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Synthesizing Transformations on Hierarchically Structured Data

acm sigplan NOTICES 2016年第6期51卷 508-521页

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

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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PLDI 2014 - Proceedings of the 2014 acm sigplan conference on programming language design and implementation

PLDI 2014 - Proceedings of the 2014 ACM SIGPLAN Conference o...

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35th acm sigplan conference on programming language design and implementation, PLDI 2014

ISBN: (纸本)9781450327848

the proceedings contain 56 papers. the topics discussed include: test-driven repair of data races in structured parallel programs;atomicity refinement for verified compilation;herding cats: modeling, simulation, testing, and data-mining for weak memory;stochastic optimization of floating-point programs using tunable precision;a framework for enhancing data reuse via associative reordering;first-class runtime generation of high-performance types using exotypes;optimal inference of fields in row-polymorphic records;expressing and verifying probabilistic assertions;compositional solution space quantification for probabilistic software analysis;slicing probabilistic programs;adaptive, efficient parallel execution of parallel programs differentiation;globally precise-restartable execution of parallel programs;and accurate application progress analysis for large-scale parallel debugging.

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Type-and-Example-Directed Program Synthesis 15

Type-and-Example-Directed Program Synthesis

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36th acm sigplan conference on programming language design and implementation

作者： Osera, Peter-Michael Zdancewic, Steve Univ Penn Philadelphia PA 19104 USA

ISBN: (纸本)9781450334686

this paper presents an algorithm for synthesizing recursive functions that process algebraic datatypes. It is founded on proof-theoretic techniques that exploit both type information and input-output examples to prune the search space. the algorithm uses refinement trees, a data structure that succinctly represents constraints on the shape of generated code. We evaluate the algorithm by using a prototype implementation to synthesize more than 40 benchmarks and several non-trivial larger examples. Our results demonstrate that the approach meets or outperforms the state-of-the-art for this domain, in terms of synthesis time or attainable size of the generated programs.

关键词： languages theory Functional programming Proof Search Program Synthesis Type theory

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Event-Driven Network programming

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acm sigplan NOTICES 2016年第6期51卷 369-385页

作者： McClurg, Jedidiah Hojjat, Hossein Foster, Nate Cerny, Pavol CU Boulder Boulder CO 80309 USA Cornell Univ Ithaca NY 14853 USA

Software-defined networking (SDN) programs must simultaneously describe static forwarding behavior and dynamic updates in response to events. Event-driven updates are critical to get right, but difficult to implement correctly due to the high degree of concurrency in networks. Existing SDN platforms offer weak guarantees that can break application invariants, leading to problems such as dropped packets, degraded performance, security violations, etc. this paper introduces event-driven consistent updates that are guaranteed to preserve well-defined behaviors when transitioning between configurations in response to events. We propose network event structures (NESs) to model constraints on updates, such as which events can be enabled simultaneously and causal dependencies between events. We define an extension of the NetKAT language with mutable state, give semantics to stateful programs using NESs, and discuss provably-correct strategies for implementing NESs in SDNs. Finally, we evaluate our approach empirically, demonstrating that it gives well-defined consistency guarantees while avoiding expensive synchronization and packet buffering.

关键词： network update consistent update event structure software-defined networking SDN NetKAT

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Profile- Guided Meta-programming 15

Profile- Guided Meta-Programming

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36th acm sigplan conference on programming language design and implementation

作者： Bowman, William J. Miller, Swaha St-Amour, Vincent Dybvig, R. Kent Northeastern Univ Boston MA 02115 USA Cisco Syst Inc San Jose CA USA

ISBN: (纸本)9781450334686

Contemporary compiler systems such as GCC,. NET, and LLVM incorporate profile-guided optimizations (PGOs) on low-level intermediate code and basic blocks, with impressive results over purely static heuristics. Recent work shows that profile information is also useful for performing source-to-source optimizations via meta-programming. For example, using profiling information to inform decisions about data structures and algorithms can potentially lead to asymptotic improvements in performance. We present a design for profile-guided meta-programming in a general-purpose meta-programming system. Our design is parametric over the particular profiler and meta-programming system. We implement this design in two different meta-programming systems-the syntactic extensions systems of Chez Scheme and Racket- and provide several profile-guided meta-programs as usability case studies.

