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feat: implement NotImplementedError for token counting in LLMs and reintroduce disabled token count method
vor 7 Monaten
..
.idea fix nltk averaged_perceptron_tagger download and fix score limit is none (#7582) vor 1 Jahr
.vscode feat/enhance the multi-modal support (#8818) vor 1 Jahr
configs ore: update version to 0.15.6-alpha.1 in packaging and docker-compose files vor 7 Monaten
constants feat: mypy for all type check (#10921) vor 10 Monaten
contexts feat/enhance the multi-modal support (#8818) vor 1 Jahr
controllers fix: set indexing technique from dataset during update-by-text (#13155) vor 9 Monaten
core feat: implement NotImplementedError for token counting in LLMs and reintroduce disabled token count method vor 7 Monaten
docker Set default LOG_LEVEL to INFO for celery workers and beat (#13066) vor 9 Monaten
events feat(credits): Allow to configure model-credit mapping (#13274) vor 8 Monaten
extensions fix: mypy checks violation in AzureBlobStorage (#13215) vor 8 Monaten
factories fix: allow fallback to remote_url when url is not provided (#12455) vor 9 Monaten
fields feat: Add ability to change profile avatar (#12642) vor 9 Monaten
libs feat: Add ability to change profile avatar (#12642) vor 9 Monaten
migrations fix(models): use bigint on workflow_runs.total_tokens (#12279) vor 10 Monaten
models pass model and cost so that langfuse can show cost (#13117) vor 9 Monaten
schedule sandbox doesn't provide auto disable log (#12388) vor 9 Monaten
services feature. add feat to modify metadata via dataset api (#13116) vor 9 Monaten
tasks fix(batch_create_segment_to_index_task): count max_position in memory. (#12929) vor 9 Monaten
templates feat: account delete (#11829) vor 10 Monaten
tests test(huggingface_hub): Skip the failed test temporarily. (#13142) vor 9 Monaten
.dockerignore build: support Poetry for depencencies tool in api's Dockerfile (#5105) vor 1 Jahr
.env.example feat: support configuration of refresh token expiration by environment variable (#12335) vor 10 Monaten
.ruff.toml chore(lint): fix quotes for f-string formatting by bumping ruff to 0.9.x (#12702) vor 9 Monaten
Dockerfile chore: squash system dependencies installation steps (#13206) vor 8 Monaten
README.md chore(build): bump poetry from 1.x to 2.x (#12369) vor 9 Monaten
app.py fix(app.py): if condition (#12314) vor 10 Monaten
app_factory.py feat: full support for opendal and sync configurations between .env and docker-compose (#11754) vor 10 Monaten
commands.py py lint (#12102) vor 10 Monaten
dify_app.py refactor: assembling the app features in modular way (#9129) vor 11 Monaten
mypy.ini feat: mypy for all type check (#10921) vor 10 Monaten
poetry.lock revert vor 8 Monaten
poetry.toml build: initial support for poetry build tool (#4513) vor 1 Jahr
pyproject.toml feat(model_providers): Support deepseek for Azure AI Foundry (#13267) vor 8 Monaten
pytest.ini feat: Add support for TEI API key authentication (#11006) vor 11 Monaten

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
   cp .env.example .env 
  1. Generate a SECRET_KEY in the .env file.

bash for Linux

   sed -i "/^SECRET_KEY=/c\SECRET_KEY=$(openssl rand -base64 42)" .env

bash for Mac

   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 3.12
   poetry install
  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 handle and debug the async tasks (e.g. dataset importing and documents indexing), 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

Testing

  1. Install dependencies for both the backend and the test environment
   poetry install -C api --with dev
  1. Run the tests locally with mocked system environment variables in tool.pytest_env section in pyproject.toml
   poetry run -P api bash dev/pytest/pytest_all_tests.sh