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Updating roadmap + hero image #1950

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Oct 15, 2021
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Updating roadmap + hero image #1950

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1584a81
Update hero image
adchia Oct 15, 2021
de7318f
Fix roadmap extra line
adchia Oct 15, 2021
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73 changes: 41 additions & 32 deletions README.md
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Expand Up @@ -22,7 +22,7 @@ Feast is an open source feature store for machine learning. Feast is the fastest
Please see our [documentation](https://docs.feast.dev/) for more information about the project.

## 📐 Architecture
<img src="https://i.imgur.com/IYUMF3Q.png" width="700">
<img src="https://i.imgur.com/DphraPo.png" width="750">

The above architecture is the minimal Feast deployment. Want to run the full Feast on GCP/AWS? Click [here](https://docs.feast.dev/how-to-guides/feast-gcp-aws).

Expand Down Expand Up @@ -129,77 +129,86 @@ pprint(feature_vector)

The list below contains the functionality that contributors are planning to develop for Feast

* Items below that are in development \(or planned for development\) will be indicated in parentheses.
* Items below that are in development (or planned for development) will be indicated in parentheses.
* We welcome contribution to all items in the roadmap!
* Want to influence our roadmap and prioritization? Submit your feedback to [this form](https://docs.google.com/forms/d/e/1FAIpQLSfa1nRQ0sKz-JEFnMMCi4Jseag_yDssO_3nV9qMfxfrkil-wA/viewform).
* Want to influence our roadmap and prioritization? Submit your feedback to [this form](https://docs.google.com/forms/d/e/1FAIpQLSfa1nRQ0sKz-JEFnMMCi4Jseag_yDssO\_3nV9qMfxfrkil-wA/viewform).
* Want to speak to a Feast contributor? We are more than happy to jump on a call. Please schedule a time using [Calendly](https://calendly.com/d/x2ry-g5bb/meet-with-feast-team).



* **Data Sources**
* [x] [Redshift source](https://docs.feast.dev/reference/data-sources/redshift)
* [x] [BigQuery source](https://docs.feast.dev/reference/data-sources/bigquery)
* [x] [Parquet file source](https://docs.feast.dev/reference/data-sources/file)
* [ ] Kafka source \(Planned for Q4 2021\)
* [ ] HTTP source
* [ ] Snowflake source
* [ ] Synapse source
* **Data Sources**
* [x] [Redshift source](https://docs.feast.dev/reference/data-sources/redshift)
* [x] [BigQuery source](https://docs.feast.dev/reference/data-sources/bigquery)
* [x] [Parquet file source](https://docs.feast.dev/reference/data-sources/file)
* [ ] Kafka source (Planned for Q4 2021)
* [ ] Synapse source (Planned for Q4 2021)
* [ ] Snowflake source (Planned for Q4 2021)
* [ ] HTTP source


* **Offline Stores**
* [x] [Redshift](https://docs.feast.dev/reference/offline-stores/redshift)
* [x] [BigQuery](https://docs.feast.dev/reference/offline-stores/bigquery)
* [x] [In-memory / Pandas](https://docs.feast.dev/reference/offline-stores/file)
* [x] [Custom offline store support](https://docs.feast.dev/how-to-guides/adding-a-new-offline-store)
* [x] [Hive \(community maintained\)](https://github.com/baineng/feast-hive)
* [ ] Snowflake
* [ ] Synapse
* [x] [Hive (community maintained)](https://github.com/baineng/feast-hive)
* [x] [Postgres (community maintained)](https://github.com/nossrannug/feast-postgres)
* [ ] Snowflake (Planned for Q4 2021)
* [ ] Synapse (Planned for Q4 2021)\

* **Online Stores**
* [x] [DynamoDB](https://docs.feast.dev/reference/online-stores/dynamodb)
* [x] [Redis](https://docs.feast.dev/reference/online-stores/redis)
* [x] [Datastore](https://docs.feast.dev/reference/online-stores/datastore)
* [x] [SQLite](https://docs.feast.dev/reference/online-stores/sqlite)
* [x] [Custom online store support](https://docs.feast.dev/how-to-guides/adding-support-for-a-new-online-store)
* [ ] Postgres
* [x] [Postgres (community maintained)](https://github.com/nossrannug/feast-postgres)
* [ ] Bigtable
* [ ] Cassandra
* [ ] Cassandra\

