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Guard the Cache: Dispatch Optimization in a Contextual Role-oriented language 14

Guard the Cache: Dispatch Optimization in a Contextual Role-...

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14th International Workshop on Context-Oriented programming and Advanced Modularity, COP 2022 - Co-located with ECOOP 2022

作者： Schütze, Lars Kummer, Cornelius Castrillon, Jeronimo Technische Universität Dresden Compiler Construction Dresden Germany Technische Universität Dresden Dresden Germany

ISBN: (纸本)9781450399869

Adaptive programming models are increasingly important as context-dependent software conquers more domains. One such a model is role-oriented programming where behavioral changes are implemented by objects playing and renouncing roles. As with other adaptive models, the overhead introduced by source code adaptations is a major showstopper for role-oriented programs. This is in part because the optimizations of object-oriented virtual machines (VMs) do not provide the same performance gains when applied to role-oriented programs. Recently, dispatch plans have been shown to enable optimizations beyond those in VMs, thereby improving the performance of role programs with low variability. This paper introduces guarded dispatch plans, an extension of dispatch plans with a context-aware guarding mechanism that allows reuse in high-variability scenarios. Fine-grained guards use run-time feedback to partially reuse dispatch plans across call sites when contexts are changing. We present an algorithm to construct and compose guarded dispatch plans and provide a reference implementation of the approach. We show that our approach is able to gracefully degrade into a default dispatch approach when variability increases. The implementation is evaluated with synthetic benchmarks capturing different characteristics. Compared to the state-of-the-art implementation in ObjectTeams we achieved a mean speedup of 3.3 × in static cases, 3.0 × at low variability and the same performance in highly dynamic cases. © 2022 acm.

关键词： Object oriented programming

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SOAP 2021 - Proceedings of the 10th acm sigplan International Workshop on the State of the Art in Program Analysis, co-located with PLDI 2021

SOAP 2021 - Proceedings of the 10th ACM SIGPLAN Internationa...

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10th acm sigplan International Workshop on the State Of the Art in Program Analysis, SOAP 2021, co-located with the 42nd acm sigplan International conference on programming language design and implementation, PLDI 2021

ISBN: (纸本)9781450384681

The proceedings contain 8 papers. The topics discussed include: static analysis for dummies: experiencing LiSA;security and quality: two sides of the same coin?;program analysis for reversible languages;PerfLens: a data-driven performance bug detection and fix platform;Weldr: fusing binaries for simplified analysis;multi-language static code analysis on the LARA framework;serialization-aware call graph construction;and scalable string analysis: an experience report.

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A Full-Stack Search Technique for Domain Optimized Deep Learning Accelerators 27

A Full-Stack Search Technique for Domain Optimized Deep Lear...

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27th acm International conference on Architectural Support for programming languages and Operating Systems (ASPLOS)

作者： Zhang, Dan Huda, Safeen Songhori, Ebrahim Prabhu, Kartik Quoc Le Goldie, Anna Mirhoseini, Azalia Google Brain Mountain View CA 94043 USA Google Sunnyvale CA USA Stanford Univ Stanford CA 94305 USA

ISBN: (纸本)9781450392051

The rapidly-changing deep learning landscape presents a unique opportunity for building inference accelerators optimized for specific datacenter-scale workloads. We propose Full-stack Accelerator Search Technique (FAST), a hardware accelerator search framework that defines a broad optimization environment covering key design decisions within the hardware-software stack, including hardware data-path, software scheduling, and compiler passes such as operation fusion and tensor padding. In this paper, we analyze bottlenecks in state-of-the-art vision and natural language processing (NLP) models, including EfficientNet [91] and BERT [19], and use FAST to design accelerators capable of addressing these bottlenecks. FAST-generated accelerators optimized for single workloads improve Perf/TDP by 3.7x on average across all benchmarks compared to TPU-v3. AFAST-generated accelerator optimized for serving a suite of workloads improves Perf/TDP by 2.4x on average compared to TPU-v3. Our return on investment analysis shows that FAST-generated accelerators can potentially be practical for moderate-sized datacenter deployments.

关键词： machine learning tensor processing unit hardware-software code-sign design space exploration operation fusion

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design and implementation of an IoT-Based Surveillance System using Raspberry Pi, Camera, and Motion Sensor 23

Design and Implementation of an IoT-Based Surveillance Syste...

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7th International conference on E-Commerce, E-Business and E-Government, ICEEG 2023

作者： Chaichana, Kaveepon Netinant, Paniti Pukdesree, Sorapak College of Digital Innovation Technology Rangsit University Thailand Faculty of Digital Innovation Technology Bangkok University Thailand

ISBN: (纸本)9798400708398

Integrating the internet of things (IoT) technology has played a crucial role in developing smart devices such as smartphones, automobiles, smart homes, and artificial intelligence. As a result, researchers have investigated IoT-based home security system development. This research aims to create a system that uses Raspberry Pi, a small computer board, and various sensors to detect intruders and notify users via the internet. The Python programming language and OpenCV library were used to develop the system, which uses a camera and PIR (Passive Infrared Sensor) to detect faces and motion, respectively. The proposed system is designed to monitor specific areas and can be implemented in future home security innovations. In addition, the system sends notifications to users via Line Notify, enabling developers to send messages to LINE users via an API, thereby enhancing the security of homeowners. Utilizing the capabilities of IoT technology, the results of this study are to develop a cost-effective and efficient home security solution. © 2023 acm.

