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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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06-
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25 (Tuesday)
Recording Linklink: https://zoom.us/rec/share/nRcyBEOuUcid1TZsfVLLg8PrSzD5Vs3LkCQiUgkeYujvd0pfmiwh-70jHD0DpprKigI.3OStoQDEd4-2fqos
Presentation: To be added
Topics:
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4JbNVpasyj_H0rPFCZGVFsBjAdUmS0A3FzCFRhzUkrn5IRDHT5hNbDc0gvCN.Y4iFuMo1OJELcNsT
Topics:
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- New patches :
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- gerrit.o-ran-sc.org/r/c/aiml-fw/aimlfw-dep/+/13009
Jira server ORAN Jira columnIds issuekey,summary,issuetype,created,updated,duedate,assignee,reporter,priority,status,resolution columns key,summary,type,created,updated,due,assignee,reporter,priority,status,resolution serverId 5ec52304-b77c-3ce7-af6a-112cb13e6008 key AIMLFW-98 - https://gerrit.o-ran-sc.org/r/c/portal/aiml-dashboard/+/12993
Jira server ORAN Jira columnIds issuekey,summary,issuetype,created,updated,duedate,assignee,reporter,priority,status,resolution columns key,summary,type,created,updated,due,assignee,reporter,priority,status,resolution serverId 5ec52304-b77c-3ce7-af6a-112cb13e6008 key AIMLFW-86 - https://gerrit.o-ran-sc.org/r/c/aiml-fw/athp/tps/kubeflow-adapter/+/12994
Jira server ORAN Jira columnIds issuekey,summary,issuetype,created,updated,duedate,assignee,reporter,priority,status,resolution columns key,summary,type,created,updated,due,assignee,reporter,priority,status,resolution serverId 5ec52304-b77c-3ce7-af6a-112cb13e6008 key AIMLFW-102
- gerrit.o-ran-sc.org/r/c/aiml-fw/aimlfw-dep/+/13009
- 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
Jira server ORAN Jira serverId 5ec52304-b77c-3ce7-af6a-112cb13e6008 key AIMLFW-96 Jira server ORAN Jira serverId 5ec52304-b77c-3ce7-af6a-112cb13e6008 key AIMLFW-86 - 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 –
Jira server ORAN Jira serverId 5ec52304-b77c-3ce7-af6a-112cb13e6008 key AIMLFW-90
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://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 /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
- 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
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