Simian GUI offers a low-code solution for creating web apps using Python, MATLAB, and Julia, expediting development and ensuring a smooth journey from concept to production. By leveraging accessible web technologies such as form.io, DataTables, and Plotly, it facilitates the creation of apps for complex tasks like calculations and data visualization.
With an intuitive two-pillar approach to app development, Simian GUI simplifies the process of building and adding interaction, offering options like an app builder or low-code programmatic approach. It also provides utilities to easily manage web events and backend functionalities, eliminating the need for tailored API definitions.
During runtime, the Simian frontend renders the defined web app directly from Python, MATLAB, or Julia code in the web browser, without requiring front-end developer involvement. This streamlined workflow allows users to craft and deploy apps locally with ease, making Simian GUI a comprehensive solution for web app development from inception to production.
- Simian GUI runs and is tested on Python
3.8
to3.11
.
-
Simian GUI consists of four packages that can be installed via pip:
-
simian-gui
contains the core functionality, with optional dependency on Redis -
simian-local
allows running locally using pywebview -
simian-examples
contains the the same examples available in thesimian/examples
folder in this repository -
simian-builder
contains the builder
pip install --extra-index-url https://pypi.simiansuite.com/simple/ simian-gui[redis] simian-local simian-examples simian-builder
-
Example web apps are deployed at the Simian Web Apps Demo portal
For running apps locally, we assume that the src
folder is on the Python path. The most straightforward way to achieve this, is to make it the current folder before running Python.
-
All components: this example contains all components that can be used in Simian GUI.
python -m run simian.examples.all_components
-
Ball Thrower: this example uses the
scipy.integrate.solve_ivp
solver to calculate the trajectory of a ball being thrown. Hence, thescipy
package must be installed as a dependency.- Install additional dependencies
pip install scipy
- Then start the app using the
run
modulepython -m run simian.examples.ballthrower
See Example in the documentation for more details.
- Install additional dependencies
-
Plot types: this example showcases the Plotly integration in Simian GUI.
python -m run simian.examples.plottypes
-
Hypotheek planner: this example is an (indicative) mortgage planner. Available in Dutch only.
python -m run hypoplanner.hypo_planner
-
Bird swarm: this example uses a particle swarm optimization to simulate bird feeding behavior.
- Install additional dependencies
pip install cython setuptools matplotlib scipy noise
- Use Cython to build the
.pyx
modulescd birdswarm python setup.py build_ext --inplace cd ..
- Then start the app using the
run
modulepython -m run birdswarm.bird_swarm
- Install additional dependencies
-
Route planner: this example uses openstreetmap.org, openrouteservice.org, and here.com for maps, routes, and destinations.
- Create a (free) openrouteservice.org account and get your API key (token).
- Create a (free) here.com account and get your API key(s).
During development the same api key can be used for both front- and backend.
When deployed on a public server it is wise to restrict the frontend api key to a specific domain such that it can not be abused by others. The backend api key is used from the server only so there less need to restrict its usage. - Copy the
local_application_data.json.sample
tolocal_application_data.json
. - Store your
openstreetroute.org
API key (token) asopen_route_service_api_key
inlocal_application_data.json
. - Store your
here.com
API key(s) as respectivelyhere_frontend_api_key
andhere_backend_api_key
inlocal_application_data.json
. - Optionally set
here_frontend_autocomplete_delay_ms
(max 1000) andhere_backend_lookup_interval_ms
values to higher values in milliseconds to reduce request rates to here.com. - Then start the app using the
run
modulepython -m run routeplanner.route_planner
Note:
This app uses images & services from:https://downloads.simiansuite.com
(GUI/browser frontend)https://api.openrouteservice.org
(Python backend)https://autocomplete.search.hereapi.com
(GUI/browser frontend)https://lookup.search.hereapi.com
(Python backend)
Make sure these are reachable.
-
Trending on YouTube: Find out what's trending in your favourite countries.
- Install additional dependencies
pip install google-api-python-client deep-translator pycountry isodate
- Obtain a (free) API key from Google Cloud.
- Copy the
local_application_data.json.sample
tolocal_application_data.json
. - Store your API key as
youtube_developer_key
inlocal_application_data.json
. - Then start the app using the
run
modulepython -m run youtubesample.youtubesample
- Install additional dependencies
-
Hello world with coffee: Find out what happened on a particular date.
- Install additional dependencies
pip install scikit-image json2html
- Obtain a (free) API key from Wikimedia.
- Copy the
local_application_data.json.sample
tolocal_application_data.json
. - Store your user agent as
wikimedia_service_user_agent
and API key aswikimedia_service_api_key
inlocal_application_data.json
. - Then start the app using the
run
modulepython -m run python -m run helloworldwithcoffee.hello_world_with_coffee
- Install additional dependencies
-
Image processing: apps for modifying and generating images. All apps allow for downloading the created figure. When an input image is used, this can be uploaded.
- Install additional dependencies
pip install imageprocessing/requirements.txt
- Optionally, install image generation dependencies for inpainting and image generation actions.
pip install imageprocessing/requirements-imagegen.txt
- Then start the apps using the
run
modulepython -m run imageprocessing.image_processor python -m run imageprocessing.image_inpainter python -m run imageprocessing.image_generator
- Install additional dependencies
-
Start the Builder by running
python -m simian.builder
-
Fill in the fields in the Options section and click Create module to create the module.
-
Add, remove and modify components and click Save JSON to save your changes.
-
Click Preview application to run your Simian Web App.
-
See Simian Form Builder for more information.
-
A Simian Web App is a module containing two functions:
gui_init
to define the form andgui_event
to handle events.from simian.gui import Form, component, utils def gui_init(meta_data: dict) -> dict: # Create a form and set a logo and title. form = Form() payload = { "form": form, "navbar": { "logo": "favicon.ico", "title": "Hello, World!", }, } return payload def gui_event(meta_data: dict, payload: dict) -> dict: # Process the events. return payload
-
See the Hello world example in the documentation for how to program a Simian Web App.
In case of issues or questions, please see the issue tracker.
Any contributions to the examples are greatly appreciated.
If you have an example that you would like to share, please fork the repo and create a pull request. Don't forget to give the project a star! Thanks again!
-
Fork the Project
-
Create your Feature Branch (git checkout -b feature/AmazingExample)
-
Commit your Changes (git commit -m 'Add some Amazing Example')
-
Push to the Branch (git push origin feature/AmazingExample)
-
Open a Pull Request
See the Release notes in the documentation for the version history.
The Simian Examples are licensed under the MIT License - see the LICENSE file for details.