2021-08-27 AI/ML for NFV Meeting Minutes

Anuket Project

2021-08-27 AI/ML for NFV Meeting Minutes

Attendees

@Sridhar Rao

@Girish

@Al Morton

@Beth Cohen

@Ildiko

@Kanak Raj

@Michael Salmon

@Sandra Jackson

@Jahanvi Ojha

@Akanksha Singh



Sl. No.

Topic

Presenter

Notes

Sl. No.

Topic

Presenter

Notes

1

Project Creation Status



  1. Jira is still pending.

  2. Committer rights is pending too. It should be resolved today.

Once committer rights is obtained, will publish the 'research-studies'

2

Data Generation Status



K8S: Cloudstress for emulating failures.

Currently unable to create failures. Alternate approaches:

  1. More pods with stress-tool - 20-30pods could help. Use a pattern of deploying - step, random-time-varied.

    1. Increase the iops to 10x more than the specified (by the vendor).

  2. Run different application - Openstack is one example

3

Data collection through collaboration



No Progress Yet.

4

Model (FP) development Status



Simpler:

  1. Completed: Decision Tree

  2. Completed: XG-Boost

Novel/Complex:

  1. Completed - LSTM 

  2. In Progress - GNN

Demo on 3rd September.

All are on Jupyter Notebook, and currently running Google Collaborator.

5

Tools - Algoselector Update



https://github.com/opensource-tnbt/algoselector 

Kanak, Jahnavi and Akanksha - 

(ML is applicable or Not)

Supervised

Unsupervised

Reinforced

@Sridhar Rao to schedule a meeting with Students to explain the code.

6

Other Tools



  1. Model based, Multi-Source Data Extraction with Data Anonymizer

Data Anonymizer:

Exclusions:

  1. Columns.

  2. Rows with certain 'regex'

Prometheus + Elastic

No Progress - Looking for contributors here.

5

Other Open-Works



Analysis: Trend and Pattern

Detection: Anomaly Detection

No progress - Looking for contributors here.