Meeting notes
Meeting Info
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
2024-11-26 (Tuesday) Next Meeting:
Recording link: TBD
- Topics:
- Dev Sprint : https://lf-o-ran-sc.atlassian.net/jira/software/c/projects/AIMLFW/boards/38/backlog
- Integration of AIMLFW with NonRT RIC & F2F demo preparation : Release K: Creating & running an ML-based rApp
- Bugs/feature (Recent merge /WIP)
- Change in flow for 1. training 2. model registration
- Models in TM as per the specification
- Model retraining
Action Item:
- Identify the AIMLFW expectation from integration test [any use case]
- Pairwise testing plan
2024-11-26 (Tuesday) : Cancelled
2024-10-15 (Tuesday) :
Recording link: https://zoom.us/rec/share/5mPnHMzmPc164qTRRtQ4odQjWaO8koBnb1BVXCWAi635f2t1NLrvFxGF2fNoy1TF.NpYLuUd9VdocC04J
- Topics:
- Dev Sprint 2 : https://lf-o-ran-sc.atlassian.net/jira/software/c/projects/AIMLFW/boards/38/backlog
- Bugs/feature (Recent merge /WIP)
- Change in flow for 1. training 2. model registration
- Model registration persisted in postgress : https://gerrit.o-ran-sc.org/r/q/topic:pg-storage
- Models in TM
- Model Performance measurement
-
AIMLFW-91Getting issue details...
STATUS
- repository has been created
- Builds are failing (raised to LF)
- Integration of AIMLFW with NonRT RIC & F2F demo preparation : Release K: Creating & running an ML-based rApp
- Import the code related to UAV path prediction use case to repository
- version code management.
- Plan Geon Kim (15min)
Action Item:
- Identify the AIMLFW expectation from integration test [any use case]
- Pairwise testing plan
2024-10-01 (Tuesday)
Recording link: https://zoom.us/rec/share/8Ilxz99L_zX0BJ6ZkLAxoR-z3Gor9m1EFlQtpmXWXU1KLef4J848UuHw6aVhJFqq.uP1-2nqPh0AwlKBa
- Topics:
- Dev Sprint 2 : https://lf-o-ran-sc.atlassian.net/jira/software/c/projects/AIMLFW/boards/38/backlog (19th Aug - 9 sep)
- Bugs/feature (Recent merge /WIP)
- Change in flow for 1. training 2. model registration
- Model registration persisted in postgress
- https://gerrit.o-ran-sc.org/r/c/aiml-fw/athp/sdk/feature-store/+/13287 (on-going)
- https://gerrit.o-ran-sc.org/r/c/aiml-fw/awmf/modelmgmtservice/+/13286 (on-going)
- Model Performance measurement
-
AIMLFW-91Getting issue details...
STATUS
- New repository :
- Integration of AIMLFW with NonRT RIC & F2F demo preparation : Release K: Creating & running an ML-based rApp
- Import the code related to UAV path prediction use case to repository
- Issue while data extraction details already shared over slack
- updated the pipeline based on kfp v2.2.2
- version code management.
- Presentation from Geon Kim (15min) :
Action Item:
- Identify the AIMLFW expectation from integration test [any use case]
- Pairwise testing plan
2024-09-17 (Tuesday)
Recording link: https://zoom.us/rec/share/lMXR7SSB3r9MBuHcJ12PvrU3YreTJAfwjk-NwivW4nRK9NyJHL1-eGLBTepeZIa5.iC04E57oIKb1efjn
- Topics:
- Dev Sprint 1 : https://lf-o-ran-sc.atlassian.net/jira/software/c/projects/AIMLFW/boards/38/backlog (19th Aug - 9 sep)
- Bugs/feature (Recent merge /WIP
- Model Performance measurement
-
AIMLFW-91Getting issue details...
STATUS
- New repository :
- Integration of AIMLFW with NonRT RIC & F2F demo preparation
- Import the code related to UAV path prediction use case to repository
Action Item:
- Identify the AIMLFW expectation from integration test [any use case]
- Pairwise testing plan
2024-09-03 (Tuesday)
Recording link: https://zoom.us/rec/share/pU7-ybDl_-Lha4bWE1Fn9Ybslv7i-y5y6je9TXpVR6q8UekoB1TQevmc9I_T12Gs.dBMp5kvH4JGQ-dYl
- Topics:
- Dev Sprint 1 : https://lf-o-ran-sc.atlassian.net/jira/software/c/projects/AIMLFW/boards/38/backlog (19th Aug - 9 sep)
- Model Performance measurement - AIMLFW-91Getting issue details... STATUS
- Bugs/feature (Recent merge /WIP
- Integration of AIMLFW with NonRT RIC
- Import the code related to UAV path prediction use case to repository
- Discussion: UAV path prediction from nonRT RIC team
Action Item:
- Identify the AIMLFW expectation from integration test [any use case]
- Pairwise testing plan
- Repository needed for model performance [Subhash]
- update comments from last meeting on model performance:
- Step 1 dev: have influx DB within AIMLFW and Y1 consumer will push the performance parameter to it.
