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Descend: A Safe GPU Systems programming language

proceedings OF THE acm ON programming languageS-PacmPL 2024年第PLDI期8卷 841-864页

作者： Koepcke, Bastian Gorlatch, Sergei Steuwer, Michel Univ Munster Munster Germany Tech Univ Berlin Berlin Germany

Graphics Processing Units (GPU) offer tremendous computational power by following a throughput oriented paradigm where many thousand computational units operate in parallel. programming such massively parallel hardware is challenging. Programmers must correctly and efficiently coordinate thousands of threads and their accesses to various shared memory spaces. Existing mainstream GPU programming languages, such as CUDA and OpenCL, are based on C/C++ inheriting their fundamentally unsafe ways to access memory via raw pointers. This facilitates easy to make, but hard to detect bugs, such as data races and deadlocks. In this paper, we present Descend: a safe GPU programming language. In contrast to prior safe high-level GPU programming approaches, Descend is an imperative GPU systems programming language in the spirit of Rust, enforcing safe CPU and GPU memory management in the type system by tracking Ownership and Lifetimes. Descend introduces a new holistic GPU programming model where computations are hierarchically scheduled over the GPU's execution resources: grid, blocks, warps, and threads. Descend's extended Borrow checking ensures that execution resources safely access memory regions without data races. For this, we introduced views describing safe parallel access patterns of memory regions, as well as atomic variables. For memory accesses that can't be checked by our type system, users can annotate limited code sections as unsafe. We discuss the memory safety guarantees offered by Descend and evaluate our implementation using multiple benchmarks, demonstrating that Descend is capable of expressing real-world GPU programs showing competitive performance compared to manually written CUDA programs lacking Descend's safety guarantees.

关键词： GPU programming language design memory safety type systems

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Java without the coffee breaks: A nonintrusive multiprocessor garbage collector 01

Java without the coffee breaks: A nonintrusive multiprocesso...

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acm sigplan conference on programming language design and implementation (PLDI)

作者： Bacon, DF Attanasio, CR Lee, HB Rajan, VT Smith, S IBM Corp Thomas J Watson Res Ctr Yorktown Hts NY 10598 USA

ISBN: (纸本)9781581134148

The deployment of Java as a concurrent programming language has created a critical need for high-performance, concurrent, and incremental multiprocessor garbage collection. We present the Recycler, a fully concurrent pure reference counting garbage collector that we have implemented in the Jalapeno Java virtual machine running on shared memory multiprocessors. While a variety of multiprocessor collectors have been proposed and some have been implemented, experimental data is limited and there is little quantitative basis for comparison between different algorithms. We present measurements of the Recycler and compare it against a non-concurrent but parallel load-balancing mark-and-sweep collector (that we also implemented in Jalapeno), and evaluate the classical tradeoff between response time and throughput. When processor or memory resources are limited, the Recycler runs at about 90% of the speed of the mark-and-sweep collector. However, with an extra processor to run collection and with a moderate amount of memory headroom, the Recycler is able to operate without ever blocking the mutators and achieves a maximum measured mutator delay of only 2.6 milliseconds for our benchmarks. End-to-end execution time is usually within 5%.

关键词： Java programming language

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A Distributed OpenCL Framework using Redundant Computation and Data Replication 16

A Distributed OpenCL Framework using Redundant Computation a...

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37th acm sigplan conference on programming language design and implementation

作者： Kim, Junghyun Jo, Gangwon Jung, Jaehoon Kim, Jungwon Lee, Jaejin Seoul Natl Univ Ctr Manycore Programming Dept Comp Sci & Engn Seoul 08826 South Korea

ISBN: (纸本)9781450342612

Applications written solely in OpenCL or CUDA cannot execute on a cluster as a whole. Most previous approaches that extend these programming models to clusters are based on a common idea: designating a centralized host node and coordinating the other nodes with the host for computation. However, the centralized host node is a serious performance bottleneck when the number of nodes is large. In this paper, we propose a scalable and distributed OpenCL framework called SnuCL-D for large-scale clusters. SnuCL-D's remote device virtualization provides an OpenCL application with an illusion that all compute devices in a cluster are confined in a single node. To reduce the amount of control-message and data communication between nodes, SnuCL-D replicates the OpenCL host program execution and data in each node. We also propose a new OpenCL host API function and a queueing optimization technique that significantly reduce the overhead incurred by the previous centralized approaches. To show the effectiveness of SnuCL-D, we evaluate SnuCL-D with a microbenchmark and eleven benchmark applications on a large-scale CPU cluster and a medium-scale GPU cluster.

