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add secondary sort_key when using `order_by` and `paginate` at the same time (#7225)
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configs Feat: conversation variable & variable assigner node (#7222) 1 рік тому
constants refactor(*): Update hard-code '[__HIDDEN__]' to the constant. (#7048) 1 рік тому
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libs fix: display notion document title correctly (#7215) 1 рік тому
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models Feat: conversation variable & variable assigner node (#7222) 1 рік тому
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tests feat: support elasticsearch vector database (#3558) 1 рік тому
.dockerignore build: support Poetry for depencencies tool in api's Dockerfile (#5105) 1 рік тому
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README.md Chores: add missing profile for middleware docker compose cmd and fix ssrf-proxy doc link (#6372) 1 рік тому
app.py chore: Add processId field for metrics of threads/db-pool-stat/health (#6797) 1 рік тому
commands.py feat: support elasticsearch vector database (#3558) 1 рік тому
poetry.lock feat: support elasticsearch vector database (#3558) 1 рік тому
poetry.toml build: initial support for poetry build tool (#4513) 1 рік тому
pyproject.toml feat: support elasticsearch vector database (#3558) 1 рік тому

README.md

Dify Backend API

Usage

[!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.

  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
   cp middleware.env.example middleware.env
   # 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
   cd ../api
  1. Copy .env.example to .env
  2. Generate a SECRET_KEY in the .env file.
   sed -i "/^SECRET_KEY=/c\SECRET_KEY=$(openssl rand -base64 42)" .env
   secret_key=$(openssl rand -base64 42)
   sed -i '' "/^SECRET_KEY=/c\\
   SECRET_KEY=${secret_key}" .env
  1. Create environment.

Dify API service uses Poetry to manage dependencies. You can execute poetry shell to activate the environment.

  1. Install dependencies
   poetry env use 3.10
   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
  1. Run migrate

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

   poetry run python -m flask db upgrade
  1. Start backend
   poetry run python -m flask run --host 0.0.0.0 --port=5001 --debug
  1. Start Dify web service.
  2. Setup your application by visiting http://localhost:3000
  3. If you need to debug local async processing, please start the worker service.
   poetry run python -m celery -A app.celery worker -P gevent -c 1 --loglevel INFO -Q dataset,generation,mail,ops_trace,app_deletion

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
   poetry install --with dev
  1. Run the tests locally with mocked system environment variables in tool.pytest_env section in pyproject.toml
   cd ../
   poetry run -C api bash dev/pytest/pytest_all_tests.sh