- Step 2 dev: Integrate with nonRT RIC as performance data producer.
2024-08-20 (Tuesday)
Recording link: https://zoom.us/rec/share/MmMzVVKztnYFLzpjwbhbmWIIfpp4Ig6bZEWyULAmgijQecteVsXFaUIJHIWyuvTZ.XWUsZ5REhKAKWDei
- Topics:
- Dev Sprint 1 : https://lf-o-ran-sc.atlassian.net/jira/software/c/projects/AIMLFW/boards/38/backlog (19th Aug - 9 sep)
- Model Performance measurement - AIMLFW-91Getting issue details... STATUS
- Bugs/feature (Recent merge /WIP
- Support asked:
- Integration of AIMLFW with NonRT RIC
- First time contributor
- Jiwon Ock
Action Item:
- Identify the AIMLFW expectation from integration test [any use case]
- Pairwise testing plan
- Repository needed for model performance –
- update comments from last meeting on model performance [Subhash]
2024-08-06 (Tuesday)
Recording link: https://zoom.us/rec/share/ByRTYX_vpNDnqCYCuZX_AyfVNIFdKd16ehi_ll8wb8KcvJDZ05206UxiIuebYyIE.qmDD8QdDADiLESS3
- Topics:
Action Item:
- Identify the AIMLFW expectation from integration test [any use case]
- Pairwise testing plan
2024-07-23 (Tuesday)
Recording link: Zoom1 O-RAN SC's Personal Meeting Room - Zoom
- Topics:
- Model Performance measurement - AIMLFW-91Getting issue details... STATUS
- Bugs
- Model Registration https://gerrit.o-ran-sc.org/r/c/aiml-fw/awmf/modelmgmtservice/+/13168
- Support asked:
- Integration of AIMLFW with NonRT RIC
- First time contributor
- https://gerrit.o-ran-sc.org/r/c/aiml-fw/aimlfw-dep/+/13184 (Hyok Sun Kwon)
Action Item:
- Identify the AIMLFW expectation from integration test [any use case]
- Pairwise testing plan
2024-07-09 (Tuesday)
Recording link: https://zoom.us/rec/share/CEfhPHAVjpVmBfmfkB7BRuDAzfVwZVDaM-HoMHEx8yIXTNMTCY-2HVGHefJ3OZrY.M8IZo3iYwTTUa-bk
Topics:
- New patches :
- Release J: J Release#AIMLFramework(AIMLFW)
- Release K Plan: "K" Release
Action Item :
- Upload slides for model monitoring.
- Add the interested folks to Release K Plan.
Topics:
- New patches :
- Release J: J Release#AIMLFramework(AIMLFW)
- Release K Plan: "K" Release
Action Item :
- Upload slides for model monitoring.
- Add the interested folks to Release K Plan.
2024-07-09 (Tuesday)
Recording link: https://zoom.us/rec/share/CEfhPHAVjpVmBfmfkB7BRuDAzfVwZVDaM-HoMHEx8yIXTNMTCY-2HVGHefJ3OZrY.M8IZo3iYwTTUa-bk
Topics:
- New patches :
- Release J: J Release#AIMLFramework(AIMLFW)
- Release K Plan: "K" Release
Action Item :
- Upload slides for model monitoring.
- Add the interested folks to Release K Plan.
2024-06-25 (Tuesday)
Recording link: https://zoom.us/rec/share/iwh-4JbNVpasyj_H0rPFCZGVFsBjAdUmS0A3FzCFRhzUkrn5IRDHT5hNbDc0gvCN.Y4iFuMo1OJELcNsT
Topics:
- New patches :
- https://gerrit.o-ran-sc.org/r/c/aiml-fw/aimlfw-dep/+/13009 - AIMLFW-98Getting issue details... STATUS
- https://gerrit.o-ran-sc.org/r/c/portal/aiml-dashboard/+/12993 - AIMLFW-86Getting issue details... STATUS
- https://gerrit.o-ran-sc.org/r/c/aiml-fw/athp/tps/kubeflow-adapter/+/12994 - AIMLFW-102Getting issue details... STATUS
- Release preparation
- release notes : K Release#AIMLFramework(AIMLFW)
- Jira board : https://jira.o-ran-sc.org/secure/RapidBoard.jspa?rapidView=38&projectKey=AIMLFW#
- Presentation on Model Monitoring System.
