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The design and implementation of Typed Scheme

The Design and Implementation of Typed Scheme

引用

35th acm-sigplan-SIGACT Symposium on Principles of programming languages

作者： Tobin-Hochstadt, Sam Felleisen, Matthias Northeastern Univ PLT Boston MA 02115 USA

ISBN: (纸本)9781595936899

When scripts in untyped languages grow into large programs, maintaining them becomes difficult. A lack of types in typical scripting languages means that programmers must (re)discover critical pieces of design information every time they wish to change a program. This analysis step both slows down the maintenance process and may even introduce mistakes due to the violation of undiscovered invariants. This paper presents Typed Scheme, an explicitly typed extension of an untyped scripting language. Its type system is based on the novel notion of occurrence typing, which we formalize and mechanically prove sound. The implementation of Typed Scheme additionally borrows elements from a range of approaches, including recursive types, true unions and subtyping, plus polymorphism combined with a modicum of local inference. Initial experiments with the implementation suggest that Typed Scheme naturally accommodates the programming style of the underlying scripting language, at least for the first few thousand lines of ported code. © 2008 acm.

关键词： Type Systems Scheme

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Reactive Probabilistic programming 2020

Reactive Probabilistic Programming

引用

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

作者： Baudart, Guillaume Mandel, Louis Atkinson, Eric Sherman, Benjamin Pouzet, Marc Carbin, Michael IBM Res MIT IBM Watson AI Lab Armonk NY 10504 USA MIT Cambridge MA 02139 USA PSL Res Univ Ecole Normale Super Paris France

ISBN: (纸本)9781450376136

Synchronous modeling is at the heart of programming languages like Lustre, Esterel, or SCADE used routinely for implementing safety critical control software, e.g., fly-by-wire and engine control in planes. However, to date these languages have had limited modern support for modeling uncertainty - probabilistic aspects of the software's environment or behavior - even though modeling uncertainty is a primary activity when designing a control system. In this paper we present ProbZelus the first synchronous probabilistic programming language. ProbZelus conservatively provides the facilities of a synchronous language to write control software, with probabilistic constructs to model uncertainties and perform inference-in-the-loop. We present the design and implementation of the language. We propose a measure-theoretic semantics of probabilistic stream functions and a simple type discipline to separate deterministic and probabilistic expressions. We demonstrate a semantics-preserving compilation into a first-order functional language that lends itself to a simple presentation of inference algorithms for streaming models. We also redesign the delayed sampling inference algorithm to provide efficient streaming inference. Together with an evaluation on several reactive applications, our results demonstrate that ProbZelus enables the design of reactive probabilistic applications and efficient, bounded memory inference.

关键词： Probabilistic programming Reactive programming Streaming inference Semantics Compilation

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Silq: A High-Level Quantum language with Safe Uncomputation and Intuitive Semantics 2020

Silq: A High-Level Quantum Language with Safe Uncomputation ...

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

作者： Bichsel, Benjamin Baader, Maximilian Gehr, Timon Vechev, Martin Swiss Fed Inst Technol Zurich Switzerland

ISBN: (纸本)9781450376136

Existing quantum languages force the programmer to work at a low level of abstraction leading to unintuitive and cluttered code. A fundamental reason is that dropping temporary values from the program state requires explicitly applying quantum operations that safely uncompute these values. We present Silq, the first quantum language that addresses this challenge by supporting safe, automatic uncomputation. This enables an intuitive semantics that implicitly drops temporary values, as in classical computation. To ensure physicality of Silq's semantics, its type system leverages novel annotations to reject unphysical programs. Our experimental evaluation demonstrates that Silq programs are not only easier to read and write, but also significantly shorter than equivalent programs in other quantum languages (on average -46% for Q#, -38% for Quipper), while using only half the number of quantum primitives.

关键词： Quantum language Uncomputation Semantics

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Synthesizing Transformations on Hierarchically Structured Data 16

Synthesizing Transformations on Hierarchically Structured Da...

