Anuket Project

2021-10-22 AI/ML for NFV Meeting Minutes


Attendees

Beth Cohen

Girish

Sridhar Rao

Ildiko

Al Morton


Sl. No.TopicPresenterNotes
1Model-Selector Update

https://github.com/opnfv/thoth/tree/master/tools/modelselector

Patch is submitted.

Source of the flowchart is also included. .drawio file. Can be modified with https://app.diagrams.net/, or its desktop version

ToDo: Create documentation, more testing.

2FP Model Dev. Update

Patch is merged.

https://github.com/opnfv/thoth/tree/master/models/failure_prediction/jnotebooks 

Orange Data: https://www.kaggle.com/imenbenyahia/clearwatervnf-virtual-ip-multimedia-ip-system

ToDo: Documentation.

Note: There will be no progress on this work going ahead until we get a fresh data (maybe a different failure).  Desperately need a common data model.  Beth Cohen will talk to the EUAG about actually working on this project of creating the data model.  Also talk to smcasey about anonymizing some VZ data to share.  Not sure what the status is of the state of the data.

Question what type of data are we looking for?

  • Look at Orange's anonymized port stats, CPU memory, storage usage.  No traffic data is available currently.
  • Can we look at  creating traffic flow data?  Need to standardize definitions 
3Kubernetes Failure Emulation

Sridhar Rao: going ahead this will be the focus 

4Whitepaper

Beth Cohen: Put-together CMCC, Telecom Italia and Verizon.

Key Takeaways: maturity is low, more research and development needed, most of the work in operational and maintenance domain, low-hanging fruit - service assurance issues, shared understanding of intelligent n/w needed, reliable data access is difficult, community can play important role in creating a standardized shared data set.  Paper will be published Nov 2021, with a webinar scheduled for Nov.  Sridhar Raois invited to participate in Webinar.

5Tool: Data Extraction
No Progress.
6Explore: GANs for Synthetic Data Generation

Work in progress. Next week (29th Oct), demo of initial metrics-data generation.

Sridhar Rao  and Girish to attend Barometer project and share the work for feedback and getting more reference data.

7Explore: Openstack Log Analysis with Google BERT

Nova-Logs (Nova-compute, nova-scheduler, and nova-api). 

BERT for anomaly detection - work in progress.