2024-05-28 (Tuesday)
Recording link: Zoom1 O-RAN SC's Personal Meeting Room - Zoom
Topics:
- Deployment failure - AIMLFW-96Getting issue details... STATUS - AIMLFW-86Getting issue details... STATUS
- New CLI repository https://gerrit.o-ran-sc.org/r/admin/repos/aiml-fw/awmf/cli,general
- Jira board : https://jira.o-ran-sc.org/secure/RapidBoard.jspa?rapidView=39&projectKey=AIMLFW&view=detail&selectedIssue=AIMLFW-88#
- Jimmy presented UAV path prediction user story : ppt – - AIMLFW-90Getting issue details... STATUS
2024-05-14 (Tuesday)
Recording Link:
Topics:
- ONE Summit Presentation: https://oranscworkshop2024.sched.com/
- 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://lf-o-ran-sc.atlassian.net/wiki/download/attachments/13697096/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
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.
2023-09-19 (Tuesday)
Recording Link: https://zoom.us/rec/share/DEdaOovygWC2xKOgg721ILZnoqv9Ym7EZ9gi0UWbczM1EJV1-pX4hgzk_I3Zs5xy.Y-dj_i74PTaejRdm
Presentation: To be added
Topics:
- "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
- Handle restart of VM or system hosting AIMLFW,
Discussion points:
- SANDEEP KUMAR JAISAWAL discussed the architecture for model management services. Requested to create a new repository for the model management service. To be raised in the TOC meeting for approval.
- SANDEEP KUMAR JAISAWAL had queries related to the Non-RT RIC SME. John Keeney (Ericsson EST) clarified that it will be based on implementation. Some parts of SME is implemented. Studies ongoing from F- release. In I release, there will be some implementation of SME. Suggested to add a first step that rApp requests SME for the model management services.
- Joseph Thaliath , Sandeep can start working on some of the features mentioned and maybe towards the end we can integrate with SME if it is available from Non-RT RIC team.
- Rajdeep Singh updated that regarding dynamic change of data source, coding and testing is complete and will start committing the changes.
- @Antonty (NTUST) was facing issue that the data insertion in the DB is taking more that 3 hours. Joseph Thaliath mentioned that it is not normal and would be an issue with CPU/memory resources in their lab.
- Deeepanshu Karnwal mentioned that he is interested to work on the AD use case. Joseph Thaliath mentioned that Navaneethan Rajasekaran was interested to work on this. We can check with him if he has made some progress.
2023-09-05 (Tuesday)
Recording Link: https://zoom.us/rec/share/eRFT_GelEYA1Wrrhe2J8sC1MfvLLbg89I_xtNbunzwxhZRv7mQHD07auH-O8bCw.ZqW8rb57FzQMsguB
Presentation: To be added
Topics:
- "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
- Energy savings usecase
- Handle restart of VM or system hosting AIMLFW,
Discussion points:
- JIRA tasks discussion
- Generic Training pipeline: Jira task created. Joseph Thaliath mentioned Navaneethan was able to bring up the AIMLFW and is continuing to work on this topic.
- Training service: Jira task created. Rajdeep Singh to work on this topic and identify the gaps that can be implemented in next sprint.
- Support dynamic change of data source. Rajdeep Singh is working on this topic.
- Model management: SANDEEP KUMAR JAISAWAL is working on this topic. Presented and discussed initial thoughts on this topic. To check if model sdk can be reused.
- SANDEEP KUMAR JAISAWAL had a question on the SME functionality of Non-RT RIC. John Keeney (Ericsson EST) clarified they are working on the implementation of SME.
- John Keeney (Ericsson EST) mentioned that the terms Non-anchored and anchored terminology used in the Non-RT RIC architecture might be obsolete.
- Energy svaing use case
- Bimo (NTUST) working on this topic along with Rittwik
- Link shared by Bimo : https://hackmd.io/JgjZvaMMTii0lTnG8TlH2Q?view
- James Li was checking on the status of the pair wise testing. It needs to be reported to TSC.
