Anuket Project

2021-09-17 AI/ML for NFV Meeting Minutes

Owned by Sridhar Rao
Last updated: Sept 17, 2021 by Girish

Attendees

Beth Cohen

Sridhar Rao

Rohit Singh Rathaur

Akanksha Singh

Kanak Raj

Girish

Ildiko

Jahanvi Ojha

smcasey

Sl. No.TopicPresenterNotes
1AlgoSelector Update

Sridhar Rao

Current Status and Demo.

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

Target for 24-September: One category (RL/SL/UL) should be completed.

Kanak: Working on the questions - prepared few but not convinced.

Jahanavi: Edit the wiki to add questions.

Akanksha: Added two graph - will continue to improve it.

2Failure Emulation Update

Sridhar Rao

  1. Running just CPU (matrix mul), Memory, Storage and Network - at high-rate doesn't cause failures.
  2. stress-ng: Above 4 + systemcalls, IPC, interrupts, process-mgmt. Remote mgmt of this tool (stress-ng) was missing. It was added by an intern, and we have the complete (client-server) system ready. Client is used to configure and control, multiple instances of stress-ng.
3FP Model Development Update

Girish/ Rohit Singh Rathaur

Status: 

Implementation of the following models are ready:

  1. Existing: decision-tree, xg-boost.
  2. New: lstm, gnn

Each will be a separate Jupyter Notebooks.

Documentation: 

(a) Data, and data-format. - Orange published IMS clearwater VNF data. Application-Failure. Application-Data and Infrastructure-Data. 177000 Rows, VNF: 26 Features. Assumption: Data in the filesystem.

(b) Usage

(c) Interpretation.

Final Demo: 24-Sept-2021

4Data Extraction Tool Status

Sridhar Rao

Prometheus: Done.

Elasticsearch: Implementation is done, testing is pending - RI-1 (airship)  pods are down.

5Data Generation - GANs as an optionGirish

Data: Textual-Data.

Can we use GANs to generate 'Monitoring' Data: There is potential, and the below work should be a good starting point.

https://dl.acm.org/doi/10.1145/3419394.3423643 

Student Volunteers for Synthetic Data Generation (Vidhyashree, Hemashree, and Renukananda)

6ONES Summit presentation

Mention of Thoth.

Share the WIP document - mention/highlight the sections.  Send Sridhar Raoa copy of the EUAG WP on Intelligent Networking.  Will be adding a section on Thoth.