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# Dify Backend API
## Usage
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> [!IMPORTANT]
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>
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> In the v1.3.0 release, `poetry` has been replaced with
> [`uv`](https://docs.astral.sh/uv/) as the package manager
> for Dify API backend service.
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1. Start the docker-compose stack
The backend require some middleware, including PostgreSQL, Redis, and Weaviate, which can be started together using `docker-compose` .
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```bash
cd ../docker
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cp middleware.env.example middleware.env
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# 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
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cd ../api
```
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1. Copy `.env.example` to `.env`
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```cli
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cp .env.example .env
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```
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1. Generate a `SECRET_KEY` in the `.env` file.
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bash for Linux
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```bash for Linux
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sed -i "/^SECRET_KEY=/c\SECRET_KEY=$(openssl rand -base64 42)" .env
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```
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bash for Mac
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```bash for Mac
secret_key=$(openssl rand -base64 42)
sed -i '' "/^SECRET_KEY=/c\\
SECRET_KEY=${secret_key}" .env
```
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1. Create environment.
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Dify API service uses [UV ](https://docs.astral.sh/uv/ ) to manage dependencies.
First, you need to add the uv package manager, if you don't have it already.
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```bash
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pip install uv
# Or on macOS
brew install uv
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```
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1. Install dependencies
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```bash
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uv sync --dev
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```
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1. Run migrate
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Before the first launch, migrate the database to the latest version.
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```bash
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uv run flask db upgrade
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```
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1. Start backend
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```bash
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uv run flask run --host 0.0.0.0 --port=5001 --debug
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```
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1. Start Dify [web ](../web ) service.
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1. Setup your application by visiting `http://localhost:3000` .
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1. If you need to handle and debug the async tasks (e.g. dataset importing and documents indexing), please start the worker service.
```bash
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uv run celery -A app.celery worker -P gevent -c 2 --loglevel INFO -Q dataset,generation,mail,ops_trace,app_deletion,plugin,workflow_storage,conversation
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```
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Additionally, if you want to debug the celery scheduled tasks, you can run the following command in another terminal to start the beat service:
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```bash
uv run celery -A app.celery beat
```
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## Testing
1. Install dependencies for both the backend and the test environment
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```bash
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uv sync --dev
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```
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1. Run the tests locally with mocked system environment variables in `tool.pytest_env` section in `pyproject.toml` , more can check [Claude.md ](../CLAUDE.md )
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```bash
uv run pytest # Run all tests
uv run pytest tests/unit_tests/ # Unit tests only
uv run pytest tests/integration_tests/ # Integration tests
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# Code quality
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../dev/reformat # Run all formatters and linters
uv run ruff check --fix ./ # Fix linting issues
uv run ruff format ./ # Format code
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uv run basedpyright . # Type checking
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```