2021-07-30 AI/ML for NFV Meeting Minutes

Anuket Project

2021-07-30 AI/ML for NFV Meeting Minutes



Attendees

@Sridhar Rao

@Rohit Singh Rathaur

@Girish

@Kanak Raj

@Al Morton

@Akanksha Singh



Sl. No.

Topic

Presenter

Notes

Sl. No.

Topic

Presenter

Notes

1

Committers and Contributors



Girish and Rohit will be Committers.

Rest will be Contributors.

Sridhar to complete the info.yaml - and accordingly create (a) Slack.

2

Data Status



Failure Prediction using AI/ML in NFV Environments : The Data description is updated.

ToDo: (a) Location of the Node Failure events (b)  Location of the Link Failure events.

Failure Type           

Data Model Status             

Availability           

Creation Possibility               

Node

IN PROGRESS

NO

Difficult

Links

IN PROGRESS

NO

OK

VM

YES

YES

Difficult (Experimental WIP)

Container

YES

NO

Difficult (Experimental WIP)

Application

IN PROGRESS

YES

Difficult

Middleware

IN PROGRESS

NO

Difficult

3

Failure Prediction Implementation Status



2 Approaches to Enhance the model.

  1. LSTM - RNN. (ongoing) 

  2. GNN  - 

15th – Plan to complete both enhancements.

Complete the testing with existing data by End of August.

Implementation is Ongoing - Testing will be blocked until we get some data. Continuing with the existing data.

Jupyter-Notebooks.

If Testing of the models with more Real-world data is not possible - consider doing Gap-Analysis on (Trend/Pattern and Anomaly Detection)

3

Volunteers - AlgoSelector



Kanak: Reinforcement Learning. Going through the articles. Unable to really find right reasoning. When to use which algorithm.

List the algorithms that are part of reinforcement learning - Start 2-3 algorithms. Applicability of these algorithms - when to use points.

Algo-Selector 

Implementation Approach:

Chatbot

Use: Decision Tree (Rule-Based). 

Goal: Which Python module/project to reuse.

4

TVLV-Tool - Update.



APIs to config and start is completed. Stop API is ongoing.

ToDo: Containerizing and creating VM.

5