AI/ML
How to Deploy Gemma 2 Model with Ollama & Docker : Step by Step Guide
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Introduction
Gemma 2 is an advanced AI model designed for high-quality text generation. By deploying it in a Docker container with Ollama, you can easily manage and run this model in a flexible and scalable environment.
Setting Up the Environment
Install Docker
To begin, ensure Docker is installed and running on your machine. If it's not yet installed, execute the following commands:
sudo apt update && sudo apt upgrade -ysudo apt install docker.io -ysudo systemctl start dockersudo systemctl enable dockerThis will set up Docker and ensure it starts on boot.
Deploying the Ollama Runtime
Run the Ollama Container
The next step is to launch the Ollama runtime in Docker, which is required to run Gemma 2:
docker run -d --name ollama -p 11434:11434 -v ollama:/root/.ollama ollama/ollama
This command sets up the Ollama container and exposes the necessary ports.
Download the Gemma 2 Model
Once the Ollama container is running, you can download the Gemma 2 model with the following command:
docker exec -it ollama /bin/bashollama pull gemma:2
This step downloads Gemma 2 along with all required dependencies for its operation.
Running Gemma 2
Start Gemma 2 Model
With the model successfully installed, you can start it by running:
ollama run gemma:2Once it’s up and running, try a simple test by inputting a prompt:
>>> What are the key developments in machine learning?Web Interface for Gemma 2
For an enhanced user experience, you can set up a web interface to interact with Gemma 2. Use this command to launch the UI:
docker run -d --name gemma-web-ui -p 4000:8080 -eOLLAMA_BASE_URL=http://localhost:11434 -v gemmawebui:/app/backend/data --restart always ghcr.io/open-webui/open-webui:mainYou can access the UI in your browser by navigating to
http://localhost:4000.
Conclusion
Deploying Gemma 2 in Docker using Ollama provides a seamless and efficient way to run this powerful AI model. Whether you’re using the command line or a web interface, this method ensures smooth operation with minimal setup.
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