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| #### 4. **Deploying in a Containerized Environment** | |
| #If you're using Docker or Podman, ensure the containers can communicate with each other. For example: | |
| #- **Docker Compose**: | |
| # Create a `docker-compose.yml` file to define both the model server and the chat application: | |
| #```yaml | |
| version: "3" | |
| services: | |
| model_server: | |
| image: my_model_server_image | |
| ports: | |
| - "8001:8001" | |
| environment: | |
| - PORT=8001 | |
| networks: | |
| - my_network | |
| chat_app: | |
| image: my_chat_app_image | |
| environment: | |
| - MODEL_ENDPOINT=http://model_server:8001 | |
| depends_on: | |
| - model_server | |
| networks: | |
| - my_network | |
| networks: | |
| my_network: | |
| #``` | |
| #- The `MODEL_ENDPOINT` for the chat application is set to `http://model_server:8001`, which uses Docker's internal DNS to resolve the model server's container name. | |
| #- **Docker Networking**: | |
| # If you're not using Docker Compose, you can create a custom network and attach both containers to it: | |
| # ```bash | |
| # Create a custom network | |
| # docker network create my_network | |
| # Run the model server container | |
| # docker run -d --name model_server --network my_network -p 8001:8001 my_model_server_image | |
| # Run the chat application container | |
| # docker run -d --name chat_app --network my_network -e MODEL_ENDPOINT=http://model_server:8001 my_chat_app_image | |
| #### 5. **Testing the Endpoint** | |
| #To ensure the model server is working as expected, you can test the endpoint directly using `curl` or a tool like Postman: | |
| #```bash | |
| #curl -X POST http://localhost:8001/generate -H "Content-Type: application/json" -d '{"prompt": "Hello, model!"}' | |
| #``` | |
| #Expected response: | |
| #```json | |
| #{ | |
| # "response": "Generated response for: Hello, model!" | |
| #} | |