Project Title: Dataflow programming models for reconfigurable architectures. Dataflow programming models have been growing in popularity as a means to deliver a good balance between performance and portability in the post-petascale era. Dataflow programming languages propose to isolate some local behaviors in so called "actors", that are supposed to run in parallel and exchange data through point-to-point channels.There is no notion of central memory (both for code and data) unlike the Von Neumann model of computers.. Mapping a Data-Flow Programming Model onto Heterogeneous Platforms Alina Sbˆırlea y Yi Zouz Zoran Budimlic´y Jason Congz Vivek Sarkary yRice University zUniversity of California, Los Angeles falina,zoran,vsarkarg@rice.edu fzouyi,congg@cs.ucla.edu Abstract ABSTRACT. Using visual dataflow programming for interactive model comparison. The TPL Dataflow Programming Model admin October 27, 2018 November 3, 2018 The .Net Dataflow library was built on top of the Task Parallel Library (TPL) and you can use it to build robust asynchronous data processing applications, achieving a producer-consumer approach. In this paper we evaluate different dataflow programming models for electronic structure methods and compare them in terms of programmability, resource utilization, and scalability. The business logic in the processor simply transforms the received payload by adding the "Hello: " prefix and then the "!" ... Add a description, image, and links to the dataflow-programming topic page so that developers can more easily learn about it. Previous Chapter Next Chapter. Primary Supervisor: Dr Nick Brown. In this paper, we evaluate different dataflow programming models for electronic structure methods and compare them in terms of programmability, resource utilization, and scalability. Dataflow Programming (DFP) has been a research topic of Software Engineering since the ‘70s. It does a great job explaining the basics and how how it relates to both logic, FP and imperative style, covering actors, shared state … Modeling such programs with dataflow allows them to be parallelized and distributed. TMF is a framework for modeling stream processing system programs with a dataflow model. suffix in the end. In software engineering the comparison of graph-based models is a well-known problem. These actors consume data tokens on their inputs and produce new data on their outputs. In particular, we evaluate two programming … The Table API follows the (extended) relational model: Tables have a schema attached (similar to tables in relational databases) and the API offers comparable operations, such as select, project, join, group-by, aggregate, etc. dataflow model takes advantage of the parameterized task graph (PTG) representation3-5; and the alternative “implicit” dataflow model uses a task-based representation, where the dataflow is derived by the runtime and the user does not explicitly define the dataflow as they would for the PTG representation. The best book on declarative/dataflow concurrency is Concepts, Techniques, and Models of Computer Programming by Peter Van Roy and Seif Haridi. Pages 653–664. Project Description: Reconfigurable architecture enable programmers to configure a chip to operate, electronically, just like a software application. 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