
1. Add `on_pause` and `on_resume` API to `ChatAgent` to support pausing behavior when running `on_message` concurrently. 2. Add `GroupChatPause` and `GroupChatResume` RPC events and handle them in `ChatAgentContainer`. 3. Add `pause` and `resume` API to `BaseGroupChat` to allow for this behavior accessible from the public API. 4. Improve `SequentialRoutedAgent` class to customize which message types are sequentially handled, making it possible to have concurrent handling for some messages (e.g., `GroupChatPause`). 5. Added unit tests. See `test_group_chat_pause_resume.py` for how to use this feature. What is the difference between pause/resume vs. termination and restart? - Pause and resume issue direct RPC calls to the participanting agents of a team while they are running, allowing putting the on-going generation or actions on hold. This is useful when an agent's turn takes a long time and multiple steps to complete, and user/application wants to re-evaluate whether it is worth continue the step or cancel. This also allows user/application to pause individual agents and resuming them independently from the team API. - Termination and restart requires the whole team to comes to a full-stop, and termination conditions are checked in between agents' turns. So termination can only happen when no agent is working on its turn. It is possible that a termination condition has reached well before the team is terminated, if the agent is taking a long time to generate a response. Resolves: #5881
AutoGen Python packages
This directory works as a single uv
workspace containing all project packages. See packages
to discover all project packages.
Migrating from 0.2.x?
Please refer to the migration guide for how to migrate your code from 0.2.x to 0.4.x.
Development
TL;DR, run all checks with:
uv sync --all-extras
source .venv/bin/activate
poe check
Setup
uv
is a package manager that assists in creating the necessary environment and installing packages to run AutoGen.
Note: To prevent incompatibilities between versions the same UV version as is running in CI should be used. Check the version in CI by looking the setup-uv
action, here for example.
For example, to change your version to 0.5.18
, run:
uv self update 0.5.18
Virtual Environment
During development, you may need to test changes made to any of the packages.
To do so, create a virtual environment where the AutoGen packages are installed based on the current state of the directory.
Run the following commands at the root level of the Python directory:
uv sync --all-extras
source .venv/bin/activate
uv sync --all-extras
will create a.venv
directory at the current level and install packages from the current directory along with any other dependencies. Theall-extras
flag adds optional dependencies.source .venv/bin/activate
activates the virtual environment.
Common Tasks
To create a pull request (PR), ensure the following checks are met. You can run each check individually:
- Format:
poe format
- Lint:
poe lint
- Test:
poe test
- Mypy:
poe mypy
- Pyright:
poe pyright
- Build docs:
poe --directory ./packages/autogen-core/ docs-build
- Auto rebuild+serve docs:
poe --directory ./packages/autogen-core/ docs-serve
- Check samples in
python/samples
:poe samples-code-check
Alternatively, you can run all the checks with: poe check
Note
These need to be run in the virtual environment.
Syncing Dependencies
When you pull new changes, you may need to update the dependencies.
To do so, first make sure you are in the virtual environment, and then in the python
directory, run:
uv sync --all-extras
This will update the dependencies in the virtual environment.
Creating a New Package
To create a new package, similar to autogen-core
or autogen-chat
, use the following:
uv sync --python 3.12
source .venv/bin/activate
cookiecutter ./templates/new-package/