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woop authored and gitbook-bot committed Mar 21, 2021
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3 changes: 1 addition & 2 deletions docs/README.md
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_Would you prefer a lighter-weight, pip-install, no-Kubernetes deployment of Feast?_ The Feast maintainers are currently building a new deployment experience for Feast. If you have thoughts on Feast's deployment, [chat with the maintainers](https://calendly.com/d/gc29-y88c/feast-chat-w-willem-and-jay) to learn more and provide feedback.
{% endhint %}


## What is Feast?

Feast \(**Fea**ture **St**ore\) is an operational data system for managing and serving machine learning features to models in production.

![](.gitbook/assets/feast-architecture-diagrams%20%281%29%20%281%29%20%281%29%20%282%29%20%283%29%20%284%29%20%283%29%20%281%29%20%283%29.svg)
![](.gitbook/assets/feast-architecture-diagrams%20%281%29%20%281%29%20%281%29%20%282%29%20%283%29%20%284%29%20%283%29%20%281%29%20%281%29%20%281%29.svg)

## Problems Feast Solves

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* [Go SDK](https://godoc.org/github.com/feast-dev/feast/sdk/go)
* [Java SDK](https://javadoc.io/doc/dev.feast/feast-sdk)
* [Core gRPC API](https://api.docs.feast.dev/grpc/feast/core/coreservice.pb.html)
* [Python SDK](https://api.docs.feast.dev/python/)
* [Python SDK](http://rtd.feast.dev/)
* [Serving gRPC API](https://api.docs.feast.dev/grpc/feast/serving/servingservice.pb.html)
* [gRPC Types](https://api.docs.feast.dev/grpc/feast/types/value.pb)
* [Configuration Reference](reference/configuration-reference.md)
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4 changes: 2 additions & 2 deletions docs/advanced/security.md
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## Overview

![Overview of Feast's Security Methods.](../.gitbook/assets/untitled-25-1-%20%282%29%20%282%29%20%282%29%20%283%29%20%283%29%20%283%29%20%283%29%20%283%29%20%283%29.jpg)
![Overview of Feast's Security Methods.](../.gitbook/assets/untitled-25-1-%20%282%29%20%282%29%20%282%29%20%283%29%20%283%29%20%283%29%20%283%29%20%283%29%20%283%29%20%283%29.jpg)

Feast supports the following security methods:

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### **Authorization API/Server**

![Feast Authorization Flow](../.gitbook/assets/rsz_untitled23%20%282%29%20%282%29%20%282%29%20%283%29%20%283%29%20%283%29%20%283%29%20%283%29%20%281%29.jpg)
![Feast Authorization Flow](../.gitbook/assets/rsz_untitled23%20%282%29%20%282%29%20%282%29%20%283%29%20%283%29%20%283%29%20%283%29%20%283%29%20%283%29%20%281%29.jpg)

Feast delegates Authorization grants to an external Authorization Server that implements the [Authorization Open API specification](https://github.com/feast-dev/feast/blob/master/common/src/main/resources/api.yaml).

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# Architecture

![](../.gitbook/assets/image%20%286%29%20%283%29%20%283%29%20%283%29%20%283%29%20%283%29.png)
![](../.gitbook/assets/image%20%286%29%20%283%29%20%283%29%20%283%29%20%283%29%20%283%29%20%283%29.png)

## Sequence description

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## Concept Hierarchy

![](../.gitbook/assets/image%20%284%29%20%282%29%20%282%29%20%282%29%20%282%29%20%282%29%20%282%29.png)
![](../.gitbook/assets/image%20%284%29%20%282%29%20%282%29%20%282%29%20%282%29%20%282%29%20%282%29%20%282%29.png)

Feast contains the following core concepts:

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* Amazon EMR cluster to run Spark \(3x spot m4.xlarge\)
* Staging S3 bucket to store temporary data

![](../../.gitbook/assets/feast-on-aws-3-%20%282%29%20%282%29%20%282%29%20%282%29%20%282%29%20%282%29.png)
![](../../.gitbook/assets/feast-on-aws-3-%20%282%29%20%282%29%20%282%29%20%282%29%20%282%29%20%282%29%20%282%29.png)

## 1. Requirements

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* [Feast gRPC Types](https://api.docs.feast.dev/grpc/feast/types/value.pb): These are the gRPC types used by both Feast Core, Feast Serving, and the Go, Java, and Python clients.
* [Go Client SDK](https://godoc.org/github.com/feast-dev/feast/sdk/go): The Go library used for the retrieval of online features from Feast.
* [Java Client SDK](https://javadoc.io/doc/dev.feast/feast-sdk): The Java library used for the retrieval of online features from Feast.
* [Python SDK](https://api.docs.feast.dev/python/): This is the complete reference to the Feast Python SDK. The SDK is used to manage feature sets, features, jobs, projects, and entities. It can also be used to retrieve training datasets or online features from Feast Serving.
* [Python SDK](http://rtd.feast.dev/): This is the complete reference to the Feast Python SDK. The SDK is used to manage feature sets, features, jobs, projects, and entities. It can also be used to retrieve training datasets or online features from Feast Serving.

## Community Contributions

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