Skip to content

BME-SmartLab/cloud-deep-debug

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

4 Commits
 
 
 
 
 
 

Repository files navigation

A cloud infrastructure debugger solution with deep learning

This repository contains supplementary materials for the paper:

R. Lovas, E. Rigó, D. Unyi, B. Gyires-Tóth, Experiences with Deep Learning Enhanced Steering Mechanisms for Debugging of Fundamental Cloud Services, IEEE Access, accepted publication

Datasets:

  • data/bufferv2: Simple buffered producer-consumer path simulation datasets with different generation parameters, including deadlocked and deadlock-free implementations.
  • data/q5m: Queued buffered producer-consumer path simulation datasets with 2 and 3 consumers and different generation parameters, including deadlocked and deadlock-free implementations.
  • data/rest-tree1: REST architecture SLA event simulation datasets with a moderate number of nodes (small, medium, large). Several simulation paths per graph.
  • data/rest-tree2: REST architecture SLA event simulation datasets with a high number of architectures consisting of 15, 20, 25 and 30 nodes. One cyclic simulation path per graph.

If you need more data, code or information about our work, please contact the corresponding author: Róbert Lovas (robert.lovas (at) sztaki.hu)

Acknowledgement

The work reported in this paper, carried out as a collaboration between SZTAKI and BME, has been partly supported by the the European Union project RRF-2.3.1-21-2022-00004 within the framework of the Artificial Intelligence National Laboratory. This work was partially funded by the National Research, Development and Innovation Office (NKFIH) under OTKA Grant Agreement No. K 132838. The presented work of R. Lovas was also supported by the János Bolyai Research Scholarship of the Hungarian Academy of Sciences. On behalf of the 'MILAB - SmartLab' cloud project, we are grateful for the possibility to use ELKH Cloud which helped us achieve the results published in this paper.

About

A cloud infrastructure debugger

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published