关键词： Internet of things

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The W-CALCULUS: A Synchronous Framework for the Verified Modelling of Digital Signal Processing Algorithms 9

The W-CALCULUS: A Synchronous Framework for the Verified Mod...

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9th acm sigplan International Workshop on Functional Art, Music, Modelling, and design (FARM)

作者： Arias, Emilio Jesus Gallego Jouvelot, Pierre Ribstein, Sylvain Desblancs, Dorian Inria Paris Equipe R2 Paris France PSL Univ MINES ParisTech Paris France Ecole Normale Super Paris Saclay Paris France

ISBN: (纸本)9781450386135

We introduce the W-CALCULUS, an extension of the call-by-value lambda-calculus with synchronous semantics, designed to be flexible enough to capture different implementation forms of Digital Signal Processing algorithms, while permitting a direct embedding into the Coq proof assistant for mechanized formal verification. In particular, we are interested in the different implementations of classical DSP algorithms such as audio filters and resonators, and their associated high-level properties such as Linear Time-invariance. We describe the syntax and denotational semantics of the W-CALCULUS, providing a Coq implementation. As a first application of the mechanized semantics, we prove that every program expressed in a restricted syntactic subset of W is linear time-invariant, by means of a characterization of the property using logical relations. This first semantics, while convenient for mechanized reasoning, is still not useful in practice as it requires re-computation of previous steps. To improve on that, we develop an imperative version of the semantics that avoids recomputation of prior stream states. We empirically evaluate the performance of the imperative semantics using a staged interpreter written in OCaml, which, for an input program in W, produces a specialized OCaml program, which is then fed to the optimizing OCaml compiler. The approach provides a convenient path from the high-level semantical description to low-level efficient code.

关键词： Digital Signal Processing programming language Semantics Synchronous programming Formal Verification Linear Time-invariance

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HACCLE: Metaprogramming for Secure Multi-Party Computation 2021

HACCLE: Metaprogramming for Secure Multi-Party Computation

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20th acm sigplan International conference on Generative programming: Concepts and Experiences (GPCE)

作者： Bao, Yuyan Sundararajah, Kirshanthan Malik, Raghav Ye, Qianchuan Wagner, Christopher Jaber, Nouraldin Wang, Fei Ameri, Mohammad Hassan Lu, Donghang Seto, Alexander Delaware, Benjamin Samanta, Roopsha Kate, Aniket Garman, Christina Blocki, Jeremiah Letourneau, Pierre-David Meister, Benoit Springer, Jonathan Rompf, Tiark Kulkarni, Milind Univ Waterloo Waterloo ON Canada Purdue Univ W Lafayette IN 47907 USA Reservoir Labs New York NY USA

ISBN: (纸本)9781450391122

Cryptographic techniques have the potential to enable distrusting parties to collaborate in fundamentally new ways, but their practical implementation poses numerous challenges. An important class of such cryptographic techniques is known as Secure Multi-Party Computation (MPC). Developing Secure MPC applications in realistic scenarios requires extensive knowledge spanning multiple areas of cryptography and systems. And while the steps to arrive at a solution for a particular application are often straightforward, it remains difficult to make the implementation efficient, and tedious to apply those same steps to a slightly different application from scratch. Hence, it is an important problem to design platforms for implementing Secure MPC applications with minimum effort and using techniques accessible to non-experts in cryptography. In this paper, we present the HACCLE (High Assurance Compositional Cryptography: languages and Environments) toolchain, specifically targeted to MPC applications. HACCLE contains an embedded domain-specific language Harpoon, for software developers without cryptographic expertise to write MPC-based programs, and uses Lightweight Modular Staging (LMS) for code generation. Harpoon programs are compiled into acyclic circuits represented in HACCLE's Intermediate Representation (HIR) that serves as an abstraction over different cryptographic protocols such as secret sharing, homomorphic encryption, or garbled circuits. implementations of different cryptographic protocols serve as different backends of our toolchain. The extensible design of HIR allows cryptographic experts to plug in new primitives and protocols to realize computation. And the use of standard metaprogramming techniques lowers the development effort significantly. We have implemented Harpoon and HACCLE, and used them to program interesting applications (e.g., secure auction) and key computation components of Secure MPC applications (e.g., matrix-vector multiplication and merg

关键词： metaprogramming domain-specific language secure multi-party computation

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MARCER: Multimodal Augmented Reality for Composing and Executing Robot Tasks 25

MARCER: Multimodal Augmented Reality for Composing and Execu...

