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AI/ML Framework meetings are open to the public and held on Tuesdays at noon UTC. World Time Zone Map Zoom 1 Info:
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All meeting notes
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2024-
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05-
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14 (Tuesday)
Recording Link: https://zoom.us/rec/share/u9wfP0yOSLk1PSozpS7hzToveihIkspmmI-TxcNghpzN1koF64ir1IFHR29sVGQD.UYwxz_AegC0KFv2Y
Presentation: To be added
Topics:
Topics:
- ONE Summit Presentation
- Build failure fixed
- New CLI Repository
- "J" Release discussion
2024-04-16 (Tuesday)
Recording Link: Zoom1 O-RAN SC's Personal Meeting Room - Zoom
Topics:
- PTL Change announcement :
- "J" Release discussion
- ONES Summit participation
2024-04-02 (Tuesday)
Recording Link: TBD
Topics:
- "J" Release discussion
- CLI for AIMLFW – request TOC (sprint-2)
- ONES Summit participation
Action Item:
- Document pairwise testing procedure with nearRT RIC and nonRT RIC
- Offline discussion with Vishal Varvate for preparing content for ONE Summit.
- Demo presentation on Flyte pipeline management.
2024-03-19 (Tuesday)
Recording Link: TBD
Topics:
- "J" Release discussion
- demo on cli for AIMLFW
- ONES summit
- Use case discussion :
- New usecases from NTUST
- Energy savings usecase
- TIM's data
- Viavi's data
2024-03-05 (Tuesday)
Recording Link: TBD
Presentation: NA
Topics:
- "J" Release discussion (Sprint Planning)
- F2F demo planning :
2024-02 O-RAN F2F Athens (event details)
2024-02 F2F Presentation Material (Presentation Material) - Use case discussion :
- New usecases from NTUST
- Energy savings usecase
- TIM's data
- Viavi's data
2024-02-20 (Tuesday)
Recording Link: https://zoom.us/rec/share/lKeMsbGSWclREGVkbObf4x6YSAFlBfbvSr1nZzhyEORDoHPv9eJvFzBY-Thhz3iF.JSaxjFRKq3mg796v
Presentation:
Topics:
- "J" Release discussion (Sprint Planning)
- F2F demo planning
- Use case discussion :
- New usecases from NTUST
- Energy savings usecase
- TIM's data
- Viavi's data
2024-02-06 (Tuesday)
Recording Link: https://zoom.us/rec/share/ma5P3bPTkPpJpnei8DJirDSzuudhaOWd34gv-4EQg057U4bDL9hzb0UZoJPs2vu3.fGNYEuB5YQl0WAF_
Presentation: To be added
Topics:
- "J" Release discussion
- New usecases from NTUST
- Energy savings usecase
- Flyte for model training [Rajdeep]
2024-01-23 (Tuesday)
Recording Link: Zoom1 O-RAN SC's Personal Meeting Room - Zoom
Topics:
- I Release discussion
- New usecases from NTUST
- Energy savings usecase
- Topics to be considered for J release
- New Kubeflow version support
- Other platform integration (similar to kubeflow)
- CRD based approach
- Kserve approach to deploy rapp
2024-01-09 (Tuesday)
Recording Link: To be added
Presentation: To be added
Topics:
- "I" Release discussion
- New usecases from NTUST
- Energy savings usecase
- Topics to be considered for J release
- New Kubeflow version support
- Other platform integration (similar to kubeflow)
- CRD based approach
- Kserve approach to deploy rapp
2023-12-12 (Tuesday)
Recording Link: https://zoom.us/rec/share/D1SQMOS1fpzDIVapOQhFj-BpiwhdxbdDrv_3VRYaYHandfD_pljl-kOwUYFJJzGp.DZGWGfh6u2R7mRaJ
Presentation: NA
Topics:
- "I" Release discussion
- "I" Release
- Jira tasks added and dev sprint 5 ongoing.
- https://jira.o-ran-sc.org/secure/RapidBoard.jspa?rapidView=38&projectKey=AIMLFW
- Model management [Completed]
- Generic Training pipeline [Beyond I release]
- Support dynamic change of data source [Completed]
- Training service [Beyond I release]
- Handle restart of VM or system hosting AIMLFW [Completed]
- Updates from NTUST
- Discuss topics for HCLTech contribution to AIMLFW
- AD usecase
- Any other topics
- Energy savings usecase. Dataset shared. AIMLFW team to look at creating a simple prediction model.
- Contribution of AIML model monitoring feature
Discussion points:
- I release page is updated : I Release#AIMLFramework(AIMLFW)
- Need to check where the UAV dataset can be stored. Can it be stored in nexus. Need to check in RSAC.