关键词： design Performance languages Optimization profiling profile-guided optimization PGO meta-programming

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Program Synthesis from Polymorphic Refinement Types

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acm sigplan NOTICES 2016年第6期51卷 522-538页

作者： Polikarpova, Nadia Kuraj, Ivan Solar-Lezama, Armando MIT CSAIL Cambridge MA USA

We present a method for synthesizing recursive functions that provably satisfy a given specification in the form of a polymorphic refinement type. We observe that such specifications are particularly suitable for program synthesis for two reasons. First, they offer a unique combination of expressive power and decidability, which enables automatic verification-and hence synthesis-of nontrivial programs. Second, a type-based specification for a program can often be effectively decomposed into independent specifications for its components, causing the synthesizer to consider fewer component combinations and leading to a combinatorial reduction in the size of the search space. At the core of our synthesis procedure is a newalgorithm for refinement type checking, which supports specification decomposition. We have evaluated our prototype implementation on a large set of synthesis problems and found that it exceeds the state of the art in terms of both scalability and usability. the tool was able to synthesize more complex programs than those reported in prior work (several sorting algorithms and operations on balanced search trees), as well as most of the benchmarks tackled by existing synthesizers, often starting from a more concise and intuitive user input.

关键词： languages Verification Program Synthesis Functional programming Refinement Types Predicate Abstraction

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Higher-Order and Tuple-Based Massively-Parallel Prefix Sums

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acm sigplan NOTICES 2016年第6期51卷 539-552页

作者： Maleki, Sepideh Yang, Annie Burtscher, Martin Texas State Univ Dept Comp Sci San Marcos TX 78666 USA

Prefix sums are an important parallel primitive, especially in massively-parallel programs. this paper discusses two orthogonal generalizations thereof, which we call higher-order and tuple-based prefix sums. Moreover, it describes and evaluates SAM, a GPU-friendly algorithm for computing prefix sums and other scans that directly supports higher orders and tuple values. Its templated CUDA implementation unifies all of these computations in a single 100-statement kernel. SAM is communication-efficient in the sense that it minimizes main-memory accesses. When computing prefix sums of a million or more values, it outperforms thrust and CUDPP on both a Titan X and a K40 GPU. On the Titan X, SAM reaches memory-copy speeds for large input sizes, which cannot be surpassed. SAM outperforms CUB, the currently fastest conventional prefix sum implementation, by up to a factor of 2.9 on eighth-order prefix sums and by up to a factor of 2.6 on eight-tuple prefix sums.

关键词： Algorithms Performance design Higher-order prefix sums tuple-based prefix sums carry propagation GPU programming

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Relaxing Safely: Verified On-the-Fly Garbage Collection for x86-TSO 15

Relaxing Safely: Verified On-the-Fly Garbage Collection for ...

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36th acm sigplan conference on programming language design and implementation

作者： Gammie, Peter Hosking, Antony L. Engelhardt, Kai Purdue Univ W Lafayette IN 47907 USA UNSW Sydney NSW Australia

ISBN: (纸本)9781450334686

We report on a machine-checked verification of safety for a state-of-the-art, on-the-fly, concurrent, mark-sweep garbage collector that is designed for multi-core architectures with weak memory consistency. the proof explicitly incorporates the relaxed memory semantics of x86 multiprocessors. To our knowledge, this is the first fully machine-checked proof of safety for such a garbage collector. We couch the proof in a framework that system implementers will find appealing, with the fundamental components of the system specified in a simple and intuitive programming language. the abstract model is detailed enough for its correspondence with an assembly language implementation to be straightforward.

关键词： Algorithms design languages Reliability Verification formal verification machine-checked proof relaxed memory TSO

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GreenWeb: language Extensions for Energy-Efficient Mobile Web Computing

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acm sigplan NOTICES 2016年第6期51卷 145-160页

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

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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A Distributed OpenCL Framework using Redundant Computation and Data Replication

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acm sigplan NOTICES 2016年第6期51卷 553-569页

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

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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