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acm/IEEE International conference on Human-Robot Interaction (HRI)

作者： Bryce Ikeda Maitrey Gramopadhye LillyAnn Nekervis Daniel Szafir Department of Computer Science University of North Carolina at Chapel Hill Chapel Hill NC USA

ISBN: (数字)9798350378931

ISBN: (纸本)9798350378948

In this work, we combine the strengths of humans and robots by developing MARCER, a novel interactive and multimodal end-user robot programming system. MARCER utilizes a Large language Model to translate users' natural language task descriptions and environmental context into Action Plans for robot execution, based on a trigger-action programming paradigm that facilitates authoring reactive robot behaviors. MARCER also affords interaction via augmented reality to help users parameterize and validate robot programs and provide real-time, visual previews and feedback directly in the context of the robot's operating environment. We present the design, implementation, and evaluation of MARCER to explore the usability of such systems and demonstrate how trigger-action programming, Large language Models, and augmented reality hold deep-seated synergies that, when combined, empower users to program general-purpose robots to perform everyday tasks.

关键词： Visualization Translation Large language models Refining Human-robot interaction Real-time systems Natural language processing Usability Augmented reality Robot programming

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WasmAndroid: A Cross-Platform Runtime for Native programming languages on Android (WIP Paper) 2021

WasmAndroid: A Cross-Platform Runtime for Native Programming...

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22nd acm sigplan/SIGBED International conference on languages, Compilers, and Tools for Embedded Systems (LCTES)

作者： Wen, Elliott Weber, Gerald Nanayakkara, Suranga Univ Auckland Auckland New Zealand

ISBN: (纸本)9781450384728

Open-source hardware such as RISC-V has been gaining substantial momentum. Recently, they have begun to embrace Google's Android operating system to leverage its software ecosystem. Despite the encouraging progress, a challenging issue arises: a majority of Android applications are written in native languages and need to be recompiled to target new hardware platforms. Unfortunately, this recompilation process is not scalable because of the explosion of new hardware platforms. To address this issue, we present WasmAndroid, a high-performance cross-platform runtime for native programming languages on Android. WasmAndroid only requires developers to compile their source code to WebAssembly, an efficient and portable bytecode format that can be executed everywhere without additional reconfiguration. WasmAndroid can also trans-pile existing application binaries to WebAssembly when source code is not available. WebAssembly's language model is very different from C/C++ and this mismatch leads to many unique implementation challenges. In this paper, we provide workable solutions and conduct a preliminary system evaluation. We show that WasmAndroid provides acceptable performance to execute native applications in a cross-platform manner.

关键词： WebAssembly RISC-V Mobile Portability

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***: (A)Synchronous Reactive Web programming 2020

***: (A)Synchronous Reactive Web Programming

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41st acm sigplan conference on programming language design and implementation (PLDI)

作者： Berry, Gerard Serrano, Manuel Coll France Paris France UCA INRIA Sophia Antipolis France

ISBN: (纸本)9781450376136

We present ***, a synchronous reactive language that adds synchronous concurrency and preemption to JavaScript. Inspired from Esterel, *** simplifies the programming of non-trivial temporal behaviors as found in complex web interfaces or IoT controllers and the cooperation between synchronous and asynchronous activities. *** is compiled into plain sequential JavaScript and executes on unmodified runtime environments. We use three examples to present and discuss ***: a simple web login form to introduce the language and show how it differs from JavaScript, and two real life examples, a medical prescription pillbox and an interactive music system that show why concurrency and preemption help programming such temporal applications.

关键词： Reactive programming Synchronous programming Web programming JavaScript

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design and implementation of VSTO-based Online Compilation Teaching System for C language 22

Design and Implementation of VSTO-based Online Compilation T...

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5th International conference on Computer Science and Software Engineering, CSSE 2022

作者： Yu, Xiya Zhang, Xuetao Shi, Yuanyuan Wu, Changping Li, Xianhe Academic Staff Office Tongda College of Nanjing University of Posts & Telecommunications China College of Computer Engineering Tongda College of Nanjing University of Posts & Telecommunications China

ISBN: (纸本)9781450397780

C programming is a compulsory general education course for science and technology majors in colleges and universities, and its importance is self-evident. At present, the teaching mode of C language in colleges and universities generally has the code lecture according to the text, teachers usually use PowerPoint to explain classroom knowledge, code demonstration needs to operate several software at the same time, the operation process is tedious, the performance of teaching computer is a great challenge, the classroom efficiency is affected. In order to solve the above teaching problems, it is necessary to develop a system based on VSTO's PowerPoint technology development and Spring Boot framework for C online compilation and running. The system enables PowerPoint to compile and run online in C language, which can effectively solve the problem of complicated operation of C language compiler in classroom. The system design uses Spring Boot framework to write the interaction logic, MySQL database for the data layer, Docker container for system resource virtualization and program isolation, and Nginx for front-end load balancing to improve the concurrent processing capability. The design and operation of the C online compilation system embedded in PowerPoint is studied and analyzed to achieve the goal of security and high concurrency, which will positively contribute to the progress of teaching programming courses. © 2022 acm.

关键词： Curricula

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