- NTUST presented slides describing their integration and use of AIMLFW for UAV data set.
- NTUST presented plan to demonstrate AR/VR usecase in the future.
2023-11-27 (Tuesday)
Recording Link: https://zoom.us/rec/share/SRuTuyxvC3iShHAuQJgeIKd7TjtIaC0_9cFiy2GQTtIIFsQmk_FsJ1hx5bVK6mTn.8AkrwDiiwpudLM-G
Presentation:
- Demo link: https://wiki.o-ran-sc.org/download/attachments/101416993/aimlfw_e2e_mme_i_release.mp4?api=v2
- Callflow: AIMLFW Callflows
Topics:
- "I" Release discussion
- "I" Release
- Jira tasks added and dev sprint 5 ongoing.
- https://jira.o-ran-sc.org/secure/RapidBoard.jspa?rapidView=38&projectKey=AIMLFW
- Model management
- Generic Training pipeline [Beyond I release]
- Support dynamic change of data source [Completed]
- Training service [Beyond I release]
- Handle restart of VM or system hosting AIMLFW [Completed]
- Updates from NTUST
- Discuss topics for HCLTech contribution to AIMLFW
- AD usecase
- Any other topics
- Energy savings usecase. Dataset shared. AIMLFW team to look at creating a simple prediction model.
- Contribution of AIML model monitoring feature
Discussion points:
- We will move Generic Training pipeline feature to beyond I release.
- We will also consider the Energy saving usecase beyond I release.
- For model management feature, we have completed initial coding and testing.
- Rajdeep Singh has shown the demo of integrated Model management service.
- I release videos will be uploaded here: Files for I release
- Implementation is done according to callflows here: AIMLFW Callflows
2023-11-14 (Tuesday)
Recording Link: https://zoom.us/rec/share/sN17KGPA7TbV0j94nZr4dyhadrSy9Ynhl4pkX13v9AeYZVcNcWe3if2XG8RGVIkK.YiX600goxmG1gNI_
Presentation: NA
Topics:
- O-RAN F2F meetings
- "I" Release discussion
- "I" Release
- Jira tasks added and dev sprint 4 ongoing.
- https://jira.o-ran-sc.org/secure/RapidBoard.jspa?rapidView=38&projectKey=AIMLFW
- Model management
- Generic Training pipeline
- Support dynamic change of data source
- Training service
- AIMLFW bring up in NTUST
- Discuss topics for HCLTech contribution to AIMLFW
- AD usecase
- Any other topics
- Energy savings usecase. Dataset shared. AIMLFW team to look at creating a simple prediction model.
- Contribution of AIML model monitoring feature
- Handle restart of VM or system hosting AIMLFW
Discussion points:
- Model management: SANDEEP KUMAR JAISAWAL has updated the basic service APIs are ready. Gave an initial demo of the services. SANDEEP KUMAR JAISAWAL and Rajdeep Singh working on he integration of Model management and training manager. Plan is to show an end to end demo in the next meeting.
- Generic Training pipeline: No update in this meeting.
- NTUST: Investigating on creating new model using new pipeline. After this plan is to deploy the model using kserve.
- Energy savings usecase: No update this week
- Handle restart of VM or system hosting AIMLFW: The feature is complete. In the latest installation, the VM that is hosting the AIMLFW can be shutdown and started again. After starting the VM, no reinstall of AIMLFW is required.
2023-10-31 (Tuesday)
Recording Link: https://zoom.us/rec/share/MjEMRMH1Bta8G--Xd2PfZ_F-DLRwtaS7fWwcIxee98L0o3d6jEbuEeA5cUdu3Zib._e7wQto0wKRVN_lB
Presentation: NA
Topics:
- O-RAN F2F meetings
- "I" Release discussion
- "I" Release
- Jira tasks added and dev sprint 4 ongoing.
- https://jira.o-ran-sc.org/secure/RapidBoard.jspa?rapidView=38&projectKey=AIMLFW
- Model management
- Generic Training pipeline
- Support dynamic change of data source
- Training service
- AIMLFW bring up in NTUST
- Discuss topics for HCLTech contribution to AIMLFW
- AD usecase
- Any other topics
- Energy savings usecase. Dataset shared. AIMLFW team to look at creating a simple prediction model.
- Contribution of AIML model monitoring feature
- Handle restart of VM or system hosting AIMLFW
Discussion points:
- Model management: SANDEEP KUMAR JAISAWAL updated that core functions of model management services are created using golang. Explained the final demo scenario. Can show an initial demo of model management services can be presented in the next meeting.
- Generic Training pipeline: Navaneethan Rajasekaran provided update offline. He was able to create the generic training pipeline and test using kubeflow adapter APIs.
- Support dynamic change of data source: This activity is completed, code is reviewed and merged.