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37th acm sigplan conference on programming language design and implementation

作者： Yaghmazadeh, Navid Klinger, Christian Dillig, Isil Chaudhuri, Swarat Univ Texas Austin Austin TX 78712 USA Univ Freiburg Freiburg Germany Rice Univ Houston TX 77251 USA

ISBN: (纸本)9781450342612

This paper presents a new approach for synthesizing transformations on tree-structured data, such as Unix directories and XML documents. We consider a general abstraction for such data, called hierarchical data trees (HDTs) and present a novel example-driven synthesis algorithm for HDT transformations. Our central insight is to reduce the problem of synthesizing tree transformers to the synthesis of list transformations that are applied to the paths of the tree. The synthesis problem over lists is solved using a new algorithm that combines SMT solving and decision tree learning. We have implemented our technique in a system called HADES and show that HADES can automatically synthesize a variety of interesting transformations collected from online forums.

关键词： languages Program synthesis programming by example data transformations

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The design of a virtual machine for Ada 80

The design of a virtual machine for Ada

引用

1980 acm-sigplan Symposium on Ada programming language, sigplan 1980

作者： Groves, L.J. Rogers, W.J. University of Waikato Hamilton New Zealand

ISBN: (纸本)0897910303

An implementation of Ada should be based on a machine-independent translater generating code for a Virtual Machine, which can be realised on a variety of machines. This approach, which leads to a high degree of compiler portability, has been very successful in a number of recent language implementation projects and is the approach which has been specified by the U.S. Army and Air Force in their requirements for Ada implementations. This paper discusses the rationale, requirements and design of such a Virtual Machine for Ada. The discussion concentrates on a number of fundamental areas in which problems arise: basic Virtual Machine structure, including Storage structure and addressing;data Storage and manipulation;flow of control;subprograms, blocks and exceptions;and task handling. © proceedings of the 1980 acm conference on LISP and Functional programming, LFP 1980. All rights reserved.

关键词： Virtual machine

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Component-Based Synthesis of Table Consolidation and Transformation Tasks from Examples 2017

Component-Based Synthesis of Table Consolidation and Transfo...

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38th acm sigplan conference on programming language design and implementation (PLDI)

作者： Feng, Yu Martins, Ruben Van Geffen, Jacob Dillig, Isil Chaudhuri, Swarat Univ Texas Austin Austin TX 78712 USA Rice Univ Houston TX 77251 USA

ISBN: (纸本)9781450349888

This paper presents a novel component-based synthesis algorithm that marries the power of type-directed search with lightweight SMT-based deduction and partial evaluation. Given a set of components together with their over-approximate first-order specifications, our method first generates a program sketch over a subset of the components and checks its feasibility using an SMT solver. Since a program sketch typically represents many concrete programs, the use of SMT-based deduction greatly increases the scalability of the algorithm. Once a feasible program sketch is found, our algorithm completes the sketch in a bottom-up fashion, using partial evaluation to further increase the power of deduction for rejecting partially-filled program sketches. We apply the proposed synthesis methodology for automating a large class of data preparation tasks that commonly arise in data science. We have evaluated our synthesis algorithm on dozens of data wrangling and consolidation tasks obtained from on-line forums, and we show that our approach can automatically solve a large class of problems encountered by R users.

关键词： Program synthesis programming by example data preparation Component-based synthesis SMT-based deduction

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Effective sign extension elimination 02

Effective sign extension elimination

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conference on programming language design and implementation (PLDI 02)

作者： Kawahito, M Komatsu, H Nakatani, T IBM Tokyo Res Lab Kanagawa 2428502 Japan

ISBN: (纸本)9781581134636

Computer designs are shifting from 32-bit architectures to 64-bit architectures, while most of the programs available today are still designed for 32-bit architectures, Java(TM), for example, specifies the frequently used "int" as a 32-bit data type. If such Java programs are executed on a 64-bit architecture, many 32-bit values must be sign-extended to 64-bit values for integer operations. This causes serious performance overhead. In this paper, we present a fast and effective algorithm for eliminating sign extensions. We implemented this algorithm in the IBM Java Just-in-Time (JIT) compiler for IA-64(TM). Our experimental results show that our algorithm effectively eliminates the majority of sign extensions, They also show that it significantly improves performance, while it increases JIT compilation time by only 0.11%. We implemented our algorithm for programs in Java, but it can be applied to any language requiring sign extensions.

