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Gleipnir: Toward Practical Error Analysis for Quantum Programs 2021

Gleipnir: Toward Practical Error Analysis for Quantum Progra...

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

作者： Tao, Runzhou Shi, Yunong Yao, Jianan Hui, John Chong, Frederic T. Gu, Ronghui Columbia Univ New York NY 10027 USA Univ Chicago Chicago IL 60637 USA Amazon New York NY USA Supertech Chicago IL USA Quantum Circuits Inc Chicago IL USA

ISBN: (纸本)9781450383912

Practical error analysis is essential for the design, optimization, and evaluation of Noisy Intermediate-Scale Quantum(NISQ) computing. However, bounding errors in quantum programs is a grand challenge, because the effects of quantum errors depend on exponentially large quantum states. In this work, we present Gleipnir, a novel methodology toward practically computing verified error bounds in quantum programs. Gleipnir introduces the ((rho) over cap,delta)-diamond norm, an error metric constrained by a quantum predicate consisting of the approximate state (rho) over cap and its distance d to the ideal state rho?. This predicate ((rho) over cap,delta) can be computed adaptively using tensor networks based on the Matrix Product States. Gleipnir features a lightweight logic for reasoning about error bounds in noisy quantum programs, based on the ((rho) over cap,delta)-diamond norm metric. Our experimental results show that Gleipnir is able to efficiently generate tight error bounds for real-world quantum programs with 10 to 100 qubits, and can be used to evaluate the error mitigation performance of quantum compiler transformations.

关键词： quantum programming error analysis approximate computing

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RefinedC: Automating the Foundational Verification of C Code with Refined Ownership Types 2021

RefinedC: Automating the Foundational Verification of C Code...

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

作者： Sammler, Michael Lepigre, Rodolphe Krebbers, Robbert Memarian, Kayvan Dreyer, Derek Garg, Deepak MPI SWS Saarbrucken Germany Radboud Univ Nijmegen Nijmegen Netherlands Univ Cambridge Cambridge England

ISBN: (纸本)9781450383912

Given the central role that C continues to play in systems software, and the difficulty of writing safe and correct C code, it remains a grand challenge to develop effective formal methods for verifying C programs. In this paper, we propose a new approach to this problem: a type system we call RefinedC, which combines ownership types (for modular reasoning about shared state and concurrency) with refinement types (for encoding precise invariants on C data types and Hoare-style specifications for C functions). RefinedC is both automated (requiring minimal user intervention) and foundational (producing a proof of program correctness in Coq), while at the same time handling a range of low-level programming idioms such as pointer arithmetic. In particular, following the approach of RustBelt, the soundness of the RefinedC type system is justified semantically by interpretation into the Coq-based Iris framework for higherorder concurrent separation logic. However, the typing rules of RefinedC are also designed to be encodable in a new "separation logic programmingz language we call Lithium. By restricting to a carefully chosen (yet expressive) fragment of separation logic, Lithium supports predictable, automatic, goal-directed proof search without backtracking. We demonstrate the effectiveness of RefinedC on a range of representative examples of C code.

关键词： C programming language separation logic ownership types refinement types proof automation Iris Coq

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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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Synthesizing Data Structure Refinements from Integrity Constraints 2021

Synthesizing Data Structure Refinements from Integrity Const...

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

作者： Pailoor, Shankara Wang, Yuepeng Wang, Xinyu Dillig, Isil Univ Texas Austin Austin TX 78712 USA Univ Penn Philadelphia PA 19104 USA Univ Michigan Ann Arbor MI 48109 USA

ISBN: (纸本)9781450383912

implementations of many data structures use several correlated fields to improve their performance;however, inconsistencies between these fields can be a source of serious program errors. To address this problem, we propose a new technique for automatically refining data structures from integrity constraints. In particular, consider a data structure D with fields F and methods M, as well as a new set of auxiliary fields F' that should be added to D. Given this input and an integrity constraint Phi relating F and F', our method automatically generates a refinement of.. that satisfies the provided integrity constraint. Our method is based on a modular instantiation of the CEGIS paradigm and uses a novel inductive synthesizer that augments top-down search with three key ideas. First, it computes necessary preconditions of partial programs to dramatically prune its search space. Second, it augments the grammar with promising new productions by leveraging the computed preconditions. Third, it guides top-down search using a probabilistic context-free grammar obtained by statically analyzing the integrity checking function and the original code base. We evaluated our method on 25 data structures from popular Java projects and show that our method can successfully refine 23 of them. We also compare our method against two state-of-the-art synthesis tools and perform an ablation study to justify our design choices. Our evaluation shows that (1) our method is successful at refining many data structure implementations in the wild, (2) it advances the state-of-the-art in synthesis, and (3) our proposed ideas are crucial for making this technique practical.

关键词： programming languages Program Synthesis Data structure refinement

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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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λPSI: Exact Inference for Higher-Order Probabilistic Programs 2020

λPSI: Exact Inference for Higher-Order Probabilistic Progra...

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

作者： Gehr, Timon Steffen, Samuel Vechev, Martin Swiss Fed Inst Technol Zurich Switzerland

ISBN: (纸本)9781450376136

We present lambda PSI, the first probabilistic programming language and system that supports higher-order exact inference for probabilistic programs with first-class functions, nested inference and discrete, continuous and mixed random variables. lambda PSI's solver is based on symbolic reasoning and computes the exact distribution represented by a program. We show that lambda PSI is practically effective-it automatically computes exact distributions for a number of interesting applications, from rational agents to information theory, many of which could so far only be handled approximately.

关键词： Probabilistic programming Exact Higher-order

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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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Reactive Probabilistic programming 2020

Reactive Probabilistic Programming

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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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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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From Folklore to Fact: Comparing implementations of Stacks and Continuations 2020

From Folklore to Fact: Comparing Implementations of Stacks a...

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

作者： Farvardin, Kavon Reppy, John Univ Chicago Comp Sci Chicago IL 60637 USA

ISBN: (纸本)9781450376136

The efficient implementation of function calls and non-local control transfers is a critical part of modern language implementations and is important in the implementation of everything from recursion, higher-order functions, concurrency and coroutines, to task-based parallelism. In a compiler, these features can be supported by a variety of mechanisms, including call stacks, segmented stacks, and heap-allocated continuation closures. An implementor of a high-level language with advanced control features might ask the question lwhat is the best choice for my implementation?z Unfortunately, the current literature does not provide much guidance, since previous studies suffer from various flaws in methodology and are outdated for modern hardware. In the absence of recent, well-normalized measurements and a holistic overview of their implementation specifics, the path of least resistance when choosing a strategy is to trust folklore, but the folklore is also suspect. This paper attempts to remedy this situation by providing an lapples-to-applesz comparison of six different approaches to implementing call stacks and continuations. This comparison uses the same source language, compiler pipeline, LLVM-backend, and runtime system, with the only differences being those required by the differences in implementation strategy. We compare the implementation challenges of the different approaches, their sequential performance, and their suitability to support advanced control mechanisms, including supporting heavily threaded code. In addition to the comparison of implementation strategies, the paper's contributions also include a number of useful implementation techniques that we discovered along the way.

关键词： Call stacks Concurrency Continuations Compilers Functional programming

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