- Training service: Not planned for I release, based on MVP-C slides presented, the training service APIs are yet to be finalized.
- AIMLFW callflows: N.K. Shankaranarayanan gave an overview of the slides prepared. the AIMLFW callflows are not complete. Will have an offline discussion to make an initial set of callflows for AIMLFW. O-RAN alliance has approved AIML workflow as a new function as part of the SMO.
- NTUST: Successfully deployed OSC near-rt ric. Also developing a new pipeline for the AIMLFW for a new usecase. Detailed installation document uploaded for H release. https://wiki.o-ran-sc.org/download/attachments/81297504/OSC%20AI%20ML%20Framework%28Release%20H%29%20Install%20Notes.pdf?api=v2
- Contribution of AIML model monitoring feature: May not be considered as part of I release.
- Energy savings usecase: Navaneethan Rajasekaran is looking into this topic. As first step to look into the analyzing the data.
- Handle restart of VM or system hosting AIMLFW: Yet to start working on this topic.
2023-10-17 (Tuesday)
Recording Link: https://zoom.us/rec/share/nRcyBEOuUcid1TZsfVLLg8PrSzD5Vs3LkCQiUgkeYujvd0pfm-70jHD0DpprKigI.3OStoQDEd4-2fqos
Presentation: O-RAN F2F discussion
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Topics:
- O-RAN F2F meetings
- "I" Release discussion
- "I" Release
- Jira tasks added and dev sprint 1 ongoing.
- https://jira.o-ran-sc.org/secure/RapidBoard.jspa?rapidView=38&projectKey=AIMLFW
- Model management
- Generic Training pipeline
- Support dynamic change of data source
- Training service
- AIMLFW bring up in NTUST
- Discuss topics for HCLTech contribution to AIMLFW
- AD usecase
- Any other topics
- Energy savings usecase
- Contribution of AIML model monitoring feature
- Handle restart of VM or system hosting AIMLFW
Discussion points:
- O-RAN alliance F2F
- Joseph Thaliath mentioned there was a dedicated session on AIML and AIML MVP-C representative presented their plans for the specifications. We also presented our plan regarding the model management feature.
- They had clarified the query related to AIML model registration. It is possible an untrained or pretrained model can be provided as one of the inputs.
- "I" Release discussion
- "I" Release
- Jira tasks added and dev sprint 1 ongoing.
- https://jira.o-ran-sc.org/secure/RapidBoard.jspa?rapidView=38&projectKey=AIMLFW
- Model management
- SANDEEP KUMAR JAISAWAL mentioned that Initial POC using golang completed. Will proceed with implementation of model register, get model metadata, upload model APIs.
- Generic Training pipeline
- Navaneethan Rajasekaran created a generic training pipeline with feature list argument. Will try using KF adapter APIs directly to test.
- Support dynamic change of data source
- Joseph Thaliath mentioned that Rajdeep has completed the coding, review is progress and corresponding changes in progress.
- Training service
- Joseph Thaliath mentioned that APIs are not completely approved in O-RAN alliance.
- AIMLFW bring up in NTUST
- @antony ntust mentioned that all issues are currently solved. Working on AIMLFW to SMO integration. Cannot use GPU to train the model. Will share the installation document with further details.
- Discuss topics for HCLTech contribution to AIMLFW
- AD usecase
- Any other topics
- No further updates
- Energy savings usecase
- Discussed about energy saving use case in F2F. Need to get access to data. Navaneethan Rajasekaran interested to work on this topic.
- Contribution of AIML model monitoring feature
- Contributor not joined in this week for the presentation. Requested to be present the feature in the next meeting. They have added the design details in this link: AIML Monitoring System
- Handle restart of VM or system hosting AIMLFW
2023-10-03 (Tuesday)
Recording Link: https://zoom.us/rec/share/u9wfP0yOSLk1PSozpS7hzToveihIkspmmI-TxcNghpzN1koF64ir1IFHR29sVGQD.UYwxz_AegC0KFv2Y
Presentation: To be added
Topics:
- O-RAN F2F meetings
- "I" Release discussion
- "I" Release
- Jira tasks added and dev sprint 1 ongoing.
- https://jira.o-ran-sc.org/secure/RapidBoard.jspa?rapidView=38&projectKey=AIMLFW
- Model management
- Generic Training pipeline
- Support dynamic change of data source
- Training service
- AIMLFW bring up in NTUST
- Discuss topics for HCLTech contribution to AIMLFW
- AD usecase
- Any other topics
- Energy savings usecase
- Contribution of AIML model monitoring feature
- Handle restart of VM or system hosting AIMLFW
Discussion points:
- SANDEEP KUMAR JAISAWAL updated on the model management service implementation. Looking at implementing this service using go language. Will try a PoC, to use go SDKs to access the leofs DB.
