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removed the script and used composed files
Signed-off-by: Abdul Hameed <[email protected]>
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# Feast Examples | ||
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1. **[Quickstart Example](https://github.com/feast-dev/feast/tree/master/examples/quickstart)**: This is a step-by-step guide for getting started with Feast. | ||
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2. **[Java Demo](https://github.com/feast-dev/feast/tree/master/examples/java-demo)**: Demonstrates how to use Feast with Java feature server and deployed with Kubernetes. | ||
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3. **[Python Helm Demo](https://github.com/feast-dev/feast/tree/master/examples/python-helm-demo)**: Demonstrates Feast with Kubernetes using Helm charts and Python feature server. | ||
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4. **[RBAC Local](https://github.com/feast-dev/feast/tree/master/examples/rbac-local)**: Demonstrates using notebooks how configure and test Role-Based Access Control (RBAC) for securing access in Feast using OIDC authorization type with in a local environment. | ||
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5. **[RBAC Remote](https://github.com/feast-dev/feast/tree/master/examples/rbac-local)**: Demonstrates how to configure and test Role-Based Access Control (RBAC) for securing access in Feast using Kubernetes or OIDC Authentication type with in Kubernetes environment. | ||
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6. **[Remote Offline Store](https://github.com/feast-dev/feast/tree/master/examples/remote-offline-store)**: Demonstrates how to set up and use remote offline server. | ||
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7. **[Podman/Podman Compose_local](https://github.com/feast-dev/feast/tree/master/examples/podman_local)**: Demonstrates how to deploy Feast remote server components using Podman Compose locally. | ||
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# Feast example using Podman and Podman Compose | ||
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This guide explains how to deploy Feast remote server components using Podman Compose locally and run an example using the client. | ||
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## Prerequisites | ||
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1. **Podman**: [Podman installation guide](https://podman.io/). | ||
2. **Podman Compose**: [Podman Compose Installation guide](https://github.com/containers/podman-compose/tree/main?tab=readme-ov-file#installation]). | ||
3. **Python 3.9+ environment** | ||
4. **Feast CLI** | ||
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## Setup | ||
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### 1. **Feast Project Setup** | ||
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- The project [feature_repo](feature_repo) already created using `feast init` command | ||
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### 2. **Run the Podman Compose File** | ||
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- Use the [docker-compose.yml](docker-compose.yml) file to install and run the Feast feature servers (online, offline, and registry) on podman. The docker-compose file uses the `feastdev/feature-server:latest` image. Each respective service has specific port mappings and maps the volume from the `./feature_repo` configuration. | ||
- To start the feature servers, run the following command: | ||
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```bash | ||
podman-compose up -d | ||
``` | ||
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- This will launch the necessary containers for online, offline, and registry feature servers. | ||
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### 3. **Verify the Installation** | ||
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- Use the `podman ps` command to verify that the containers are running: | ||
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```bash | ||
podman ps | ||
``` | ||
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Example output: | ||
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``` | ||
CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES | ||
61442d6d6ef3 docker.io/feastdev/feature-server:latest feast -c /feature... 2 minutes ago Up 2 minutes 0.0.0.0:6566->6566/tcp online-feature-server | ||
1274c21716a6 docker.io/feastdev/feature-server:latest feast -c /feature... 2 minutes ago Up 2 minutes 0.0.0.0:8815->8815/tcp offline-feature-server | ||
4e38ca8c39db docker.io/feastdev/feature-server:latest feast -c /feature... 2 minutes ago Up 2 minutes 0.0.0.0:6570->6570/tcp registry-feature-server | ||
``` | ||
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- Alternatively, you can verify the running containers through **Podman Desktop**: | ||
![podman.png](podman.png) | ||
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### 4. **Run Feast Apply** | ||
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- To apply the feature store definitions to the remote registry, run the following command: | ||
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```bash | ||
podman exec registry-feature-server feast -c /feature_repo apply | ||
``` | ||
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### 5. **Run Client Examples** | ||
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- The [client](client) folder contains example client-side configurations and code: | ||
- [feature_store.yaml](client/feature_repo/feature_store.yaml): Configuration for the feature store. | ||
- [test.py](client/feature_repo/test.py): Example Python script to interact with the Feast server. | ||
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### 6. **Cleanup** | ||
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- To stop and remove the running containers, run the following command: | ||
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```bash | ||
podman-compose down | ||
``` | ||
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- This will stop all the feature server containers and clean up the environment. |
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version: '3.9' | ||
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x-defaults: &default-settings | ||
image: feastdev/feature-server:latest | ||
restart: unless-stopped | ||
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services: | ||
online-feature-server: | ||
<<: *default-settings | ||
container_name: online-feature-server | ||
command: feast -c /feature_repo serve -h 0.0.0.0 | ||
ports: | ||
- "6566:6566" | ||
volumes: | ||
- ./feature_repo:/feature_repo | ||
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offline-feature-server: | ||
<<: *default-settings | ||
container_name: offline-feature-server | ||
command: feast -c /feature_repo serve_offline -h 0.0.0.0 | ||
ports: | ||
- "8815:8815" | ||
volumes: | ||
- ./feature_repo:/feature_repo | ||
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registry-feature-server: | ||
<<: *default-settings | ||
container_name: registry-feature-server | ||
command: feast -c /feature_repo serve_registry | ||
ports: | ||
- "6570:6570" | ||
volumes: | ||
- ./feature_repo:/feature_repo |
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