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models d1dbbc1e33 feat: backend model load balancing support (#4927) 10 months ago
schedule 6c4e6bf1d6 Feat/dify rag (#2528) 1 year ago
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README.md f62f71a81a build: initial support for poetry build tool (#4513) 10 months ago
app.py 8bca908f15 refactor: config file (#3852) 1 year ago
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config.py 0cccf9c67d feat: introduce APP_MAX_EXECUTION_TIME (#5167) 10 months ago
poetry.lock cdc08a434f feat: support Chroma vector store (#5015) 10 months ago
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pyproject.toml cdc08a434f feat: support Chroma vector store (#5015) 10 months ago
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requirements.txt cdc08a434f feat: support Chroma vector store (#5015) 10 months ago

README.md

Dify Backend API

Usage

  1. Start the docker-compose stack

The backend require some middleware, including PostgreSQL, Redis, and Weaviate, which can be started together using docker-compose.

   cd ../docker
   docker-compose -f docker-compose.middleware.yaml -p dify up -d
   cd ../api
  1. Copy .env.example to .env
  2. Generate a SECRET_KEY in the .env file.
   sed -i "/^SECRET_KEY=/c\SECRET_KEY=$(openssl rand -base64 42)" .env
  1. Create environment.

    • Anaconda
      If you use Anaconda, create a new environment and activate it

      conda create --name dify python=3.10
      conda activate dify
      
      • Poetry
        If you use Poetry, you don't need to manually create the environment. You can execute poetry shell to activate the environment.
      • Install dependencies
      • Anaconda
        bash pip install -r requirements.txt
    • Poetry

      poetry install
      

      In case of contributors missing to update dependencies for pyproject.toml, you can perform the following shell instead.

      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
      
  2. Run migrate

Before the first launch, migrate the database to the latest version.

   flask db upgrade

⚠️ If you encounter problems with jieba, for example

   > flask db upgrade
   Error: While importing 'app', an ImportError was raised:

Please run the following command instead.

   pip install -r requirements.txt --upgrade --force-reinstall
  1. Start backend:

    flask run --host 0.0.0.0 --port=5001 --debug
    
    1. Setup your application by visiting http://localhost:5001/console/api/setup or other apis...
    2. If you need to debug local async processing, please start the worker service by running celery -A app.celery worker -P gevent -c 1 --loglevel INFO -Q dataset,generation,mail. The started celery app handles the async tasks, e.g. dataset importing and documents indexing.

    Testing

    1. Install dependencies for both the backend and the test environment bash pip install -r requirements.txt -r requirements-dev.txt
  2. Run the tests locally with mocked system environment variables in tool.pytest_env section in pyproject.toml

    dev/pytest/pytest_all_tests.sh