[Task]: Add Anomaly Detection PTransform to Beam

[shunping]

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This is used as an umbrella issue for Anomaly Detection PRs.

#33845 Add base classes and specifiable protocol
#33994 Add univariate trackers
#34018 Add threshold and aggregation functions.
#34273 Support functions and classes as init arguments in specifiable.
#34234 Add main and auxiliary transforms.
#34232 Add detectors and some necessary univariate trackers.
#34310 Refactor and improve Specifiable
#34331 Support offline detectors

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Issue Priority

Priority: 2 (default / most normal work should be filed as P2)

Issue Components

• Component: Python SDK
• Component: Java SDK
• Component: Go SDK
• Component: Typescript SDK
• Component: IO connector
• Component: Beam YAML
• Component: Beam examples
• Component: Beam playground
• Component: Beam katas
• Component: Website
• Component: Infrastructure
• Component: Spark Runner
• Component: Flink Runner
• Component: Samza Runner
• Component: Twister2 Runner
• Component: Hazelcast Jet Runner
• Component: Google Cloud Dataflow Runner

[github-actions]

This issue has been marked as stale due to 150 days of inactivity. It will be closed in 30 days if no further activity occurs. If you think that’s incorrect or this issue still needs to be addressed, please simply write any comment. If closed, you can reopen the issue at any time. Thank you for your contributions.