* **Streaming**
* [ ] [Custom streaming ingestion job support](https://docs.feast.dev/how-to-guides/creating-a-custom-provider)
* [ ] Streaming ingestion on AWS \(Planned for Q4 2021\)
* [ ] Streaming ingestion on GCP
* [x] [Custom streaming ingestion job support](https://docs.feast.dev/how-to-guides/creating-a-custom-provider)
* [ ] Streaming ingestion on AWS (Planned for Q4 2021)
* [ ] Streaming ingestion on GCP\

* **Feature Engineering**
* [ ] On-demand Transformations \(Development in progress. See [RFC](https://docs.google.com/document/d/1lgfIw0Drc65LpaxbUu49RCeJgMew547meSJttnUqz7c/edit#)\)
* [ ] Batch transformation \(SQL\)
* [ ] Streaming transformation
* [x] On-demand Transformations (Alpha release. See [RFC](https://docs.google.com/document/d/1lgfIw0Drc65LpaxbUu49RCeJgMew547meSJttnUqz7c/edit#))
* [ ] Batch transformation (SQL)
* [ ] Streaming transformation\

* **Deployments**
* [ ] AWS Lambda \(Development in progress. See [RFC](https://docs.google.com/document/d/1eZWKWzfBif66LDN32IajpaG-j82LSHCCOzY6R7Ax7MI/edit)\)
* [x] AWS Lambda (Alpha release. See [RFC](https://docs.google.com/document/d/1eZWKWzfBif66LDN32IajpaG-j82LSHCCOzY6R7Ax7MI/edit))
* [ ] Cloud Run
* [ ] Kubernetes
* [ ] KNative
* [ ] KNative\

* **Feature Serving**
* [x] Python Client
* [ ] REST Feature Server \(Python\) \(Development in progress. See [RFC](https://docs.google.com/document/d/1iXvFhAsJ5jgAhPOpTdB3j-Wj1S9x3Ev_Wr6ZpnLzER4/edit)\)
* [ ] gRPC Feature Server \(Java\) \(See [\#1497](https://github.com/feast-dev/feast/issues/1497)\)
* [x] REST Feature Server (Python) (Alpha release. See [RFC](https://docs.google.com/document/d/1iXvFhAsJ5jgAhPOpTdB3j-Wj1S9x3Ev_Wr6ZpnLzER4/edit))
* [x] gRPC Feature Server (Java) (See [#1497](https://github.com/feast-dev/feast/issues/1497))
* [ ] Java Client
* [ ] Go Client
* [ ] Push API
* [ ] Delete API
* [ ] Feature Logging \(for training\)
* [ ] Feature Logging (for training)\

* **Data Quality Management**
* [ ] Data profiling and validation \(Great Expectations\) \(Planned for Q4 2021\)
* [ ] Data profiling and validation (Great Expectations) (Planned for Q4 2021)
* [ ] Metric production
* [ ] Training-serving skew detection
* [ ] Drift detection
* [ ] Alerting
* [ ] Alerting\

* **Feature Discovery and Governance**
* [x] Python SDK for browsing feature registry
* [x] CLI for browsing feature registry
* [x] Model-centric feature tracking \(feature services\)
* [x] Model-centric feature tracking (feature services)
* [ ] REST API for browsing feature registry
* [ ] Feast Web UI \(Planned for Q4 2021\)
* [ ] Feast Web UI (Planned for Q4 2021)
* [ ] Feature versioning
* [ ] Amundsen integration



## 🎓 Important Resources

Please refer to the official documentation at [Documentation](https://docs.feast.dev/)
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1 change: 0 additions & 1 deletion docs/roadmap.md
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Expand Up @@ -10,7 +10,6 @@ The list below contains the functionality that contributors are planning to deve


* **Data Sources**

* [x] [Redshift source](https://docs.feast.dev/reference/data-sources/redshift)
* [x] [BigQuery source](https://docs.feast.dev/reference/data-sources/bigquery)
* [x] [Parquet file source](https://docs.feast.dev/reference/data-sources/file)
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2 changes: 1 addition & 1 deletion infra/templates/README.md.jinja2
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Expand Up @@ -20,7 +20,7 @@ Feast is an open source feature store for machine learning. Feast is the fastest
Please see our [documentation](https://docs.feast.dev/) for more information about the project.

## 📐 Architecture
<img src="https://i.imgur.com/IYUMF3Q.png" width="700">
<img src="https://i.imgur.com/DphraPo.png" width="750">

The above architecture is the minimal Feast deployment. Want to run the full Feast on GCP/AWS? Click [here](https://docs.feast.dev/how-to-guides/feast-gcp-aws).

Expand Down