|  | @@ -18,56 +18,117 @@
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				|  |  |     sed -i "/^SECRET_KEY=/c\SECRET_KEY=$(openssl rand -base64 42)" .env
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				|  |  |     ```
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				|  |  |  4. Create environment.
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				|  |  | -   - Anaconda  
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				|  |  | -   If you use Anaconda, create a new environment and activate it
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				|  |  | -   ```bash
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				|  |  | -   conda create --name dify python=3.10
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				|  |  | -   conda activate dify
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				|  |  | -   ```
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				|  |  | -   - Poetry  
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				|  |  | -   If you use Poetry, you don't need to manually create the environment. You can execute `poetry shell` to activate the environment.
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				|  |  | -5. Install dependencies
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				|  |  | -   - Anaconda  
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				|  |  | -   ```bash
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				|  |  | -   pip install -r requirements.txt
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				|  |  | -   ```
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				|  |  | -   - Poetry  
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				|  |  | +
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				|  |  | +   Dify API service uses [Poetry](https://python-poetry.org/docs/) to manage dependencies. You can execute `poetry shell` to activate the environment.
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				|  |  | +
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				|  |  | +   > Using pip can be found [below](#usage-with-pip). 
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				|  |  | +   
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				|  |  | +6. Install dependencies
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				|  |  | +   
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				|  |  |     ```bash
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				|  |  |     poetry install
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				|  |  |     ```
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				|  |  | +   
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				|  |  |     In case of contributors missing to update dependencies for `pyproject.toml`, you can perform the following shell instead.
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				|  |  | -   ```base
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				|  |  | +
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				|  |  | +   ```bash
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				|  |  |     poetry shell                                               # activate current environment
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				|  |  |     poetry add $(cat requirements.txt)           # install dependencies of production and update pyproject.toml
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				|  |  |     poetry add $(cat requirements-dev.txt) --group dev    # install dependencies of development and update pyproject.toml
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				|  |  |     ```
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				|  |  | -6. Run migrate
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				|  |  | +
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				|  |  | +7. Run migrate
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				|  |  |  
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				|  |  |     Before the first launch, migrate the database to the latest version.
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				|  |  | +   
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				|  |  | +   ```bash
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				|  |  | +   poetry run python -m flask db upgrade
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				|  |  | +   ```
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				|  |  |  
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				|  |  | +8. Start backend
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				|  |  | +    
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				|  |  |     ```bash
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				|  |  | -   flask db upgrade
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				|  |  | +   poetry run python -m flask run --host 0.0.0.0 --port=5001 --debug
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				|  |  |     ```
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				|  |  |  
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				|  |  | -   ⚠️ If you encounter problems with jieba, for example
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				|  |  | +9. Start Dify [web](../web) service.
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				|  |  | +10. Setup your application by visiting `http://localhost:3000`...
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				|  |  | +11. If you need to debug local async processing, please start the worker service.
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				|  |  |  
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				|  |  | +   ```bash
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				|  |  | +   poetry run python -m celery -A app.celery worker -P gevent -c 1 --loglevel INFO -Q dataset,generation,mail
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				|  |  |     ```
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				|  |  | -   > flask db upgrade
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				|  |  | -   Error: While importing 'app', an ImportError was raised:
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				|  |  | +
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				|  |  | +   The started celery app handles the async tasks, e.g. dataset importing and documents indexing.
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				|  |  | +
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				|  |  | +
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				|  |  | +## Testing
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				|  |  | +
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				|  |  | +1. Install dependencies for both the backend and the test environment
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				|  |  | +   
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				|  |  | +   ```bash
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				|  |  | +   poetry install --with dev
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				|  |  | +   ``` 
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				|  |  | +   
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				|  |  | +2. Run the tests locally with mocked system environment variables in `tool.pytest_env` section in `pyproject.toml`
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				|  |  | +   
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				|  |  | +   ```bash
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				|  |  | +   cd ../
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				|  |  | +   poetry run -C api bash dev/pytest/pytest_all_tests.sh
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				|  |  |     ```
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				|  |  |  
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				|  |  | -   Please run the following command instead.
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				|  |  |  
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				|  |  | +## Usage with pip
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				|  |  | +
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				|  |  | +> [!NOTE]  
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				|  |  | +> In the next version, we will deprecate pip as the primary package management tool for dify api service, currently Poetry and pip coexist.
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				|  |  | +
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				|  |  | +1. Start the docker-compose stack
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				|  |  | +
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				|  |  | +   The backend require some middleware, including PostgreSQL, Redis, and Weaviate, which can be started together using `docker-compose`.
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				|  |  | +
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				|  |  | +   ```bash
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				|  |  | +   cd ../docker
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				|  |  | +   docker-compose -f docker-compose.middleware.yaml -p dify up -d
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				|  |  | +   cd ../api
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				|  |  |     ```
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				|  |  | -   pip install -r requirements.txt --upgrade --force-reinstall
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				|  |  | +   
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				|  |  | +2. Copy `.env.example` to `.env`
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				|  |  | +3. Generate a `SECRET_KEY` in the `.env` file.
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				|  |  | +
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				|  |  | +   ```bash
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				|  |  | +   sed -i "/^SECRET_KEY=/c\SECRET_KEY=$(openssl rand -base64 42)" .env
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				|  |  |     ```
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				|  |  |  
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				|  |  | -7. Start backend:
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				|  |  | +4. Create environment.
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				|  |  | +   
 | 
	
		
			
				|  |  | +   If you use Anaconda, create a new environment and activate it
 | 
	
		
			
				|  |  | +  
 | 
	
		
			
				|  |  | +   ```bash
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				|  |  | +   conda create --name dify python=3.10
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				|  |  | +   conda activate dify
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				|  |  | +   ```
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				|  |  | +      
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				|  |  | +6. Install dependencies
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				|  |  | +   
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				|  |  | +   ```bash
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				|  |  | +   pip install -r requirements.txt
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				|  |  | +   ```
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				|  |  | +
 | 
	
		
			
				|  |  | +7. Run migrate
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				|  |  | +
 | 
	
		
			
				|  |  | +   Before the first launch, migrate the database to the latest version.
 | 
	
		
			
				|  |  | +
 | 
	
		
			
				|  |  | +   ```bash
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				|  |  | +   flask db upgrade
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				|  |  | +   ```
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				|  |  | +
 | 
	
		
			
				|  |  | +8. Start backend:
 | 
	
		
			
				|  |  |     ```bash
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				|  |  |     flask run --host 0.0.0.0 --port=5001 --debug
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				|  |  |     ```
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				|  |  | -8. Setup your application by visiting http://localhost:5001/console/api/setup or other apis...
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				|  |  | -9. If you need to debug local async processing, please start the worker service.
 | 
	
		
			
				|  |  | +9. Setup your application by visiting http://localhost:5001/console/api/setup or other apis...
 | 
	
		
			
				|  |  | +10. If you need to debug local async processing, please start the worker service.
 | 
	
		
			
				|  |  |     ```bash
 | 
	
		
			
				|  |  |     celery -A app.celery worker -P gevent -c 1 --loglevel INFO -Q dataset,generation,mail
 | 
	
		
			
				|  |  |     ```
 | 
	
	
		
			
				|  | @@ -85,3 +146,4 @@
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				|  |  |     ```bash
 | 
	
		
			
				|  |  |     dev/pytest/pytest_all_tests.sh
 | 
	
		
			
				|  |  |     ```
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				|  |  | +
 |