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AIML Framework (AIMLFW)

Primary Goals: 

  • Platform upgrade with latest dependencies for kubernetes, kubeflow and leofs.
  • Align with O-RAN alliance approaches captured in WG2 specifications.
  • Use cases on 
    • UAV path prediction
    • Energy saving use case
  • Study on new capabilities e.g. generic training pipeline, model retraining and cloud native support.

J release highlights/accomplishments:

  • Platform upgraded to latest supported dependencies of kubernetes and kubeflow.
  • Platform dependency from docker is removed (it directly depends on containerd).
  • Study has been initiated to study generic pipeline and model retraining.
  • Remove influx info from Training Job Creation.

EPICs considered for J-release:

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-78

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-86

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-100

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-101

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-102

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-97

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-98

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-96


Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-77

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-85

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-93

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-76

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-91

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-79

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-87

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-88

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-80

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-90

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-81

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-94

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-89

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-82

Jira
serverORAN Jira
serverId5ec52304-b77c-3ce7-af6a-112cb13e6008
keyAIMLFW-95




PTL: subhash kumar singh 

Wiki: AI/ML Framework

Tasks / Backlog / JIRA:  https://jira.o-ran-sc.org/projects/AIMLFW/issues

Gerrit / Code:

Sonar / Test Coverage Reports:

Documentation:

https://docs.o-ran-sc.org/en/latest/projects.html#ai-ml-framework

Installation/Demo guides:

AIMLFW: https://docs.o-ran-sc.org/projects/o-ran-sc-aiml-fw-aimlfw-dep/en/latest/installation-guide.html

Demo videos:

Files for J release

Release Container images:

  • Training manager component: 
  • Data extraction component: 
  • Kubeflow adapter component: 
  • AIMLFW dashboard component: 
  • AIMLFW notebook component: 
  • AIMLFW Model Management service component: 

O-RAN specification References:

  • O-RAN AI/ML workflow description and requirements
  • O-RAN R1 interface: General Aspects and Principles
  • O-RAN Non-RT RIC Architecture 
  • O-RAN R1 interface: Use Cases and Requirements

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