2023-08-22 (Tuesday)
Recording Link: https://zoom.us/rec/share/VAvGZnOr09U9ITOpPQdTSrK_CKF1NlMCZ8dxWIOwSVJQZWu5mRsvUoBdVOtnySg.GDpDKhG2EqNwjedZ
Presentation: NA
Topics:
- "I" Release discussion
- "I" Release
- Jira tasks added and dev sprint 1 started.
- https://jira.o-ran-sc.org/secure/RapidBoard.jspa?rapidView=38&projectKey=AIMLFW
- Discussion with Navaneethan
- Discussion with NTUST
- Energy savings usecase
- Installing and bring up AIMLFW dashboard in GCP.
Discussion points:
- JIRA tasks discussion
- Generic Training pipeline: Jira task created. Navaneethan Rajasekaran to work on this topic.
- Training service: Jira task created. Rajdeep Singh to work on this topic and identify the gaps that can be implemented in next sprint.
- Support dynamic change of data source. Rajdeep Singh already started working on this topic.
- Model management: SANDEEP KUMAR JAISAWAL will work on this topic. Need to analyze the need for new repository and design for the implementation. To check if model sdk can be reused.
- Energy saving usecase: Need to check for AIMLFW impact in RSAC. Need to understand which apps will use AIMLFW APIs and what APIS need to be supported.
- NTUST bringing up the AIMLFW in their lab.
- Kevin Timoney mentioned that he had sent an email regarding new docker compose way of installing ranpm.
- Joseph Thaliath shared the installation done on GCP and discussed on how to access the dashboard. Also discussed how on how to upload a new pipeline.
- Deeepanshu Karnwal was interested to contribute to AIMLFW and will contact by email.
2023-08-08 (Tuesday)
Recording Link: https://zoom.us/rec/share/eb6rzgXsosVd3wg3fVwiHXmOPZN2TVLObrgV6x81WVJD4fPajMtBtjmvk3ARrezw.GISqzFjvw_tlVFk8
Presentation:
Topics:
- H release maintenance release
- "I" Release plan discussion
- "I" Release
- RSAC presentation
- EPICs added to JIRA
- Jira tasks that can started in Dev sprint 1 to be added by next week.
- Presentation and demo by NTUST
Discussion points:
- Joseph Thaliath mentioned that H release maintenance is ready
- Professor and students from NTUST presented slides and showed on a demo on their implementation. They had some questions as mentioned below:
- Q1. What is the feature store? What is inside it? Why called SDK?
- Joseph Thaliath clarified, that it is for storing features required for training. SDK is required to abstract the type of feature store DB and give a simple API for user.
- Q2.How does the API update the job status and notify if the job status is changed, and what protocol is adopted?
- Joseph Thaliath We have notification http post API which can be enabled. Other wise the current training job status can be queried using a GET API.
- Q3. Can the general training pipeline do the training if the data source or characteristic is different?
- Joseph Thaliath clarified that the general training pipeline for training a particular types of AI/ML model (e.g. time series) and not specific to every usecase (e.g. qoe prediction)
- Q4. What is the purpose to have an automated testing for AI/ML Framework?
- Joseph Thaliath clarified that we require an automated testing framework to test the installation of AIML framework and the APIs.
- Q1. What is the feature store? What is inside it? Why called SDK?
- Rittwik Jana asked how a model is packaged with an rApp.
- Joseph Thaliath clarified, that the model is deployed as separate pod by the kserve and it will expose http APIs to provide input and get prediction results.
- Joseph Thaliath was proposing to have a deeper dive session with NTUST to discuss more on the collaboration.
- Rittwik Jana asked if we have an idea about how to get data for the energy saving usecase. Joseph Thaliath said it is not clear now on how to get data.
- Joseph Thaliath mentioned that EPICs for I release is created.
- Joseph Thaliath mentioned that for generic training pipeline, we can have separate discussion with Navaneethan Rajasekaran
2023-07-25 (Tuesday)
Recording Link: https://zoom.us/rec/share/03IX-dUJUDig4e2N1LcAqhJzbXYs8ysXuqlubwlHA6hzz5EOHnjf2CeY6jAsMX7c.lk_d6K_WGh3rEcnH
Presentation:
Topics:
- Changes required to support DME interface changes.
- "I" Release plan discussion
- "I" Release
- Request to review the "I" Release plan
- Request for contributors
Discussion points:
- Joseph Thaliath presented the I release plan. Summary and more details are there in the "I" Release page.
- Joseph Thaliath mentioned that a slot has been requested in the upcoming RSAC to discuss the plan for feedback.
- James Li asked if there is any plan included which targets pair wise testing with another project for realizing an end to end usecase.
- Joseph Thaliath , has mentioned that we have added couple of epics considering this (usecases, DME integration)
- James Li mentioned that we can discuss with ric-app project regarding rapp/xapp plan for Energy saving usecase.
2023-07-11 (Tuesday)
Recording Link: https://zoom.us/rec/share/Nn2SnLRtIx3HvUv4oufH6sHpiQFM1Q1lW4sxrazpTLczhcSSrn6G8bpa8f7eyqFO.E-SPtPP360f22Vos
Presentation:
Topics:
- "I" Release plan discussion
- "I" Release
- Request to review the "I" Release plan
- Request for contributors
Discussion points:
- Joseph Thaliath presented the I release plan. Summary and more details are there in the "I" Release page.
- Joseph Thaliath mentioned that if anyone is interested to discuss on those topics or willing to contribute, please send an email to jo.thaliath@samsung.com
- @Navaneethan asked about the pre-processing step that is required before training the model. How is it handled or it is assumed it will not be there ?
- Joseph Thaliath mentioned that in the current framework it can be handled as part of training pipeline or limited instructions for data transformation can be given to data extraction component. But it is not clear how it is handled from O-RAN alliance point of view.
- @Navaneethan asked if we are storing the model in the pickle format or any other form recommended?
- Joseph Thaliath mentioned that the framework is transparent to the format, any format, the model sdk zip the file/folder in Model DB. We are assuming the entity using the model knows how to use the model after unziping
- Deeepanshu Karnwal asked if continuous training flow is supported?
- Joseph Thaliath mentioned that the current framework supports only one time offline training and if training is required again, it needs to be triggered again using the training API. There is no option to currently use previous model for further training.
- SANDEEP KUMAR JAISAWAL mentioned that the current framework has option to trigger training API again and again but the only thing that we are not doing is retaining as soon as the new set of data is available.
- John Keeney (Ericsson EST) mentioned that there will some changes in the interface used by AIMLFW for the H-release maintenance
- Kevin Timoney will clarify the changes in the interface used by AIMLFW by email.
- Joseph Thaliath will look at these changes and see if it can be integrated easily and if there are any queries will contact Kevin or John.
2023-06-27 (Tuesday)
Recording Link: https://zoom.us/rec/share/Uhw2gtCrMgXNNke9v_iabcpRFlSGGcTjIrPPpoPrOJLZrcX70j_TjfDag53Icsza.jRMw8otHjlg1e1LG
Presentation:
Topics:
- 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 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.
2023-06-13 (Tuesday)
Recording Link:
Presentation:
Topics:
- 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 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 [TIM] 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.
2023-05-30 (Tuesday)
Recording Link:
Presentation:
NA
Topics:
- 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.
- 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 ongoing)
- for rApp (Done by Non-RT RIC team as part of ONAP)
- H Release preparation
- Sonar checks
- Jenkin jobs for Docker build - Kserve adapter
- Release tag creation
- Documentation
- Demos
- Integration testing
- H release page update
- AIMLFW Requirements gathering from community
- O-RAN SC community feedback
- "I" Release
2023-05-16 (Tuesday)
Recording Link:
Presentation:
Topics:
- AIMLFW integration
- DME
- Joseph Thaliath discussed the following :
- Tested with DME as part of ranpm repository
- Created scripts for pushing data for qoe usecase using file ready events. Will commit these scripts to aimlfw-dep repository.
- Joseph Thaliath discussed the following :
- SMO
- No update
- James Li was asking if the deployment of AIMLFW can be added as a test case as part of integration and testing project.
- Joseph Thaliath mentioned it is possible. Will provide the details of the installation instructions by email.
- DME
- AIMLFW features
- Delete training jobs
- Joseph Thaliath mentioned it is completed, Unit testcases in progress.
- Feature group creation with DME source
- Joseph Thaliath mentioned it is completed, Unit testcases in progress.
- Kserve adapter
- for xApp
- Joseph Thaliath Code commit for kserve client is pending. Integration testing is pending. Dependency on RIC DMS changes to be complete.
- for rApp
- for xApp
- Delete training jobs
- AIMLFW Requirements gathering from community
- O-RAN SC community feedback
- Kevin Timoney mention about Release H: ksqldb which will be good to analyze and see if it can used for feature engineering related feature.
