Introducing Dify Workflow! 🎉
The much-anticipated workflow feature is here: In a nutshell, workflow provides a visual canvas for defining complex tasks as smaller, manageable steps (nodes). This reduces reliance on prompt engineering and LLM agent capabilities, taking the stability and reproducibility of your LLM applications to the next level by letting you be in control.
There are two Workflow application types with this update:
-
Workflow App
Targeting Automation and Batch Processing: This is ideal for translation, data analysis, content generation, email automation, and more.
-
Chatflow App (A Sub-Type of Chatbot)
For Conversational Applications: Suitable for customer service, semantic search, and more conversational apps requiring multi-step logic in crafting the response.
Compared to the regular Workflow app type, Chatflow adds chat-specific features such as conversation history support (Memory), tagged replies, an Answer node type for streaming responses, and support for rich text and images.
For more information, please visit: https://docs.dify.ai/features/workflow/introduce
Other Enhancements:
-
Optimized UI flow for app creation.
-
Conversion support from various basic application types to Workflow-based applications.
-
Dify's official app templates are now available in self-hosted mode.
-
Support for adding descriptions to applications.
-
Support for porting applications in and out of Dify with DSL.
-
Under the hood, we also refactored the underlying execution logic of all app types for cleaner architecture and a tidier repo.
Update Guide
If you need to upgrade from 0.6.0-preview-workflow.1
, you will need to connect to PostgreSQL and execute the following SQL (migration inserted in the main branch) to ensure data integrity.
ALTER TABLE dataset_keyword_tables ADD COLUMN data_source_type VARCHAR(255) NOT NULL DEFAULT 'database';
ALTER TABLE embeddings ADD COLUMN provider_name VARCHAR(40) NOT NULL DEFAULT '';
ALTER TABLE embeddings DROP CONSTRAINT embedding_hash_idx;
ALTER TABLE embeddings ADD CONSTRAINT embedding_hash_idx UNIQUE (model_name, hash, provider_name);
Docker compose deployments:
-
Get the latest code from the main branch:
git checkout main git pull origin main
-
Go to the next step and update to the latest image:
cd docker docker compose up -d
-
We also moved the agent data within the database, Execute the below script to complete the migrate: (NEW)
docker compose exec api flask convert-to-agent-apps
Source Code deployments:
-
Stop API server, Worker and Web frontend Server.
-
Get the latest code from the main branch:
git checkout main git pull origin main
-
Update Python dependencies:
cd api pip install -r requirements.txt
-
Then, let's run the migration script:
flask db upgrade
-
We also moved the agent data within the database, Execute the below script to complete the migrate: (NEW)
flask convert-to-agent-apps
-
Finally, run API server, Worker and Web frontend Server again.
What's Changed
- Update README.md by @guchenhe in #3081
- add segment function billing check for SAAS env by @JohnJyong in #3082
- feat (new llm): add support for openrouter by @Korayem in #3042
- fix(duckduckgo-search): invoke error by @QIN2DIM in #3077
- Chore/move chrome ext by @crazywoola in #3085
- add embedding cache and clean embedding cache job by @JohnJyong in #3087
- new readme slogan by @guchenhe in #3094
- fix: update show names for supported file types of xlsx and docx by @bowenliang123 in #3091
- fix typo by @leslie2046 in #3098
- fix typo in readme by @jat001 in #3096
- fix unstructured api,remove unused parameters by @vikeychen in #3056
- Improve ModelTypeEnum type by @lng2020 in #3051
- feat: claude3 tool call by @Yeuoly in #3111
- chore: replace outdated config in vscode debug settings by @lng2020 in #3106
- feat: update link by @crazywoola in #3121
- chore: update link of feedback by @JzoNgKVO in #3130
- Duplicate embedding cache check by @JohnJyong in #3134
- improve qa generate prompt by @JohnJyong in #3132
- fix: Turn off SWR automatic revalidation when window is focused by @Mxtzz in #3129
- Feat/update issue template by @crazywoola in #3147
- fix: chat app sometimes may crash by @iamjoel in #3151
- Update descriptions in StackExchange Tool by @richards199999 in #3043
- Fix: stop indexing status check when api of status checking failed by @JzoNgKVO in #3156
- Optimize csv and excel extract by @JohnJyong in #3155
- fix: knowledge create display error by @zxhlyh in #3157
- FEAT: NEW WORKFLOW ENGINE by @takatost in #3160
New Contributors
- @Korayem made their first contribution in #3042
- @QIN2DIM made their first contribution in #3077
- @jat001 made their first contribution in #3096
- @Mxtzz made their first contribution in #3129
Full Changelog: 0.5.11-fix1...0.6.0