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AIML Framework (AIMLFW)

Primary Goals:

  • Integration training host and inference host with SMO/Non-RT RIC/Near-RT RIC

H Feature Scope / Achievements: 

  • Diversify training data source for Training host
    • Obtaining training data from DME in Non-RT RIC 
    • Creating Feature groups with data source and feature information
  • Kserve adapter

    • Deploy and manage AI models in Near-RT RIC/Non-RT RIC

    • Integrate Inference host with O-Cloud( RICDMS ) and Management Func of RIC. 

    Diversify training data source for Training host
    • Obtaining training data from DME in Non-RT RIC 
    • Obtaining training data from influxDB in SMO

  • Training pipeline Enhancement

    • Provide sample pipelines by default

    • Simplify the process of adding new training pipeline 

  • AIMLFW feature enhancements
    • Options for edit, retrain and delete training jobs 

    Integrated installation

    • Provide install script of inference host in Near-RT RIC/Non-RT RIC 
    • Provide install script of training host in SMO

Sprint Demo

H release highlights/accomplishments (<Date> ):

  • TODO

H release source code, container images and deployment instructions

Gerrit / Code:

aiml-fw/awmf/tm:  Training Manager : Training job and model management

aiml-fw/athp/tps/kubeflow-adapter: Adapter for Kubeflow

aiml-fw/athp/sdk/model-storage: Sdk for accessing Model storage

aiml-fw/athp/sdk/feature-store: Sdk for accessing Feature store

aiml-fw/athp/data-extraction: Retrieving features for training from Data lake

aiml-fw/aimlfw-dep: Deployment scripts aiml workflow 

portal/aiml-dashboard: GUI for AIML Workflow

ric-app/qp-aimlfw: Sample ML Assist xApp for QoE prediction


Container images are described here: 

  • TODO

Installation Instructions: 

  • TODO

Code coverage: 

https://sonarcloud.io/project/overview?id=o-ran-sc_aiml-fw-athp-tps-kubeflow-adapter

https://sonarcloud.io/project/overview?id=o-ran-sc_aiml-fw-athp-sdk-feature-store

https://sonarcloud.io/project/overview?id=o-ran-sc_aiml-fw-athp-sdk-model-storage

https://sonarcloud.io/project/overview?id=o-ran-sc_aiml-fw-athp-data-extraction

https://sonarcloud.io/project/overview?id=o-ran-sc_aiml-fw-awmf-tm



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