- Joseph Thaliath discussed the I release plan. The list of proposed items are added here : "I" Release, if there is any comments or any new items to added, please add/comment on this page.
2023-05-02 (Tuesday)
Recording Link:
Presentation: NA
Topics:
- AIMLFW integration
- DME
- Joseph Thaliath showed demo of Feature group creation with DME option
- Joseph Thaliath mentioned that there was some issue when brining up components as part of nonrtric/plt/ranpm repository. Also wanted to check which the right producer component to integrate with AIMLFW
- John Keeney (Ericsson EST) mentioned, it is better to have an offline meeting to discuss these points for integration.
- SMO
- Vishal Varvate mentioned he was facing problem in brining up AIMLFW components when there is a restart of VM
- Joseph Thaliath mentioned that the provided steps in offline call should be enough but we will look at making changes to make it easier to bring up AIMLFW components when there is VM restart.
- DME
- AIMLFW features
- Delete training jobs
- Joseph Thaliath mentioned that this item is not started
- Feature group creation with DME source
- Joseph Thaliath showed demo of Feature group creation with DME option
- Delete training jobs
- Kserve adapter
- for xApp
- Joseph Thaliath updated that most of components code is committed. Code commit for Kserve client component is pending. Code will be committed in this sprint and demo will be shown in one of the meeting.
- for rApp
- for xApp
- AIMLFW Requirements gathering from community
- O-RAN alliance WG2 and WG3
- Joseph Thaliath mentioned that requirements are being analyzed from WG2 and consolidating all the requirements and we can discuss the same in the next meeting to decide on priority of the items and prepare plan for next release.
- O-RAN SC community feedback
- O-RAN alliance WG2 and WG3
- Change in timing from next week
- Joseph Thaliath asked if the AIMLFW meeting timing can be preponed to one hour earlier from next week due to conflict with AIML WG2 draft meeting.
- There was no objection to this. Joseph Thaliath will update the calendar to reflect this change.
2023-04-18 (Tuesday)
Recording Link:
Presentation: NA
Topics:
- AIMLFW integration
- DME
- Joseph Thaliath updated that the feature development is ongoing. Will show demo of the same in the next meeting.
- Joseph Thaliath checked if there is an update on the Non-RT RIC side.
- John Keeney (Ericsson EST) mentioned that it is already available in nonrtric/plt/ranpm repository and we can try it out.
- SMO
- Joseph Thaliath Vishal is trying to bring up the AIMLFW and upload the data in SMO influx DB
- DME
- AIMLFW features
- Delete training jobs
- Joseph Thaliath this feature is not yet started. Will work on it after the feature group implementation.
- Feature group creation with DME source
- Joseph Thaliath updated that the feature development is ongoing. Will show demo of the same in the next meeting.
- Delete training jobs
- Kserve adapter
- for xApp
- Joseph Thaliath updated code commits in kserve adapter repository and aimlfw deployment repository is ongoing
- for rApp
- Aravindhan Ayyanathan mentioned that we can check the ONAP clamp documentation to enable kserve participant.
- for xApp
- AIMLFW Requirements gathering from community
- O-RAN alliance WG2 and WG3
- Plan is to prepare requirements based on the discussions in the specification meetings and contributions.
- O-RAN SC community feedback
- Joseph Thaliath mentioned that we will try to reach out individually to check if there are any requirements that anyone would like to see implemented in the AIMLFW.
- O-RAN alliance WG2 and WG3
- Kevin Timoney was asking if we have looked at Apache druid which similar to Influx DB. Joseph Thaliath mentioned we have not looked at it. and it will be good to check it.
- Kevin Timoney was also asking if we had looked at InfluxDB scrapers which gets data from prometheus endpoints and store in influx DB.
2023-04-04 (Tuesday)
Recording Link:
Presentation:
Topics:
- AIMLFW integration
- DME
- Joseph Thaliath mentioned that we are looking at enhancing the manual approaches used to interact with DME with changes on AIMLFW. Details of approach presented. Slides are attached in the meeting minutes.
- SMO
- Vishal Varvate mentioned he was facing issue with AIMLFW installation. Joseph Thaliath clarified that the it was tested with ubuntu 18.04. For ubuntu version 20.04, the installation script requires few changes.
- Joseph Thaliath mentioned that after installation, need to check if the SMO influx DB will work with AIMLFW.
- DME
- AIMLFW features
- Delete training jobs
- Joseph Thaliath mentioned we will work on this feature in this sprint.
