The list below contains the functionality that contributors are planning to develop for Feast
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Items below that are in development (or planned for development) will be indicated in parentheses.
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We welcome contribution to all items in the roadmap!
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Want to influence our roadmap and prioritization? Submit your feedback to this form.
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Want to speak to a Feast contributor? We are more than happy to jump on a call. Please schedule a time using Calendly.
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Data Sources
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Offline Stores
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Online Stores
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Streaming
- Custom streaming ingestion job support
- Push based streaming data ingestion
- Streaming ingestion on AWS
- Streaming ingestion on GCP
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Feature Engineering
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Deployments
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Feature Serving
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Data Quality Management (See RFC)
- Data profiling and validation (Great Expectations) (Planned for Q1 2022)
- Metric production
- Training-serving skew detection
- Drift detection
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Feature Discovery and Governance
- Python SDK for browsing feature registry
- CLI for browsing feature registry
- Model-centric feature tracking (feature services)
- REST API for browsing feature registry
- Feast Web UI
- Feature versioning
- Amundsen integration