Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants
Rasa Open Source
Rasa is an open source machine learning framework to automate text-and voice-based conversations. With Rasa, you can build contextual assistants on:
- Facebook Messenger
- Google Hangouts
- Webex Teams
- Microsoft Bot Framework
- Your own custom conversational channels
or voice assistants as:
- Alexa Skills
- Google Home Actions
Rasa helps you build contextual assistants capable of having layered conversations with lots of back-and-forth. In order for a human to have a meaningful exchange with a contextual assistant, the assistant needs to be able to use context to build on things that were previously discussed – Rasa enables you to build assistants that can do this in a scalable way.
There's a lot more background information in this blog post.
What does Rasa do? 🤔 Check out our Website
I'm new to Rasa 😄 Get Started with Rasa
I'd like to read the detailed docs 🤓 Read The Docs
I'm ready to install Rasa 🚀 Installation
I want to learn how to use Rasa 🚀 Tutorial
I have a question ❓ Rasa Community Forum
I would like to contribute 🤗 How to Contribute
Where to get help
There is extensive documentation in the Rasa Docs. Make sure to select the correct version so you are looking at the docs for the version you installed.
Please use Rasa Community Forum for quick answers to questions.
How to contribute
We are very happy to receive and merge your contributions into this repository!
To contribute via pull request, follow these steps:
- Create an issue describing the feature you want to work on (or have a look at the contributor board)
- Write your code, tests and documentation, and format them with
- Create a pull request describing your changes
For more detailed instructions on how to contribute code, check out these code contributor guidelines.
You can find more information about how to contribute to Rasa (in lots of different ways!) on our website..
Your pull request will be reviewed by a maintainer, who will get back to you about any necessary changes or questions. You will also be asked to sign a Contributor License Agreement.
Rasa uses Poetry for packaging and dependency management. If you want to build it from source, you have to install Poetry first. This is how it can be done:
curl -sSL https://raw.githubusercontent.com/python-poetry/poetry/master/get-poetry.py | python
There are several other ways to install Poetry. Please, follow the official guide to see all possible options.
pyenv install 3.7.6 pyenv local 3.7.6 # Activate Python 3.7.6 for the current project
By default, Poetry will try to use the currently activated Python version to create the virtual environment for the current project automatically. You can also create and activate a virtual environment manually — in this case, Poetry should pick it up and use it to install the dependencies. For example:
python -m venv .venv source .venv/bin/activate
You can make sure that the environment is picked up by executing
poetry env info
Building from source
To install dependencies and
rasa itself in editable mode execute
Running and changing the documentation
First of all, install all the required dependencies:
make install install-docs
After the installation has finished, you can run and view the documentation locally using:
It should open a new tab with the local version of the docs in your browser; if not, visit http://localhost:3000 in your browser. You can now change the docs locally and the web page will automatically reload and apply your changes.
Running the Tests
In order to run the tests, make sure that you have the development requirements installed:
make prepare-tests-ubuntu # Only on Ubuntu and Debian based systems make prepare-tests-macos # Only on macOS
Then, run the tests:
They can also be run at multiple jobs to save some time:
JOBS=[n] make test
[n] is the number of jobs desired. If omitted,
[n] will be automatically chosen by pytest.
Resolving merge conflicts
Poetry doesn't include any solution that can help to resolve merge conflicts in
the lock file
poetry.lock by default.
However, there is a great tool called poetry-merge-lock.
Here is how you can install it:
pip install poetry-merge-lock
Just execute this command to resolve merge conflicts in
To ensure a standardized code style we use the formatter black. To ensure our type annotations are correct we use the type checker pytype. If your code is not formatted properly or doesn't type check, GitHub will fail to build.
If you want to automatically format your code on every commit, you can use pre-commit.
Just install it via
pip install pre-commit and execute
pre-commit install in the root folder.
This will add a hook to the repository, which reformats files on every commit.
If you want to set it up manually, install black via
To reformat files execute
If you want to check types on the codebase, install
To check the types execute
Deploying documentation updates
Docusaurus v2 to build docs for tagged versions and for the master branch.