关键词： OpenCL clusters heterogeneous computing programming models runtime systems redundant computation data replication

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A pred-LL(*) Parsable Typed Higher-Order Macro System for Architecture Description languages 2023

A pred-LL(*) Parsable Typed Higher-Order Macro System for Ar...

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22nd acm sigplan International conference on Generative programming - Concepts and Experiences (GPCE)

作者： Hochrainer, Christoph Krall, Andreas TU Wien Vienna Austria

ISBN: (纸本)9798400704062

Macro systems are powerful language extension tools for Architecture Description languages (ADLs). Their generative power in combination with the simplicity of specification languages allows for a substantial reduction of repetitive specification sections. This paper explores how the introduction of function- and record types in a template-based macro system impacts the specification of ADLs. We present design and implementation of a pattern-based syntax macro system for the Vienna Architecture Description language (VADL). The macro system is directly integrated into the language and is analyzed at parse time using a context-sensitive predLL(*) parser. The usefulness of the macro system is illustrated by some typical macro application design patterns. The effectiveness is shown by a detailed evaluation of the Instruction Set Architecture (ISA) specification of five different processor architectures. The observed specification reduction can be up to 90 times, leading to improved maintainability, readability and runtime performance of the specifications.

关键词： macro system higher-order macros pattern-based generative programming architecture description language

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Extensible algebraic datatypes with defaults 01

Extensible algebraic datatypes with defaults

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6th International conference on Functional programming (ICFP 2001)

作者： Zenger, M Odersky, M Swiss Fed Inst Technol INR Ecublens CH-1015 Lausanne Switzerland

ISBN: (纸本)9781581134155

A major problem for writing extensible software arises when recursively defined datatypes and operations on these types have to be extended simultaneously without modifying existing code. This paper introduces Extensible Algebraic Datatypes with Defaults which promote a simple programming pattern to solve this well known problem. We show that it is possible to encode extensible algebraic datatypes in an object-oriented language, using a new design pattern for extensible visitors. Extensible algebraic datatypes have been successfully applied in the implementation of an extensible Java compiler. Our technique allows for the reuse of existing components in compiler extensions without the need for any adaptations.

关键词： Object oriented programming

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Valgrind: A framework for heavyweight dynamic binary instrumentation 07

Valgrind: A framework for heavyweight dynamic binary instrum...

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conference on programming language design and implementation

作者： Nethercote, Nicholas Seward, Julian Natl ICT Australia Melbourne Vic Australia OpenWorks LLP Cambridge England

ISBN: (纸本)9781595936332

Dynamic binary instrumentation (DBI) frameworks make it easy to build dynamic binary analysis (DBA) tools such as checkers and profilers. Much of the focus on DBI frameworks has been on performance;little attention has been paid to their capabilities. As a result, we believe the potential of DBI has not been fully exploited. In this paper we describe Valgrind, a DBI framework designed for building heavyweight DBA tools. We focus on its unique support for shadow values - a powerful but previously little-studied and difficult-to-implement DBA technique, which requires a tool to shadow every register and memory value with another value that describes it. This support accounts for several crucial design features that distinguish Valgrind from other DBI frameworks. Because of these features, lightweight tools built with Valgrind run comparatively slowly, but Valgrind can be used to build more interesting, heavyweight tools that are difficult or impossible to build with other DBI frameworks such as Pin and DynamoRIO.

关键词： design performance experimentation Valgrind Memcheck dynamic binary instrumentation dynamic binary analysis shadow values

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GreenWeb: language Extensions for Energy-Efficient Mobile Web Computing 16

GreenWeb: Language Extensions for Energy-Efficient Mobile We...

