.. _streamlit-service-reference: Using Streamlit to build a dashboard ==================================== In this tutorial we will see how to create a service with a graphical interface using a very convenient python package called `streamlit `_. With streamlit it is very quick to make graphical applications and this can be used together with MVI to make dashboards for monitoring or configuration of your algorithms, just to name a few examples. We will not go into detail into how to use streamlit itself, but rather how to deploy a streamlit application in MVI and have it communicate with your services. Creating the Streamlit Service ------------------------------ Let's reuse the `Die Roller` service we created as part of the `Yatzee` game in :ref:`cross-service-reference` and create a roll button and a display for the die roll. We start by creating a new project: >>> mvi init # doctest: +SKIP Active host: http://your-host project_name [my_project]: die_app The first thing we have to do is to add ``streamlit`` to the `requirements.txt` file:: va-mvi streamlit We also rename `service.py` to `die_app.py`. This is where we will write our streamlit app, but in order for it to run when we start the service, we have to create a new file called `app.sh` with the contents:: streamlit run die_app.py ``streamlit run script.py`` is the command that is used to start a streamlit app, and we have to make MVI run that command when it starts the service. Normally MVI runs `service.py` but this can be changed by modifying ``APP_SCIPT`` in `.s2i/environment`:: APP_SCRIPT = app.sh This way we tell MVI that `app.sh` is the main file of the service and that it should be run on startup. Now that all the boring stuff is out of the way, we can start writing the app in `die_app.py` .. testcode:: import streamlit as st from mvi.communication import call_service st.title("Die App") roll = st.button("Roll") if roll: data = call_service( service_name="die_roller", entrypoint_name="roll_die" ) st.header("Roll:") st.write(data) Deploying the Service --------------------- Since `die_app` is dependent of `die_roller_service` it has to be up and running before `die_app` can be used. The code for `die_roller_service` itself .. testcode:: import logging from mvi import service from random import randint logger = logging.getLogger(__name__) @service.entrypoint def roll_die() -> int: return randint(1, 6) if __name__ == '__main__': service.run() >>> mvi deploy die_roller 1.0.0 ./die_roller_service # doctest: +SKIP Active host: http://your-host Deploying service... Service deployed successfully MAIN NAME VERSION STATUS RUNNING ------ ----------- --------- -------- ----------------------------------- * die_roller 1.0.0 running Running (since 2020-12-15 12:10:25) We can now deploy the streamlit app, like we would any other, with one important difference. Streamlit uses internal port 8501 to communicate so we have to explicitly set the port when deploying: >>> mvi deploy die_app 1.0.0 ./die_app --port 8501 # doctest: +SKIP Active host: http://your-host Deploying service... Service deployed successfully MAIN NAME VERSION STATUS RUNNING ------ ------- --------- -------- ----------------------------------- * die_app 1.0.0 running Running (since 2020-12-15 12:15:35) .. note:: MVI services created using the SDK use port 8000, which is the default port for ``mvi deploy``. But when deploying other apps it might be necessary to change it to not get a `Bad Gateway`. Open http://your-host/services/die_app/ and you should see your app there: .. image:: ../img/streamlit_service.png :width: 200 :alt: Screenshot of streamlit service