Suchergebnisse - Task-based dataflow programming models

Multi-GPU work sharing in a task-based dataflow programming model von John, Joseph, Milthorpe, Josh, Herault, Thomas, Bosilca, George

“… shared memory and message-passing paradigms. In this aspect, the task-based dataflow programming model has emerged as an alternative for multi-GPU computing nodes …”
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General Purpose Task-Dependence Management Hardware for Task-Based Dataflow Programming Models von Xubin Tan, Bosch, Jaume, Vidal, Miquel, Alvarez, Carlos, Jimenez-Gonzalez, Daniel, Ayguade, Eduard, Valero, Mateo

“… Task-based programming models such as OpenMP, IntelTBB and OmpSs offer the possibility of expressing dependences among tasks to drive their execution at runtime …”
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A programming model for Hybrid Workflows: Combining task-based workflows and dataflows all-in-one von Ramon-Cortes, Cristian, Lordan, Francesc, Ejarque, Jorge, Badia, Rosa M.

“… ). To implement these workflows, developers are currently using different patterns; mainly task-based and dataflow …”
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Picos, A Hardware Task-Dependence Manager for Task-Based Dataflow Programming Models von Xubin Tan, Bosch, Jaume, Vidal, Miquel, Alvarez, Carlos, Jimenez-Gonzalez, Daniel, Ayguade, Eduard, Valero, Mateo

“… Task-based programming Task-based programming models such as OpenMP, Intel TBB and OmpSs are widely used to extract high level of parallelism of applications executed on multi-core and manycore platforms …”
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Dato: A Task-Based Programming Model for Dataflow Accelerators von Fang, Shihan, Chen, Hongzheng, Zhang, Niansong, Li, Jiajie, Han, Meng, Liu, Adrian, Zhang, Zhiru

“… and forcing compilers to reconstruct the intended dataflow. We present Dato, a Python-embedded, task-based programming model for dataflow accelerators that elevates data communication and sharding to first-class type constructs …”
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Performance analysis of a hardware accelerator of dependence management for task-based dataflow programming models von Xubin Tan, Bosch, Jaume, Jimenez-Gonzalez, Daniel, Alvarez-Martinez, Carlos, Ayguade, Eduard, Valero, Mateo

“… Along with the popularity of multicore and manycore, task-based dataflow programming models obtain great attention for being able to extract high parallelism from applications without exposing …”
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Dynamic Load Balancing and Elasticity in a Distributed Heterogeneous Task-Based Dataflow Runtime von John, Joseph

“… Scientific computing software in high performance computing (HPC) has relied heavily on process-centric distributed programming models for over thirty years …”
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A Programming Model for Hybrid Workflows: combining Task-based Workflows and Dataflows all-in-one von Ramon-Cortes, Cristian, Lordan, Francesc, Ejarque, Jorge, Badia, Rosa M

“… To illustrate the capabilities of Hybrid Workflows, we have built a Distributed Stream Library and a fully functional prototype extending COMPSs, a mature, general-purpose, task-based, parallel programming model …”
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Fault-Tolerant Protocol for Hybrid Task-Parallel Message-Passing Applications von Martsinkevich, Tatiana, Subasi, Omer, Unsal, Osman, Cappello, Franck, Labarta, Jesus

“… The protocol is implemented in Nanos -- a dataflow runtime for task-based OmpSs programming model -- and the PMPI profiling layer to fully support hybrid OmpSs+MPI applications …”
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Task-based execution of synchronous dataflow graphs for scalable multicore computing von Georgakarakos, Georgios, Kanur, Sudeep, Lilius, Johan, Desnos, Karol

“… In this paper we propose an optimization of the parallel code generation process by combining dataflow and task programming models …”
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Evaluation of dataflow programming models for electronic structure theory von Jagode, Heike, Danalis, Anthony, Hoque, Reazul, Faverge, Mathieu, Dongarra, Jack

“… Summary 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 …”
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Integrating Dataflow Abstractions into the Shared Memory Model von Gajinov, Vladimir, Stipic, Srdjan, Unsal, Osman S., Harris, Tim, Ayguade, Eduard, Cristal, Adrian

“… In this paper we present Atomic Dataflow model (ADF), a new task-based parallel programming model for C/C++ …”
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NanoCheckpoints: A Task-Based Asynchronous Dataflow Framework for Efficient and Scalable Checkpoint/Restart von Subasi, Omer, Arias, Javier, Unsal, Osman, Labarta, Jesus, Cristal, Adrian

“… We leverage OmpSs, a task-based OpenMP derivative programming model (PM) and its Nanos asynchronous dataflow runtime …”
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Loop level speculation in a task based programming model von Gayatri, Rahulkumar, Badia, Rosa M., Aygaude, Eduard

“… Uncountable loops (such as while loops in C) and if-conditions are some of the most common constructs in programming …”
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Distributed Work Stealing in a Task-Based Dataflow Runtime von Joseph, John, Milthorpe, Josh, Strazdins, Peter

“… The task-based dataflow programming model has emerged as an alternative to the process-centric programming model for extreme-scale applications …”
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Extension of a Task-Based Model to Functional Programming von Ponce, Lucas M., Lezzi, Daniele, Badia, Rosa M., Guedes, Dorgival

“… ) and massive data processing (Big Data). Traditional HPC frameworks, like COMPSs, are mostly task-based, while popular big-data environments, like Spark, are based on functional programming principles …”
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Efficient Task-Based Code Generation for SDF Graph Execution on Multicore Processors von Georgakarakos, Georgios, Lilius, Johan

“… One of the promising techniques that have been proposed to address this problem is the correlation of dataflow and task programming models …”
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Pushing the Boundaries of Small Tasks: Scalable Low-Overhead Data-Flow Programming in TTG von Schuchart, Joseph, Nookala, Poornima, Herault, Thomas, Valeev, Edward F., Bosilca, George

“… Task-based programming models, in particular, are well-suited to cope with the ubiquitous multi- and many-core systems since they allow applications to express all available concurrency …”
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A survey on the Distributed Computing stack von Ramon-Cortes, Cristian, Alvarez, Pol, Lordan, Francesc, Alvarez, Javier, Ejarque, Jorge, Badia, Rosa M.

“… Application Development (including Task-based Workflows, Dataflows, and Graph Processing), Platform (including Data Sharing and Resource Management …”
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Architectural support for task scheduling: hardware scheduling for dataflow on NUMA systems von Khan, Behram, Goodman, Daniel, Khan, Salman, Toms, Will, Faraboschi, Paolo, Luján, Mikel, Watson, Ian

“… Software-only schedulers can implement various scheduling policies and algorithms that match the characteristics of different applications and programming models …”
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