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37th acm sigplan conference on programming language design and implementation

作者： Zhu, Yuhao Reddi, Vijay Janapa Univ Texas Austin Dept Elect & Comp Engn Austin TX 78712 USA

ISBN: (纸本)9781450342612

Web computing is gradually shifting toward mobile devices, in which the energy budget is severely constrained. As a result, Web developers must be conscious of energy efficiency. However, current Web languages provide developers little control over energy consumption. In this paper, we take a first step toward language-level research to enable energy-efficient Web computing. Our key motivation is that mobile systems can wisely budget energy usage if informed with user quality-of-service (QoS) constraints. To do this, programmers need new abstractions. We propose two language abstractions, QoS type and QoS target, to capture two fundamental aspects of user QoS experience. We then present Green Web, a set of language extensions that empower developers to easily express the QoS abstractions as program annotations. As a proof of concept, we develop a GreenWeb runtime, which intelligently determines how to deliver specified user QoS expectation while minimizing energy consumption. Overall, GreenWeb shows significant energy savings (29.2% similar to 66.0%) over Android's default Interactive governor with few QoS violations. Our work demonstrates a promising first step toward language innovations for energy-efficient Web computing.

关键词： Energy-efficiency Web Mobile computing

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Kill-safe synchronization abstractions

Kill-safe synchronization abstractions

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proceedings of the 2004 acm sigplan conference on programming language design and implementation (PLDI'04)

作者： Flatt, Matthew Findler, Robert Bruce University of Utah United States University of Chicago United States

When an individual task can be forcefully terminated at any time, cooperating tasks must communicate carefully. For example, if two tasks share an object, and if one task is terminated while it manipulates the object, the object may remain in an inconsistent or frozen state that incapacitates the other task. To support communication among terminable tasks, language run-time systems (and operating systems) provide kill-safe abstractions for inter-task communication. No kill-safe guarantee is available, however, for abstractions that are implemented outside the run-time system. In this paper, we show how a run-time system can support new kill-safe abstractions without requiring modification to the run-time system, and without requiring the run-time system to trust any new code. Our design frees the run-time implementor to provide only a modest set of synchronization primitives in the trusted computing base, while still allowing tasks to communicate using sophisticated abstractions.

关键词： Computer programming languages

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Fast code generation using automatically-generated decision trees 90

Fast code generation using automatically-generated decision ...

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proceedings of the acm sigplan '90 conference on programming language design and implementation

作者： Wendt, Alan L. Colorado State Univ Fort Collins United States

ISBN: (纸本)0897913647

Several recent code generators [4,5,6,8] use dagrewriting rules to accomplish both code generation and peephole optimization, and they compile these rules into hard code to generate code quickly. The chop system [6], for example, runs twice as fast as both pcc and the GNU C compiler gcc on a Sun 3/50 system and generates comparable code. These figures are for entire compilers;the code generators themselves run about seven times faster than comparable code generators. This paper describes a new system, currently under development, that further increases the speed of automatically-generated retargetable code generation. It offers two principal advantages over its predecessors.

关键词： Computer programming languages

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Register allocation by puzzle solving 08

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2008 acm sigplan conference on programming language design and implementation 2008, PLDI'08

作者： Pereira, Fernando Magno Quintão Palsberg, Jens UCLA Computer Science Department University of California Los Angeles United States

ISBN: (纸本)9781595938602

We show that register allocation can be viewed as solving a collection of puzzles. We model the register file as a puzzle board and the program variables as puzzle pieces;pre-coloring and register aliasing fit in naturally. For architectures such as PowerPC, x86, and StrongARM, we can solve the puzzles in polynomial time, and we have augmented the puzzle solver with a simple heuristic for spilling. For SPEC CPU2000, the compilation time of our implementation is as fast as that of the extended version of linear scan used by LLVM, which is the JIT compiler in the openGL stack of Mac OS 10.5. Our implementation produces x86 code that is of similar quality to the code produced by the slower, state-of-the-art iterated register coalescing of George and Appel with the extensions proposed by Smith, Ramsey, and Holloway in 2004. Copyright © 2008 acm.

关键词： Application programming interfaces (API)

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