- creating an abstraction for pipelines
- Joseph Thaliath mentioned it is completed in the previous sprint.
- Feature group creation with DME source
- Joseph Thaliath mentioned that we are looking at enhancing the manual approaches used to interact with DME with changes on AIMLFW. Details of approach presented. Slides are attached in the meeting minutes.
- SANDEEP KUMAR JAISAWAL asked how the feature names are obtained. Joseph Thaliath mentioned that currently we need to mention manually. In future, we can provide option to user to select possible features.
- Delete training jobs
- Kserve adapter
- for xApp
- Joseph Thaliath the update on this item is that testing is complete for installation part, code will be committed this week. In the current sprint, Kserve adapter changes are ongoing.
- for rApp
- Joseph Thaliath mentioned we have installed the smo, but could not find kserve participant. We will check with Aravindhan Ayyanathan offline by email.
- for xApp
- AIMLFW Requirements gathering from community
- O-RAN alliance WG2 and WG3
- O-RAN SC community feedback
- Joseph Thaliath asked the meeting participants for any inputs on any new features that need to be supported in AIMLFW or if any other forums e need to track to get requirements for AIMLFW.
- John Keeney (Ericsson EST) mentioned if we could look at other approaches for providing/deploying the models (e.g. docker image or helm charts).
2023-03-21 (Tuesday)
Recording Link:
Presentation:
Topics:
- AIMLFW feature addition
- Joseph Thaliath mentioned Currently working on creating an abstraction for pipelines. AIMLFW-32
- Joseph Thaliath mentioned today the Chart museum installation error is fixed.
- AIMLFW integration
- DME
- Joseph Thaliath showed an initial demo of how data generated by DME in influx DB can be used for AIMLFW for training.
- VIdeo links:
- Kevin Timoney asked the Influx DB we are using. SMO is using Influx DB version 1. There will be minor difference between version and version 2.
- John Keeney (Ericsson EST) Working with O1 simulators team to generate the data , so that data is available at the right time. This will give a complete end to end flow.
- John Keeney (Ericsson EST) asked how the data was generated and mentioned mostly they will pre-spec.
- Joseph Thaliath mentioned that a python code was used to read data from csv file, generate xml files, uploaded to http server, and generate file ready events
- Joseph Thaliath was suggesting a one time historical job for retrieving data along with notification. We can discuss this further in offline meeting or non-rt ric meeting
- SMO
- Joseph Thaliath mentioned that a Jira task is added for this activity. We have fixed the installation errors. The latest version in the aimlfw-dep repository can be used for installation. As Kevin mentioned the SMO might be using version 1 and there might compatibility issues with AIMLFW. Need to check this.
- Joseph Thaliath need to check if SMO has plan to upgrade influx DB version to v2.
- DME
- Kserve adapter
- for xApp
- Joseph Thaliath mentioned minha lee is not able to join today. The update on this item is that coding is complete, review and testing is ongoing. Will be committed by next sprint.
- for rApp
- Joseph Thaliath was asking if there is steps for installing this.
- Aravindhan Ayyanathan mentioned the commits related to kserve is merged and it should be available as part of the SMO install. It should be specifically be enabled. It is part of OAM.
- John Keeney (Ericsson EST) mentioned installation should be part of the it-dep repository.
- John Keeney (Ericsson EST) mentioned that in the charts we've the added the extension to enable case kserve.
- for xApp
2023-03-07 (Tuesday)
Recording Link: https://zoom.us/rec/share/l56W82pnH7YnLbcvnVTIbDAn5Za-PsWDqcx-28QEF9z7U_GvPoynBZ4tWLlAjv9V.1PomUCDM0o6CXjoz
Presentation: N/A
Topics:
- AIMLFW feature addition
- Joseph Thaliath mentioned that edit and retraining features are added and committed to gerrit
- Joseph Thaliath mentioned the next feature is to create simplified approach for training pipelines.
- AIMLFW integration
- DME
- Joseph Thaliath mentioned the PM file demo by non-rt ric team using ICS and kafka was tried out.
- Björn Magnusson showed a demo of PM file demo using PM logger approach which stored data in influx DB. There are two approaches of how data is stored in influx DB. Joseph Thaliath to check which one is a better approach.
- Joseph Thaliath mentioned that we will try out the new approach of filtered data stored in influx DB. We analyze and see which type of data organization is better. or maybe in different usecases , we can have different data organization options.
- Regarding milliseconds information to be captured as part of QoE dataset, we can have an offline discussion.