The static site that gets built is pushed to the
documentation branch of this repo.
We host the site on netlify. On master branch builds (see
.github/workflows/documentation.yml), we push the built docs to
documentation branch. Netlify automatically re-deploys the docs pages whenever there is a change to that branch.
Release Timeline for Minor Releases
For Rasa Open Source, we usually commit to time-based releases, specifically on a monthly basis. This means that we commit beforehand to releasing a specific version of Rasa Open Source on a specific day, and we cannot be 100% sure what will go in a release, because certain features may not be ready.
At the beginning of each quarter, the Rasa team will review the scheduled release dates for all products and make sure they work for the projected work we have planned for the quarter, as well as work well across products.
Once the dates are settled upon, we update the respective milestones.
Cutting a Major / Minor release
A week before release day
- Make sure the milestone already exists and is scheduled for the correct date.
- Take a look at the issues & PRs that are in the milestone: does it look about right for the release highlights we are planning to ship? Does it look like anything is missing? Don't worry about being aware of every PR that should be in, but it's useful to take a moment to evaluate what's assigned to the milestone.
- Post a message on the engineering Slack channel, letting the team know you'll be the one cutting the upcoming
release, as well as:
- Providing the link to the appropriate milestone
- Reminding everyone to go over their issues and PRs and please assign them to the milestone
- Reminding everyone of the scheduled date for the release
A day before release day
- Go over the milestone and evaluate the status of any PR merging that's happening. Follow up with people on their bugs and fixes. If the release introduces new bugs or regressions that can't be fixed in time, we should discuss on Slack about this and take a decision to go forward or postpone the release. The PR / issue owners are responsible for communicating any issues which might be release relevant.
Release day! 🚀
- At the start of the day, post a small message on slack announcing release day!. Communicate you'll be handling the release, and the time you're aiming to start releasing (again, no later than 4pm, as issues may arise and cause delays)
- Make sure the milestone is empty (everything has been either merged or moved to the next milestone)
- Once everything in the milestone is taken care of, post a small message on Slack communicating you are about to start the release process (in case anything is missing).
- You may now do the release by following the instructions outlined in the Rasa Open Source README !
Steps to release a new version
Releasing a new version is quite simple, as the packages are build and distributed by GitHub Actions.
- micro release (third version part increases): 1.1.2 -> 1.1.3
- minor release (second version part increases): 1.1.3 -> 1.2.0
- major release (first version part increases): 1.2.0 -> 2.0.0
- Make sure all dependencies are up to date (especially Rasa SDK)
- Switch to the branch you want to cut the release from (
masterin case of a major / minor, the current feature branch for micro releases)
- Update the
pyproject.tomlwith the new release version and run
poetry update. This creates a new
poetry.lockfile with all dependencies resolved.
- Commit the changes with
git commit -am "bump rasa-sdk dependency"but do not push them. They will be automatically picked up by the following step.
- Update the
- Create a PR against master or the release branch (e.g.
- Once your PR is merged, tag a new release (this SHOULD always happen on master or release branches), e.g. using
git tag 1.2.0 -m "next release" git push origin 1.2.0GitHub will build this tag and publish the build artifacts.
- If this is a minor release, a new release branch should be created pointing to the same commit as the tag to allow for future patch releases, e.g.
git checkout -b 1.2.x git push origin 1.2.x
Cutting a Micro release
Micro releases are simpler to cut, since they are meant to contain only bugfixes.
The only things you need to do to cut a micro are:
- Notify the engineering team on Slack that you are planning to cut a micro, in case someone has an important fix to add.
- Make sure the bugfix(es) are in the release branch you will use (p.e if you are cutting a
2.0.4micro, you will need your fixes to be on the
2.0.xrelease branch). All micros must come from a
- Once you're ready to release the Rasa Open Source micro, checkout the branch, run
make releaseand follow the steps + get the PR merged.
- Once the PR is in, pull the
.xbranch again and push the tag!
Licensed under the Apache License, Version 2.0. Copyright 2020 Rasa Technologies GmbH. Copy of the license.
A list of the Licenses of the dependencies of the project can be found at the bottom of the Libraries Summary.
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