Anuket Project

Thoth Moselle Release Planning

Owned by Sridhar Rao
Last updated: Jan 28, 2022


Overview

Project NameEnter the name of the project
Target Release NameMoselle
Project Lifecycle StateTBD


Scope

This project aims to build machine-Learning models and tools that can be used by Telcos (typically by the operations team in Telcos). Each of these models aims to solve single problem within a particular category.

Requirements

CategoryJira ReferenceDescription
Modelhttps://lf-anuket.atlassian.net/browse/THOTH-1 
  1. Existing: Cleanup and publish the existing (FP) one. We may have to publish in a more usable form (part of a framework, or Python program).
  2. Ongoing: Log Analysis (BERT). Openstack Logs (nova-*, neutron-* ...). Currently openstack logs from a very small (3 computes, 2 controller, 1 Storage) openstack setup is being used.
Toolshttps://lf-anuket.atlassian.net/browse/THOTH-2
  1. Existing: Cleanup the AlgoSelector.
  2. Ongoing: Data Selection/Anonymization.
  3. Ongoing: Chaos* (stress-ng)  – Used in the testbed (Intel Pod18, for ex.. but restricted to K8S cluster)

Framework

(MaaS)

https://lf-anuket.atlassian.net/browse/THOTH-1 

Upstream: Kubeflow/Acumos.

Thoth: Kubeflow + Supervised Techniques + Integration with important Data-Pipelines/Sources

WhitePaper

(Research effort)

https://lf-anuket.atlassian.net/browse/THOTH-3AI/ML & Kubernetes (CN-NFV)




Provide a list of features or use cases, documented as Epics or Stories in Jira.  Use the Jira issue insertion feature for Confluence.

Release Artifacts

Indicate the work product (Executable, Source Code, Library, API description, Tool, Documentation, Release Note, etc) for this release.

NameDescription

Format (Container, Compressed File, etc.)

ML-Models
  1. Failure Prediction Model
  2. Log-Analysis
  1. Jupyter notebook
  2. Python Application (Adaptable to ML-Framework)
  3. Containerized ML-Model (Kubernetes based ML-Framework).
ToolsData ExtractionPython Application - Jupyter Notebook
Research Studies

AI/ML problems in NFV, OSS Frameworks

AI/ML & Kubernetes in NFV

.md files and/or pdf files.
ML-FrameworkUpstream ML framework projectIntegration Code.

Architecture

High level architecture diagram

Insert diagram or link.

Internal Dependencies

List any Anuket projects on which this release is dependent and describe the dependency.

External Dependencies

RI-1 and RI-2 Deployment

Test and Verification

Test Dataset

Risks

Availability of dataset

Risk DescriptionMitigation Plan