0 00 00 00 04 00 08 00 05 00 0b 00 00 00 0c 00 01 |................| 000001f0 00 00 00 09 00 10 00 11 00 00 00 01 00 12 00 00 |................| 00000200 00 02 00 13 |....| Compiled from "Test.java” public class Test { public Test(); Code: 0: aload_0 1: invokespecial #1 // Method java/lang/Object."<init>":()V 4: return public static void main(java.lang.String[]); Code: 0: getstatic #2 // Field java/lang/System.out:Ljava/io/PrintStream; 3: ldc #3 // String Hello World! 5: invokevirtual #4 // Method java/io/PrintStream.println: // (Ljava/lang/String;)V 8: return } Welcome my son Welcome to the machine Where have you been? It's alright we know where you've been. -
Lecture 1: Introduction to Java®
Lecture 1: Introduction to Java MIT-AITI Kenya 2005 1 Lecture Outline • What a computer program is • How to write a computer program • The disadvantages and advantages of using Java • How a program that you write in Java is changed into a form that your computer can understand • Sample Java code and comments MIT-Africa Internet Technology Initiative ©2005 2 Computer Program vs. Food Recipe Food Recipe Computer Program A chef writes a set of A programmer writes a set of instructions called a recipe instructions called a program The recipe requires specific The program requires specific ingredients inputs The cook follows the The computer follows the instructions step-by-step instructions step-by-step The food will vary depending on The output will vary depending the amount of ingredients and on the values of the inputs and the cook the computer MIT-Africa Internet Technology Initiative ©2005 3 Recipe and Program Examples Student’s Student’s Ingredient # 1 Ingredient # 2 Name Grade Recipe Program Dinner “Bilha got an A on the exam!” MIT-Africa Internet Technology Initiative ©2005 4 What is a computer program? • For a computer to be able to perform specific tasks (i.e. print what grade a student got on an exam), it must be given instructions to do the task • The set of instructions that tells the computer to perform specific tasks is known as a computer program MIT-Africa Internet Technology Initiative ©2005 5 Writing Computer Programs • We write computer programs (i.e. a set of instructions) in programming languages such as C, Pascal, and -
Evaluation of Clojure, Java, and Scala
Evaluation of Clojure, Java, and Scala Analysis of Programming Languages TTÜ Toke Abildgaard von Ryberg 10.12.2015 Evaluation of Clojure, Java, and Scala 10.12.2015 Analysis of Programming Languages Toke Abildgaard von Ryberg Introduction Java Virtual Machine Java Scala Clojure Programming languages evaluation Essential characteristics Well defined syntactic and semantic definition of language Reliability Fast translation Machine independence Desirable characteristics Generality Consistency with commonly used notations Uniformity Extensibility (ease to add features) Summary References 2 Evaluation of Clojure, Java, and Scala 10.12.2015 Analysis of Programming Languages Toke Abildgaard von Ryberg Introduction In this paper I will evaluate three languages that all uses Java Virtual Machine (JVM). The three languages are Clojure, Java, and Scala. First, I will briefly describe JVM and the three languages. Then I will evaluate the languages based on essential characteristics and desirable characteristics. The essential characteristics I use for evaluating programming languages are: ● Well defined syntactic and semantic definition of language ● Reliability ● Fast translation ● Machine independence The desirable characteristics are: ● Generality ● Consistency with commonly used notations ● Uniformity ● Extensibility (ease to add features) Java Virtual Machine1 The Java Virtual Machine(JVM) is a virtual machine used for executing Java bytecode. JVM is part of Java Runtime Environment(JRE) along with Java Class library. JRE is available on multiple platforms including Windows, Mac OS X, and Linux. The features of JVM include garbage collection and a JIT compiler. A programming language with functionality expressed in valid class files and able to be hosted by JVM is called a JVM language. When choosing to create a new programming language one might choose to create a JVM language to take advantage of the features of JVM.