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Using clientside callback to update a figure with real time data
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# See more info: https://stackoverflow.com/questions/63589249/plotly-dash-display-real-time-data-in-smooth-animation/63681810#63681810 | |
from dash import Dash, dcc, html | |
import numpy as np | |
from dash.dependencies import Input, Output, State | |
# Example data (a circle). | |
resolution = 1000 | |
t = np.linspace(0, np.pi * 2, resolution) | |
x, y = np.cos(t), np.sin(t) | |
figure = dict( | |
data=[{"x": [], "y": []}], | |
layout=dict(xaxis=dict(range=[-1, 1]), yaxis=dict(range=[-1, 1])), | |
) | |
app = Dash(__name__, update_title=None) # remove "Updating..." from title | |
app.layout = html.Div( | |
[ | |
dcc.Graph(id="graph", figure=dict(figure)), | |
dcc.Interval(id="interval", interval=25), | |
dcc.Store(id="offset", data=0), | |
dcc.Store(id="store", data=dict(x=x, y=y, resolution=resolution)), | |
] | |
) | |
app.clientside_callback( | |
""" | |
function (n_intervals, data, offset) { | |
offset = offset % data.x.length; | |
const end = Math.min((offset + 10), data.x.length); | |
return [[{x: [data.x.slice(offset, end)], y: [data.y.slice(offset, end)]}, [0], 500], end] | |
} | |
""", | |
Output("graph", "extendData"), Output("offset", "data"), | |
Input("interval", "n_intervals"), | |
State("store", "data"), State("offset", "data"), | |
) | |
if __name__ == "__main__": | |
app.run_server(debug=True) |
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