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IGNNITION: fast prototyping of graph neural networks for communication networks
- Source :
- UPCommons. Portal del coneixement obert de la UPC, Universitat Politècnica de Catalunya (UPC), SIGCOMM Posters and Demos
- Publication Year :
- 2021
- Publisher :
- Association for Computing Machinery (ACM), 2021.
-
Abstract
- Graph Neural Networks (GNN) have recently exploded in the Machine Learning area as a novel technique for modeling graph-structured data. This makes them especially suitable for applications in the networking field, as communication networks inherently comprise graphs at many levels (e.g., topology, routing, user connections). In this demo, we will present IGNNITION, an open-source framework for fast prototyping of GNNs applied to communication networks. This framework is especially designed for network engineers and/or researchers with limited background on neural network programming. IGNNITION comprises a set of tools and functionalities that eases and accelerates the whole implementation process, from the design of a GNN model, to its training, evaluation, debugging, and integration into larger network applications. In the demo, we will show how a user can implement a complex GNN model applied to network performance modeling (RouteNet), following three simple steps. This open-source project has received funding from the European Union’s Horizon 2020 research and innovation programme within the framework of the NGI-POINTER Project funded under grant agreement No. 871528. This article reflects only the authors’ view; the EC is not responsible for any use that may be made of the information it contains. The work was also supported by the Spanish MINECO under contract TEC2017-90034-C2-1-R (ALLIANCE) and the Catalan Institution for Research and Advanced Studies (ICREA).
- Subjects :
- Artificial intelligence
Artificial neural network
Computer science
Grafs, Teoria de
Distributed computing
media_common.quotation_subject
Network management
020206 networking & telecommunications
Topology (electrical circuits)
02 engineering and technology
Telecommunications network
Field (computer science)
Neural networks (Computer science)
Graph theory
Debugging
Machine learning
Aprenentatge automàtic
0202 electrical engineering, electronic engineering, information engineering
Xarxes neuronals (Informàtica)
Network performance
Routing (electronic design automation)
Informàtica::Arquitectura de computadors [Àrees temàtiques de la UPC]
Network model
media_common
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- UPCommons. Portal del coneixement obert de la UPC, Universitat Politècnica de Catalunya (UPC), SIGCOMM Posters and Demos
- Accession number :
- edsair.doi.dedup.....1fa0009fbd7f27497048c140fd7db023