关键词： algorithms performance design experimentation sign extension 64-bit architectures Java JIT compilers IA-64

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Compiling Stan to Generative Probabilistic languages and Extension to Deep Probabilistic programming 2021

Compiling Stan to Generative Probabilistic Languages and Ext...

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42nd acm sigplan International conference on programming language design and implementation (PLDI)

作者： Baudart, Guillaume Burroni, Javier Hirzel, Martin Mandel, Louis Shinnar, Avraham PSL Univ Ecole Normale Super INRIA Paris Paris France UMass Amherst Amherst MA USA IBM Res MIT IBM Watson AI Lab Armonk NY USA

ISBN: (纸本)9781450383912

Stan is a probabilistic programming language that is popular in the statistics community, with a high-level syntax for expressing probabilistic models. Stan differs by nature from generative probabilistic programming languages like Church, Anglican, or Pyro. This paper presents a comprehensive compilation scheme to compile any Stan model to a generative language and proves its correctness. We use our compilation scheme to build two new backends for the Stanc3 compiler targeting Pyro and NumPyro. Experimental results show that the NumPyro backend yields a 2.3x speedup compared to Stan in geometric mean over 26 benchmarks. Building on Pyro we extend Stan with support for explicit variational inference guides and deep probabilistic models. That way, users familiar with Stan get access to new features without having to learn a fundamentally new language.

关键词： Probabilistic programming Semantics Stan Pyro

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The Essence of Bluespec A Core language for Rule-Based Hardware design 2020

The Essence of Bluespec A Core Language for Rule-Based Hardw...

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

作者： Bourgeat, Thomas Pit-Claudel, Clement Chlipala, Adam Arvind MIT CSAIL 77 Massachusetts Ave Cambridge MA 02139 USA

ISBN: (纸本)9781450376136

The Bluespec hardware-description language presents a significantly higher-level view than hardware engineers are used to, exposing a simpler concurrency model that promotes formal proof, without compromising on performance of compiled circuits. Unfortunately, the cost model of Bluespec has been unclear, with performance details depending on a mix of user hints and opaque static analysis of potential concurrency conflicts within a design. In this paper we present Koika, a derivative of Bluespec that preserves its desirable properties and yet gives direct control over the scheduling decisions that determine performance. Koika has a novel and deterministic operational semantics that uses dynamic analysis to avoid concurrency anomalies. Our implementation includes Coq definitions of syntax, semantics, key metatheorems, and a verified compiler to circuits. We argue that most of the extra circuitry required for dynamic analysis can be eliminated by compile-time BSV-style static analysis.

关键词： HDL Semantics Compiler Correctness

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Defining the Undefinedness of C 15

Defining the Undefinedness of C

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36th acm sigplan conference on programming language design and implementation

作者： Hathhorn, Chris Ellison, Chucky Rosu, Grigore Univ Missouri Columbia MO 65211 USA Univ Illinois Urbana IL 61801 USA

ISBN: (纸本)9781450334686

We present a "negative" semantics of the C11 language-a semantics that does not just give meaning to correct programs, but also rejects undefined programs. We investigate undefined behavior in C and discuss the techniques and special considerations needed for formally specifying it. We have used these techniques to modify and extend a semantics of C into one that captures undefined behavior. The amount of semantic infrastructure and effort required to achieve this was unexpectedly high, in the end nearly doubling the size of the original semantics. From our semantics, we have automatically extracted an undefinedness checker, which we evaluate against other popular analysis tools, using our own test suite in addition to a third-party test suite. Our checker is capable of detecting examples of all 77 categories of core language undefinedness appearing in the C11 standard, more than any other tool we considered. Based on this evaluation, we argue that our work is the most comprehensive and complete semantic treatment of undefined behavior in C, and thus of the C language itself.

关键词： Undefined behavior programming language semantics C11 K Framework

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