Created
June 22, 2017 06:21
-
-
Save anandology/b93fd555215203977301ecb4994efe66 to your computer and use it in GitHub Desktop.
POC implementation of reactive expressions for Dash
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
"""Reactive expressions for Dash! | |
Dash[1] is an interesting project build reactive web applications in Python. | |
While the ideas are exciting, the syntax for specifying custom code is way | |
too complicated that it should be. | |
Here is a sample code to display sum of two input values. | |
@app.callback( | |
[Input(component_id='x', component_property='value')] | |
[Input(component_id='y', component_property='value')] | |
Output(component_id='output', component_property='children'), | |
) | |
def add(x, y): | |
return int(x) + int(y) | |
Wouldn't it is nice that like an expression? | |
app['output'].children = add(app['x'].value, app['y'].value) | |
This is an proof of concept implementation to demonstrate that it is possible! | |
[1]: https://plot.ly/dash/ | |
""" | |
import dash | |
from dash.dependencies import Input, Output | |
import dash_core_components as dcc | |
import dash_html_components as html | |
class ReactiveDash(dash.Dash): | |
def __getitem__(self, id): | |
return ReactiveElement(self, id) | |
def reactive(self, func): | |
return ReactiveFunction(self, func) | |
class ReactiveNode: | |
def get_inputs(self): | |
return [] | |
class ReactiveElement(ReactiveNode): | |
def __init__(self, app, id): | |
self._app = app | |
self._id = id | |
def __getattr__(self, property_name): | |
return ReactiveProperty(self._app, self, property_name) | |
def __setattr__(self, property_name, value): | |
if property_name.startswith("_"): | |
return super().__setattr__(property_name, value) | |
# print("__setattr__", property_name) | |
if not isinstance(value, ReactiveNode): | |
raise Exception("Expected a reactive expression") | |
output = Output(component_id=self._id, component_property=property_name) | |
raw_inputs = list(value.get_inputs()) | |
inputs = [Input(component_id=x.element._id, component_property=x.property_name) | |
for x in raw_inputs] | |
input_keys = [x.get_key() for x in raw_inputs] | |
# print("value", value) | |
# print("inputs", raw_inputs) | |
# print("input_keys", input_keys) | |
@self._app.callback(output=output, inputs=inputs) | |
def callback_func(*args): | |
# print("callback", args) | |
env = dict(zip(input_keys, args)) | |
return value.evaluate(env) | |
def __repr__(self): | |
return "<#{}>".format(self._id) | |
class ReactiveProperty(ReactiveNode): | |
def __init__(self, app, element, property_name): | |
self.app = app | |
self.element = element | |
self.property_name = property_name | |
def get_key(self): | |
return (self.element._id, self.property_name) | |
def evaluate(self, env): | |
return env[self.element._id, self.property_name] | |
def get_inputs(self): | |
return [self] | |
def __repr__(self): | |
return "{}.{}".format(self.element, self.property_name) | |
class ReactiveFunction(ReactiveNode): | |
def __init__(self, app, func): | |
self.app = app | |
self.func = func | |
def __call__(self, *args): | |
return ReactiveFunctionCall(self.app, self.func, *args) | |
def __repr__(self): | |
return "<{}()>".format(self.func.__name__) | |
class ReactiveFunctionCall(ReactiveNode): | |
def __init__(self, app, func, *args): | |
self.app = app | |
self.func = func | |
self.args = args | |
def get_inputs(self): | |
for a in self.args: | |
if isinstance(a, ReactiveNode): | |
yield from a.get_inputs() | |
def evaluate(self, env): | |
args = [a.evaluate(env) for a in self.args] | |
return self.func(*args) | |
def __repr__(self): | |
args = ", ".join(repr(a) for a in self.args) | |
return "{}({})".format(self.func.__name__, args) | |
def make_sample_app(): | |
app = ReactiveDash() | |
app.layout = html.Div([ | |
html.Div( | |
[html.Label("X", htmlFor='x'), | |
dcc.Input(id='x', value='1', type="text")]), | |
html.Div( | |
[html.Label("Y", htmlFor='y'), | |
dcc.Input(id='y', value='2', type="text")]), | |
html.Div(id='output') | |
]) | |
@app.reactive | |
def add(x, y): | |
return int(x)+int(y) | |
app['output'].children = add(app['x'].value, app['y'].value) | |
return app | |
def main(): | |
app = make_sample_app() | |
app.run_server() | |
if __name__ == "__main__": | |
main() |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment