2023-05-15 08:51:32 +08:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								# Dify Backend API
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								## Usage
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-22 02:05:50 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								> [!IMPORTANT]
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								> In the v0.6.12 release, we deprecated `pip` as the package management tool for Dify API Backend service and replaced it with `poetry`.
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-05-15 08:51:32 +08:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								1. Start the docker-compose stack
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   The backend require some middleware, including PostgreSQL, Redis, and Weaviate, which can be started together using `docker-compose`.
							 | 
						
					
						
							
								
									
										
										
										
											2024-03-11 14:16:31 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-05-15 08:51:32 +08:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   ```bash
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   cd ../docker
							 | 
						
					
						
							
								
									
										
										
										
											2024-07-04 14:50:27 +00:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								   cp middleware.env.example middleware.env
							 | 
						
					
						
							
								
									
										
										
										
											2024-07-24 19:36:06 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								   # change the profile to other vector database if you are not using weaviate
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   docker compose -f docker-compose.middleware.yaml --profile weaviate -p dify up -d
							 | 
						
					
						
							
								
									
										
										
										
											2023-05-15 08:51:32 +08:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   cd ../api
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   ```
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-18 18:33:22 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-05-15 08:51:32 +08:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								2. Copy `.env.example` to `.env`
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								3. Generate a `SECRET_KEY` in the `.env` file.
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-18 18:33:22 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								   ```bash for Linux
							 | 
						
					
						
							
								
									
										
										
										
											2024-03-11 14:16:31 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								   sed -i "/^SECRET_KEY=/c\SECRET_KEY=$(openssl rand -base64 42)" .env
							 | 
						
					
						
							
								
									
										
										
										
											2023-05-15 08:51:32 +08:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   ```
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-18 18:33:22 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   ```bash for Mac
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   secret_key=$(openssl rand -base64 42)
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   sed -i '' "/^SECRET_KEY=/c\\
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   SECRET_KEY=${secret_key}" .env
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   ```
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-11 13:11:28 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								4. Create environment.
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-14 22:31:01 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   Dify API service uses [Poetry](https://python-poetry.org/docs/) to manage dependencies. You can execute `poetry shell` to activate the environment.
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-18 18:33:22 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								5. Install dependencies
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-18 18:21:45 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								   ```bash
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   poetry env use 3.10
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-11 13:11:28 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								   poetry install
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   ```
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-18 18:33:22 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-11 13:11:28 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								   In case of contributors missing to update dependencies for `pyproject.toml`, you can perform the following shell instead.
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-14 22:31:01 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   ```bash
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-11 13:11:28 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								   poetry shell                                               # activate current environment
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   poetry add $(cat requirements.txt)           # install dependencies of production and update pyproject.toml
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   poetry add $(cat requirements-dev.txt) --group dev    # install dependencies of development and update pyproject.toml
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   ```
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-14 22:31:01 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-18 18:33:22 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								6. Run migrate
							 | 
						
					
						
							
								
									
										
										
										
											2023-05-15 08:51:32 +08:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   Before the first launch, migrate the database to the latest version.
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-18 18:33:22 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-14 22:31:01 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								   ```bash
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   poetry run python -m flask db upgrade
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   ```
							 | 
						
					
						
							
								
									
										
										
										
											2023-05-15 08:51:32 +08:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-18 18:33:22 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								7. Start backend
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2023-05-15 08:51:32 +08:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   ```bash
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-14 22:31:01 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								   poetry run python -m flask run --host 0.0.0.0 --port=5001 --debug
							 | 
						
					
						
							
								
									
										
										
										
											2023-05-15 08:51:32 +08:00
										 
									 
								 
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   ```
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-13 17:32:23 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-18 18:33:22 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								8. Start Dify [web](../web) service.
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								9. Setup your application by visiting `http://localhost:3000`...
							 | 
						
					
						
							
								
									
										
										
										
											2024-09-21 17:30:58 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								10. If you need to handle and debug the async tasks (e.g. dataset importing and documents indexing), please start the worker service.
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-13 17:32:23 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-14 22:31:01 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								   ```bash
							 | 
						
					
						
							
								
									
										
										
										
											2024-07-01 01:21:17 -05:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								   poetry run python -m celery -A app.celery worker -P gevent -c 1 --loglevel INFO -Q dataset,generation,mail,ops_trace,app_deletion
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-13 17:32:23 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								   ```
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-14 22:31:01 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								## Testing
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								1. Install dependencies for both the backend and the test environment
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-18 18:33:22 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-14 22:31:01 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								   ```bash
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   poetry install --with dev
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-18 18:33:22 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								   ```
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-14 22:31:01 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								2. Run the tests locally with mocked system environment variables in `tool.pytest_env` section in `pyproject.toml`
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-18 18:33:22 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								
							 | 
						
					
						
							
								
									
										
										
										
											2024-06-14 22:31:01 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								   ```bash
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   cd ../
							 | 
						
					
						
							| 
								
							 | 
							
								
							 | 
							
								
							 | 
							
							
								   poetry run -C api bash dev/pytest/pytest_all_tests.sh
							 | 
						
					
						
							
								
									
										
										
										
											2023-08-13 17:32:23 +08:00
										 
									 
								 
							 | 
							
								
									
										
									
								
							 | 
							
								
							 | 
							
							
								   ```
							 |