𝗗𝗲𝗽𝗹𝗼𝘆 𝗝𝗶𝗻𝗮 𝗦𝗲𝗿𝘃𝗲 𝗼𝗻 𝗨𝗯𝘂𝗻𝘁𝘂 𝟮𝟰.𝟬𝟰
Jina Serve helps you build neural search and AI applications. It uses a cloud-native runtime to manage batching and microservices.
This guide shows you how to deploy a Jina Flow on Ubuntu 24.04 using Docker Compose and Traefik for secure HTTPS.
Steps to deploy:
Set up your project structure Create a directory for your executor and move into it.
Write your executor module Create a Python script to handle text processing. You can define index and search endpoints here.
Define dependencies List jina and docarray in a requirements.txt file.
Configure the loader Use a config.yml file to link your Python module to Jina.
Define the Flow Create a flow.yml file to set your protocol and port.
Build the Docker image Write a Dockerfile to bake your flow and dependencies into a single container.
Set up environment variables Use a .env file to manage your domain and email for SSL certificates.
Configure Docker Compose Use Traefik to handle automatic HTTPS. This ensures your API is secure.
Start the stack Run docker compose up to build and start your services.
Once running, you can test your API with curl commands. You can send text to the /index endpoint and receive processed results.
Next steps for your AI service: • Add executors for embedding and ranking. • Use GPU images for faster processing. • Connect to vector stores like Qdrant or Weaviate to save your data.
Optional learning community: https://t.me/GyaanSetuAi