Add roadmap to README.md

.pre-commit-config.yaml

@@ -12,4 +12,9 @@ repos:
         name: Lint
         stages: [ push ]
         language: system
-        entry: make lint
+        entry: make lint
+      - id: template
+        name: Build Templates
+        stages: [ commit ]
+        language: system
+        entry: make build-templates

CONTRIBUTING.md

@@ -14,7 +14,7 @@ Setup [`pre-commit`](https://pre-commit.com/) to automatically lint and format t
 2. Install `pre-commit` with `pip` & install pre-push hooks
 ```sh
 pip install pre-commit
-pre-commit install --hook-type pre-push
+pre-commit install --hook-type pre-commit --hook-type pre-push
 ```
 3. On push, the pre-commit hook will run. This runs `make format` and `make lint`.
 

Makefile

@@ -133,3 +133,6 @@ compile-protos-docs:
 
 build-sphinx: compile-protos-python
 	cd 	$(ROOT_DIR)/sdk/python/docs && $(MAKE) build-api-source
+
+build-templates:
+	python infra/scripts/compile-templates.py

README.md

@@ -1,3 +1,5 @@
+<!--Do not modify this file. It is auto-generated from a template (infra/templates/README.md.jinja2)-->
+
 <p align="center">
     <a href="https://feast.dev/">
       <img src="docs/assets/feast_logo.png" width="550">
@@ -19,12 +21,12 @@ 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
+## 📐 Architecture
 <img src="https://i.imgur.com/IYUMF3Q.png" width="700">
 
 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).
 
-## Getting Started
+## 🐣 Getting Started
 
 ### 1. Install Feast
 ```commandline
@@ -61,7 +63,7 @@ entity_df = pd.DataFrame.from_dict({
 store = FeatureStore(repo_path=".")
 
 training_df = store.get_historical_features(
-    entity_df=entity_df, 
+    entity_df=entity_df,
     features = [
         'driver_hourly_stats:conv_rate',
         'driver_hourly_stats:acc_rate',
@@ -123,26 +125,111 @@ pprint(feature_vector)
 }
 ```
 
-## Important resources
+## 📦 Functionality and Roadmap
+
+The list below contains Feast functionality that contributors are planning to develop
+* Items below may indicate if it is planned for development or whether development is in progress. 
+* We welcome contribution to all items in the roadmap, especially those that are not currently planned or in development.
+* 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 quick 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
+
+
+- **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
+
+
+- **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
+    - [ ]  Bigtable
+    - [ ]  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
+
+
+- **Feature Engineering**
+    - [ ]  On-demand Transformations (Development in progress. 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))
+    - [ ]  Cloud Run
+    - [ ]  Kubernetes
+    - [ ]  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))
+    - [ ]  Java Client
+    - [ ]  Go Client    
+    - [ ]  Push API
+    - [ ]  Delete API
+    - [ ]  Feature Logging (for training)
+
+
+- **Data Quality Management**
+    - [ ]  Data profiling and validation (Great Expectations) (Planned for Q4 2021)
+    - [ ]  Metric production
+    - [ ]  Training-serving skew detection
+    - [ ]  Drift detection
+    - [ ]  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)
+    - [ ]  REST API for browsing feature registry
+    - [ ]  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/)
  * [Quickstart](https://docs.feast.dev/getting-started/quickstart)
- * [Roadmap](https://docs.feast.dev/roadmap)
  * [Tutorials](https://docs.feast.dev/tutorials/tutorials-overview)
  * [Running Feast with GCP/AWS](https://docs.feast.dev/how-to-guides/feast-gcp-aws)
  * [Change Log](https://github.com/feast-dev/feast/blob/master/CHANGELOG.md)
  * [Slack (#Feast)](https://slack.feast.dev/)
 
-## Contributing
+## 👋 Contributing
 Feast is a community project and is still under active development. Please have a look at our contributing and development guides if you want to contribute to the project:
 - [Contribution Process for Feast](https://docs.feast.dev/project/contributing)
 - [Development Guide for Feast](https://docs.feast.dev/project/development-guide)
 - [Development Guide for the Main Feast Repository](./CONTRIBUTING.md)
 
-## Contributors ✨
+## ✨ Contributors
 
 Thanks goes to these incredible people:
 
 <a href="https://github.com/feast-dev/feast/graphs/contributors">
   <img src="https://contrib.rocks/image?repo=feast-dev/feast" />
-</a>
+</a>

docs/feast-on-kubernetes/getting-started/README.md

@@ -1,7 +1,7 @@
 # Getting started
 
 {% hint style="danger" %}
-Feast on Kubernetes is only supported using Feast 0.9 \(and below\). We are working to add support for Feast on Kubernetes with the latest release of Feast \(0.10+\). Please see our [roadmap](../../roadmap.md) for more details.
+Feast on Kubernetes is only supported using Feast 0.9 \(and below\). We are working to add support for Feast on Kubernetes with the latest release of Feast. Please see our [roadmap](../../roadmap.md) for more details.
 {% endhint %}
 
 ### Install Feast