AI4CI - Open Source Summti

1. 1
AI for Continuous Integration
AI4CI
Aakanksha Duggal, Red Hat
Oindrilla Chatterjee, Red Hat

2. aakankshaduggal
aduggal@redhat.com duggalaakanksha
Boston,
United States
Data Scientist at Office of the CTO | AI Center of Excellence |
duggalaakanksha

3. oindrillac
ochatter@redhat.com oindrilla-chatterjee
Boston,
United States
Data Scientist at Office of the CTO | AI Center of Excellence |
oindrilla_chat

4. What is AI4CI?
Operate First Cloud
Dive Into Open Data Sources
TestGrid
Prow
GitHub
Demo
Engage
Overview

5. What is AI4CI?
Operate First Cloud
Dive Into Open Data Sources
TestGrid
Prow
GitHub
Demo
Engage
Overview

6. Artificial Intelligence for IT
Operations
+
Dev & Ops : DevOps
AIOps
AI + DevOps

7. Artificial Intelligence for IT
Operations
+
Dev & Ops : DevOps
Automating stages of
app development
AIOps
AI + DevOps
CI/CD
Continuous Integration,
Continuous Delivery

8. AIOps
AI + DevOps
CI/CD
Continuous Integration,
Continuous Delivery
+ = AI4CI
AI for Continuous Integration

9. What is AI4CI?

10. Our current initiatives

11. Our current initiatives
Collecting Data

12. Collecting Data Metrics
Our current initiatives

13. Collecting Data Metrics AI/ ML
Our current initiatives

14. Collecting Data Metrics AI/ ML E2E Workflow
Our current initiatives

15. What is AI4CI?
Operate First Cloud
Dive Into Open Data Sources
TestGrid
Prow
GitHub
Demo
Engage
Overview

16. “A concept to incorporate operational experience into
software projects.”
www.operate-first.cloud
Operate First

17. Operate First

18. What is AI4CI?
Operate First Cloud
Dive Into Open Data Sources
TestGrid
Prow
GitHub
Demo
Engage
Overview

19. TestGrid Prow Github
Open Data Sources

20. TestGrid Prow Github
Open Data Sources

21. TestGrid

22. CI DATA
From testgrid.k8s.io to dashboards
How?

23. CI DATA
JUPYTER
NOTEBOOKS
Metrics ML/ AI
From testgrid.k8s.io to dashboards
How?

24. CI DATA
JUPYTER
NOTEBOOKS
AUTOMATED
PIPELINE
Elyra and Kubeflow
Pipelines
From testgrid.k8s.io to dashboards
How?

25. CI DATA
JUPYTER
NOTEBOOKS
AUTOMATED
PIPELINE
DASHBOARD
Superset KPI
Dashboard
From testgrid.k8s.io to dashboards
How?

26. TestGrid Prow Github
Open Data Sources

27. Build Logs
Prow

28. Build Logs Log Analyses
Prow

29. Build Logs Log Analyses
successful builds without provider
obfuscation
failures in CI infrastructure (e.g. lack of
capacity)
Build failures due to some tests
failures during preparation steps, before
tests can be executed
Log Classification
Prow

30. TestGrid Prow Github
Open Data Sources

31. Time to Merge of a PR

32. GITHUB DATA

33. GITHUB DATA
FEATURE
ENGINEERING
size of the PR,
types of files in the PR
description of the PR

34. GITHUB DATA
FEATURE
ENGINEERING
MODEL
TRAINING
Naive Bayes
XGBoost
Random Forest
SVM

35. GITHUB DATA
FEATURE
ENGINEERING
MODEL
TRAINING
MODEL
DEPLOYMENT

36. What is AI4CI?
Operate First Cloud
Dive Into Open Data Sources
TestGrid
Prow
GitHub
Demo
Engage
Overview

37. What is AI4CI?
Operate First Cloud
Dive Into Open Data Sources
TestGrid
Prow
GitHub
Demo
Engage
Overview

38. Dashboards
Get Started
Notebooks Model Endpoints
Automated
Workflows
Video Playlist
https://www.operate-first.cloud/data-science/ai4ci/docs/get-started.md
Open Data
Sources
Engage

39. ML Analysis
KPI Metric
Engage
Contribute
https://www.operate-first.cloud/data-science/ai4ci/docs/how-to-contribute.md

40. Thank you, questions?
40
https://github.com/aicoe-aiops/ocp-ci-analysis
@OperateFirst
https://tinyurl.com/aiforci
https://www.operate-first.cloud/data-science/ai4ci/

42. Engage!
Developer Kubernetes Contributor
Data Science Enthusiast