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---
title: Object Detection ECS
emoji: 🌖
colorFrom: purple
colorTo: green
sdk: gradio
sdk_version: 5.5.0
app_file: app.py
pinned: false
short_description: Object detection ECS
---
# Object detection via ECS endpoints
<b>Aim: AI-driven object detection task</b>
- Front-end: user interface via Gradio library
- Back-end: use of ECS endpoints to run ML models
## Front-end user interface
Use of Gradio library for web interface
Command line:
> python3 app.py
<b>Note:</b> The Gradio app should now be accessible at http://localhost:7860
## Back-end ML models
Machine Learning (ML) models are available on Docker Hub and have been deployed on AWS ECS
**Docker hub containers:**
- DETR model: https://hub.docker.com/r/cvachet/object-detection-detr-api
- YOLOS model: https://hub.docker.com/r/cvachet/object-detection-yolos-api
## AWS ECS deployment steps:
ECS: Elastic Container Service
Steps after docker images are available on Docker Hub
### Step 1. Create a new ECS task definition
- Task name (e.g. ObjectDetectionDETRTask)
- Infrastructure requirement:
- Launch type: ```AWS Fargate```
- Architecture: ```Linux/X86_64```
- Task size: ```0.5 CPU, 3GB memory```
- Container:
- Container name: (e.g. ```object-detection-detr```)
- Image uri: point to Docker image URI (e.g. ```cvachet/object-detection-detr-api```)
- Port mapping: assess port number (e.g. ```port 8000, TCP protocol```)
### Step 2. Create a new ECS cluster
- Cluster name (e.g. ```ObjectDetectionCluster```)
### Step 3. Add a new service to the cluster
- Compute configuration
- Use capacity provider strategy (e.g. using Fargate or Fargate_spot)
- Deployment configuration
- Application Type: Service
- Task Family: Select task definition family from prior instance (e.g. ```ObjectDetectionDETRTask```)
- Assign a Service Name: (e.g. ```object-detection-detr-api```)
### Step 4. Update security group for new service
- Go to Cluster -> service -> task -> configuration and networking
- Click on ```Security Group```
- Adjust rules for inbound traffic (e.g. traffic only from my_ip) |