- SMO
- Joseph Thaliath mentioned that , we need to try the SMO Influx DB option. Need to check if this can skipped as DME itself has an option to store filtered data in Influx DB.
- DME
- Kserve adapter
- for xApp
- minhac.lee mentioned that design is shared with Subhash from Near-RT RIC team. Development is in progress.
- for rApp
- Aravindhan Ayyanathan showed a demo of ACM approach of deploying models on Kserve. He will share the steps on how to try it out once the final commits are complete.
- John Keeney (Ericsson EST) mentioned via chat that what we saw in the demo will be likely be wrapped up inside an ORAN rApp manager, when we have a clear R1 spec for app management, and the app package defn etc will likely evolve too. But this is the basis/internals for what we plan for osc.
- for xApp
2023-02-21 (Tuesday)
Recording Link: https://zoom.us/rec/share/B_bvqVEu8BHiZt7wJYcQ8s8jByrTx7tN7oR94-_cG3_Nuxn36u8vV5uOgUtrvvur.YKD9j34luqPdVfyj
Presentation:
Activities
- Share integration discussion result and demo plan of SMO/Non-RT RIC
- Joseph Thaliath shared the existing plan for integration with Non-RT RIC DME
- Joseph Thaliath suggested an end notification to be provided , so that AIMLFW knows all the historical data requested is provided, so that training can be started
- John Keeney (Ericsson EST) mentioned that pm data needs to be in xml format as used in the demo flow
- Patrik Buhr described pm logger approach where data can be stored in influx db and AIMLFW can retrieve it from it directly.
- Patrik Buhr asked about the preferred influx DB version, data schema required.
- Joseph Thaliath said will check and inform and after trying out the new approach will have a better idea on the requirements and gaps.
- Björn Magnusson mentioned that by end of this week, this approach will be integrated to end to end flow, so that we can try it out.
- Kevin Timoney mentioned he was working on Apache camel and kafka connect, whic can be another option for data access
- Share Kserve Adapter design
- Update integrate plan for xApp Onboarder and RICDMS
- Kserve Adapter - AI/ML Framework - Confluence (o-ran-sc.org)
- John Keeney (Ericsson EST) and Aravindhan Ayyanathan discussed about the Automation Composition Management: Architecture and Design - Developer Wiki - Confluence (onap.org) and new kserve based component based on ACM.
- Aravindhan Ayyanathan mentioned they have demo of Kserve deployment of a sample model.
- John Keeney (Ericsson EST) said we can have a demo of it in 2 weeks to get better understanding.
- Links shared during the meeting
2023-02-07 (Tuesday)
Recording Link:
Presentation:
- Discuss cooperation with Viavi solution that could be useful for us to put together a use case - Baruch Friedman from Viavi Avinash Bhat
- JIRA tasks
- H Release Epics
- [AIMLFW-13] All Test for H Release - ORAN Jira (o-ran-sc.org)
- [AIMLFW-23] Installing Kserve inference service CRD in RIC cluster - ORAN Jira (o-ran-sc.org)
- [AIMLFW-26] Diversify training data source for Training host - ORAN Jira (o-ran-sc.org)
- [AIMLFW-25] training pipeline modification, retraining triggering - ORAN Jira (o-ran-sc.org)
- [AIMLFW-24] Integrated installation - ORAN Jira (o-ran-sc.org)
- H Release Sprint
- Active Works
- [AIMLFW-22] fixing sonar issues - ORAN Jira (o-ran-sc.org) - Rajdeep Singh
- [AIMLFW-14] Define requirements - ORAN Jira (o-ran-sc.org) - Joseph Thaliath, Vishal Varvate
- [AIMLFW-11] Define requirements - ORAN Jira (o-ran-sc.org) - Minha Lee, Youhwan Seol
- [AIMLFW-16] Define requirements - ORAN Jira (o-ran-sc.org) - Joseph Thaliath
- [RIC-955] Integrate kserve adapter as optional component in RIC - ORAN Jira (o-ran-sc.org) - Subhash (RICPLT), Minha Lee, Youhwan Seol
- H Release Epics
2023-01-24 (Tuesday)
Recording Link: https://zoom.us/rec/share/-mPBxtpibaCe-xluB7SSUg-Yx4PHPhmj9Q2KabmuRaprbtnW1EwGPx_hpruvhjP5.7B5c3tcV6JxbbuMs
Presentation: Integration_plan.pptx , KserveAdpater plan.pptx