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‎docs/.gitbook/assets/feast-on-aws-3- (2) (2) (2) (2) (2) (2) (2) (2) (2) (2) (2) (7).png‎

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‎docs/.gitbook/assets/point_in_time_join (1) (2) (2) (3) (3) (3) (3) (8).png‎

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‎docs/.gitbook/assets/untitled-25-1- (2) (2) (2) (3) (3) (3) (3) (3) (3) (1) (8).jpg‎

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‎docs/README.md‎

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## What is Feast?
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Feast \(**Fea**ture **St**ore\) is an operational data system for managing and serving machine learning features to models in production. It can serve features from a low-latency online store \(for real-time prediction\) or from an off-line store \(for scale-out batch scoring or training models\).
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Feast \(**Fea**ture **St**ore\) is an operational data system for managing and serving machine learning features to models in production. Feast is able to serve feature data to models from a low-latency online store \(for real-time prediction\) or from an offline store \(for scale-out batch scoring or model training\).
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![](.gitbook/assets/feast_hero_010.png)
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‎docs/feast-on-kubernetes-1/advanced-1/security.md‎

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## Overview
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![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%281%29%20%285%29.jpg)
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![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%281%29%20%283%29.jpg)
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Feast supports the following security methods:
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</thead>
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<tbody></tbody>
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</table>
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{% endtab %}
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{% endtabs %}
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### **Enabling Authentication in Go SDK**
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Configure the [Feast Java SDK](https://javadoc.io/doc/dev.feast/feast-sdk/latest/com/gojek/feast/package-summary.html) to use authentication by specifying the credential via `SecurityConfig`:
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```go
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// error handling omitted.
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// Use Google Credential as provider.
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cred, _ := feast.NewGoogleCredential("localhost:6566")
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cli, _ := feast.NewSecureGrpcClient("localhost", 6566, feast.SecurityConfig{
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// Specify the credential to provide tokens for Feast Authentication.
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Credential: cred,
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})
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```
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{% tabs %}
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{% tab title="Google Credential" %}
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Google Credential uses Service Account credentials JSON file set via`GOOGLE_APPLICATION_CREDENTIALS` environmental variable \([Google Cloud Authentication documentation](https://cloud.google.com/docs/authentication/getting-started)\) to obtain tokens for Authenticating Feast requests:
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* Exporting `GOOGLE_APPLICATION_CREDENTIALS`
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```bash
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$ export GOOGLE_APPLICATION_CREDENTIALS="path/to/key.json"
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```
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* Create a Google Credential with target audience.
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```go
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cred, _ := feast.NewGoogleCredential("localhost:6566")
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```
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> Target audience of the credential should be set to host URL of target Service. \(ie `https://localhost` if Service listens on `localhost`\):
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{% endtab %}
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{% tab title="OAuth Credential" %}
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OAuth Credential makes an OAuth [client credentials](https://auth0.com/docs/flows/call-your-api-using-the-client-credentials-flow) request to obtain the credential/token used to authenticate Feast requests:
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* Create OAuth Credential with parameters:
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```go
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cred := feast.NewOAuthCredential("localhost:6566", "client_id", "secret", "https://oauth.endpoint/auth")
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```
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| Parameter | Description |
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| :--- | :--- |
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{% endtab %} {% endtabs %} \#\#\# \*\*Enabling Authentication in Go SDK\*\* Configure the \[Feast Java SDK\]\(https://javadoc.io/doc/dev.feast/feast-sdk/latest/com/gojek/feast/package-summary.html\) to use authentication by specifying the credential via \`SecurityConfig\`: \`\`\`go // error handling omitted. // Use Google Credential as provider. cred, \_ := feast.NewGoogleCredential\("localhost:6566"\) cli, \_ := feast.NewSecureGrpcClient\("localhost", 6566, feast.SecurityConfig{ // Specify the credential to provide tokens for Feast Authentication. Credential: cred, }\) \`\`\` {% tabs %} {% tab title="Google Credential" %} Google Credential uses Service Account credentials JSON file set via\`GOOGLE\_APPLICATION\_CREDENTIALS\` environmental variable \\(\[Google Cloud Authentication documentation\]\(https://cloud.google.com/docs/authentication/getting-started\)\\) to obtain tokens for Authenticating Feast requests: \* Exporting \`GOOGLE\_APPLICATION\_CREDENTIALS\` \`\`\`bash $ export GOOGLE\_APPLICATION\_CREDENTIALS="path/to/key.json" \`\`\` \* Create a Google Credential with target audience. \`\`\`go cred, \_ := feast.NewGoogleCredential\("localhost:6566"\) \`\`\` &gt; Target audience of the credential should be set to host URL of target Service. \\(ie \`https://localhost\` if Service listens on \`localhost\`\\): {% endtab %} {% tab title="OAuth Credential" %} OAuth Credential makes an OAuth \[client credentials\]\(https://auth0.com/docs/flows/call-your-api-using-the-client-credentials-flow\) request to obtain the credential/token used to authenticate Feast requests: \* Create OAuth Credential with parameters: \`\`\`go cred := feast.NewOAuthCredential\("localhost:6566", "client\_id", "secret", "https://oauth.endpoint/auth"\) \`\`\` \| Parameter \| Description \| \| :--- \| :--- \|
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<table>
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<thead>

‎docs/feast-on-kubernetes-1/concepts/overview.md‎

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## Concept Hierarchy
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![](../../.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%20%282%29%20%282%29%20%282%29%20%282%29%20%282%29%20%282%29%20%283%29%20%283%29%20%283%29%20%283%29%20%282%29.png)
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![](../../.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%20%282%29%20%282%29%20%282%29%20%282%29%20%282%29%20%282%29%20%283%29%20%283%29%20%283%29%20%283%29%20%286%29.png)
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Feast contains the following core concepts:
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‎docs/feast-on-kubernetes-1/getting-started/install-feast/kubernetes-amazon-eks-with-terraform.md‎

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* Amazon EMR cluster to run Spark \(3x spot m4.xlarge\)
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* Staging S3 bucket to store temporary data
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![](../../../.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%20%282%29%20%282%29%20%282%29%20%282%29%20%284%29.png)
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![](../../../.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%20%282%29%20%282%29%20%282%29%20%282%29%20%283%29.png)
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## 1. Requirements
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‎docs/feast-on-kubernetes-1/reference-1/api/online_store_format.md‎

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**Example:**
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![Datastore Online Example](../../../.gitbook/assets/datastore_online_example%20%281%29.png)
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![Datastore Online Example](../../../.gitbook/assets/datastore_online_example.png)
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## Appendix
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‎docs/quickstart.md‎

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## Next steps
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* Follow our [Getting Started](getting-started/) guide for a hands tutorial in using Feast
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* Check out our [Tutorials](feast-on-kubernetes-1/tutorials-1/) section for more examples on how to use Feast.
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* Join other Feast users and contributors in [Slack](https://slack.feast.dev/) and become part of the community!
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* For more tutorials, check the the Tutorials section.
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