- Joseph Thaliath mentioned that the repository creation is approved in the TOC meetings and the repository creation is in progress. TOC has requested for a demo for the model managment services.
- No update on the Generic training pipeline.
- Support dynamic change of data source: Coding and testing is completed. Code needs to be updated.
- Training service: No update.
- @Antonty (NTUST) was able to bring up the AIMLFW and was able to test DME. Will try different model to train using the AIMLFW. Working on the Near-RT RIC side.
- Energy saving usecase: Data is available, need more information on how to proceed.
- AIML model monitoring feature: Deploying the model and obtain feedback and trigger retraining. The concerned person has not joined this week. Will allocate time during the next meeting."I" Release discussion
- "I" Release
- Jira tasks added and dev sprint 1 ongoing.
- https://jira.o-ran-sc.org/secure/RapidBoard.jspa?rapidView=38&projectKey=AIMLFW
- Model management
- Generic Training pipeline
- Support dynamic change of data source
- Training service
- AIMLFW bring up in NTUST
- Discuss topics for HCLTech contribution to AIMLFW
- AD usecase
- Any other topics
- Energy savings usecase
- Contribution of AIML model monitoring feature Handle restart of VM or system hosting AIMLFW
2023-09-19 (Tuesday)
Recording Link: https://zoom.us/rec/share/DEdaOovygWC2xKOgg721ILZnoqv9Ym7EZ9gi0UWbczM1EJV1-pX4hgzk_I3Zs5xy.Y-dj_i74PTaejRdm
...
- H Release preparation
- Sonar checks - Completed
- Jenkin jobs for Docker build - Kserve adapter - Completed
- Release tag creation - Completed
- Documentation - Completed
- Demos - Demo recorded and stored in Demo Videos Files for H release.
- Integration testing - Completed
- H release page update - Completed (H Release#AIMLFramework(AIMLFW))
- Joseph Thaliath mentioned that all tasks for H release completed. Release voting will be on 29th June.
- AIMLFW Requirements gathering from community
- MVP-C presentation during O-RAN alliance F2F
- O-RAN SC community feedback
- Discussion to be planned in O-RAN alliance F2F. Need to check update in RSAC meeting.
- "I" Release
- Joseph Thaliath discussed the MVP-C presentation during the O-RAN alliance F2F. There is progress in Non-RT RIC and little progress in Near-RT RIC. We can focus on implementation for R1 APIs which will be defined by July end.
- Joseph Thaliath mentioned that we can prepare and plan and present it to RSAC and also discuss with MVP-C.
- @Navaneethan asked about APIs that will be defined for Near-RT RIC, will it be similar to Non-RT RIC ?
- Joseph Thaliath , during the MVP-C discussion, they mentioned it will be separate APIs used for Non-RT RIC and Near-RT RIC.
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- AIMLFW integration
- DME
- SMO
- No update
- Discussion with James Li regarding adding deployment of AIMLFW as a test case as part of integration and testing project.
- James Li has provided his email id. Joseph Thaliath will sync up with him using this email.
- AIMLFW features
- Edit, retrain and delete training jobs - Completed
- Training pipeline Enhancement: Provide sample pipelines by default - Completed
- Feature group creation with DME source - Completed
- Kserve adapter
- for xApp (Integration with RIC DMS completed)
- for rApp (Done by Non-RT RIC team as part of ONAP)
- Joseph Thaliath mentioned that all features and integration is completed,
- H Release preparation
- Sonar checks - Completed
- Jenkin jobs for Docker build - Kserve adapter - Completed
- Release tag creation - To be done
- Documentation - Updated installation document, Need to update release notes
- Demos - Demo recorded and stored in Demo Videos Files for H release. Joseph Thaliath Presented kserve adapter demo today.
- Integration testing - Completed
- H release page update - To be done
- AIMLFW Requirements gathering from community
- O-RAN SC community feedback
- Discussion to be planned in O-RAN alliance F2F. Need to check update in RSAC meeting.
- "I" Release
- N.K. Shankaranarayanan presented the slides "OSC_ONAP_SMO_PoC_Framework_v1.pptx".
- Main goal is to get synergy between O-RAN alliance, ONAP, O-RAN SC.
- It is planned to be presented to O-RAN alliance F2F. An example end to end usecase like Energy saving is required to demonstrate working of all the end to end functionality defined in O-RAN alliance including AI/ML framework.
- Andrea Buldorini mentioned that there is proposal related to AIML in ATG, WG1. We need to check in RSAC/TOC about presenting the presentation in O-RAN alliance F2F.
- There is also an analytics function being defined in O-RAN alliance.
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