skip to main content
US FlagAn official website of the United States government
dot gov icon
Official websites use .gov
A .gov website belongs to an official government organization in the United States.
https lock icon
Secure .gov websites use HTTPS
A lock ( lock ) or https:// means you've safely connected to the .gov website. Share sensitive information only on official, secure websites.


Title: A multiparty session typing discipline for fault-tolerant event-driven distributed programming
This paper presents a formulation of multiparty session types (MPSTs) for practical fault-tolerant distributed programming. We tackle the challenges faced by session types in the context of distributed systems involving asynchronous and concurrent partial failures – such as supporting dynamic replacement of failed parties and retrying failed protocol segments in an ongoing multiparty session – in the presence of unreliable failure detection. Key to our approach is that we develop a novel model of event-driven concurrency for multiparty sessions. Inspired by real-world practices, it enables us to unify the session-typed handling of regular I/O events with failure handling and the combination of features needed to express practical fault-tolerant protocols. Moreover, the characteristics of our model allow us to prove a global progress property for well-typed processes engaged in multiple concurrent sessions, which does not hold in traditional MPST systems. To demonstrate its practicality, we implement our framework as a toolchain and runtime for Scala, and use it to specify and implement a session-typed version of the cluster management system of the industrial-strength Apache Spark data analytics framework. Our session-typed cluster manager composes with other vanilla Spark components to give a functioning Spark runtime; e.g., it can execute existing third-party Spark applications without code modification. A performance evaluation using the TPC-H benchmark shows our prototype implementation incurs an average overhead below 10%.  more » « less
Award ID(s):
1749539
PAR ID:
10603438
Author(s) / Creator(s):
 ;  ;  ;  
Publisher / Repository:
Association for Computing Machinery (ACM)
Date Published:
Journal Name:
Proceedings of the ACM on Programming Languages
Volume:
5
Issue:
OOPSLA
ISSN:
2475-1421
Format(s):
Medium: X Size: p. 1-30
Size(s):
p. 1-30
Sponsoring Org:
National Science Foundation
More Like this
  1. Shared session types generalize the Curry-Howard correspondence between intuitionistic linear logic and the session-typed pi-calculus with adjoint modalities that mediate between linear and shared session types, giving rise to a programming model where shared channels must be used according to a locking discipline of acquire-release. While this generalization greatly increases the range of programs that can be written, the gain in expressiveness comes at the cost of deadlock-freedom, a property which holds for many linear session type systems. In this paper, we develop a type system for logically-shared sessions in which types capture not only the interactive behavior of processes but also constrain the order of resources (i.e., shared processes) they may acquire. This type-level information is then used to rule out cyclic dependencies among acquires and synchronization points, resulting in a system that ensures deadlock-free communication for well-typed processes in the presence of shared sessions, higher-order channel passing, and recursive processes. We illustrate our approach on a series of examples, showing that it rules out deadlocks in circular networks of both shared and linear recursive processes, while still being permissive enough to type concurrent implementations of shared imperative data structures as processes. 
    more » « less
  2. Secret sharing is an essential tool for many distributed applications, including distributed key generation and multiparty computation. For many practical applications, we would like to tolerate network churn, meaning participants can dynamically enter and leave the pool of protocol participants as they please. Such protocols, called Dynamic-committee Proactive Secret Sharing (DPSS) have recently been studied; however, existing DPSS protocols do not gracefully handle faults: the presence of even one unexpectedly slow node can often slow down the whole protocol by a factor of O(n). In this work, we explore optimally fault-tolerant asynchronous DPSS that is not slowed down by crash faults and even handles byzantine faults while maintaining the same performance. We first introduce the first high-threshold DPSS, which offers favorable characteristics relative to prior non-synchronous works in the presence of faults while simultaneously supporting higher privacy thresholds. We then batch-amortize this scheme along with a parallel non-high-threshold scheme which achieves optimal bandwidth characteristics. We implement our schemes and demonstrate that they can compete with prior work in best-case performance while outperforming it in non-optimal settings. 
    more » « less
  3. null (Ed.)
    The need for fail-slow fault tolerance in modern distributed systems is highlighted by the increasingly reported fail-slow hardware/software components that lead to poor performance system-wide. We argue that fail-slow fault tolerance not only needs new distributed protocol designs, but also desires programming support for implementing and verifying fail-slow fault-tolerant code. Our observation is that the inability of tolerating fail-slow faults in existing distributed systems is often rooted in the implementations and is difficult to understand and debug. We designed the Dependably Fast Library (DepFast) for implementing fail-slow tolerant distributed systems. DepFast provides expressive interfaces for taking control of possible fail-slow points in the program to prevent unexpected slowness propagation once and for all. We use DepFast to implement a distributed replicated state machine (RSM) and show that it can tolerate various types of fail-slow faults that affect existing RSM implementations. 
    more » « less
  4. Algorithms for computing All-Pairs Shortest-Paths (APSP) are critical building blocks underlying many practical applications. The standard sequential algorithms, such as Floyd-Warshall and Johnson, quickly become infeasible for large input graphs, necessitating parallel approaches. In this work, we propose, implement and thoroughly analyse different strategies for APSP on distributed memory clusters with Apache Spark. Our solvers are designed for large undirected weighted graphs, and differ in complexity and degree of reliance on techniques outside of pure Spark API. We demonstrate that the best performing solver is able to handle APSP problems with over 200,000 vertices on a 1024-core cluster. However, it requires auxiliary shared persistent storage to compensate for missing Spark functionality. 
    more » « less
  5. Session types provide a formal type system to define and verify communication protocols between message-passing processes. In order to analyze randomized systems, recent works have extended session types with probabilistic type constructors. Unfortunately, all the proposed extensions only support constant probabilities which limits their applicability to real-world systems. Our work addresses this limitation by introducing probabilistic refinement session types which enable symbolic reasoning for concurrent probabilistic systems in a core calculus we call PReST. The type system is carefully designed to be a conservative extension of refinement session types and supports both probabilistic and regular choice type operators. We also implement PReST in a prototype which we use for validating probabilistic concurrent programs. The added expressive power leads to significant challenges, both in the meta theory and implementation of PReST, particularly with type checking: it requires reconstructing intermediate types for channels when type checking probabilistic branching expressions. The theory handles this by semantically quantifying refinement variables in probabilistic typing rules, a deviation from standard refinement type systems. The implementation relies on a bi-directional type checker that uses an SMT solver to reconstruct the intermediate types minimizing annotation overhead and increasing usability. To guarantee that probabilistic processes are almost-surely terminating, we integrate cost analysis into our type system to obtain expected upper bounds on recursion depth. We evaluate PReST on a wide variety of benchmarks from 4 categories: (i) randomized distributed protocols such as Itai and Rodeh's leader election, bounded retransmission, etc., (ii) parametric Markov chains such as random walks, (iii) probabilistic analysis of concurrent data structures such as queues, and (iv) distributions obtained by composing uniform distributions using operators like max, and sum. Our experiments show that the PReST type checker scales to large programs with sophisticated probabilistic distributions. 
    more » « less