FastAPI + Dash#
首先定义 Dash 子应用:
# dashapp.py
import dash
from dash.dependencies import Input, Output
from dash import dcc, html
import pandas as pd
def create_dash_app(requests_pathname_prefix: str = None) -> dash.Dash:
df = pd.read_csv('https://raw.githubusercontent.com/plotly/datasets/master/hello-world-stock.csv')
app = dash.Dash(__name__, requests_pathname_prefix=requests_pathname_prefix)
app.scripts.config.serve_locally = False
dcc._js_dist[0]['external_url'] = 'https://cdn.plot.ly/plotly-basic-latest.min.js'
app.layout = html.Div([
html.H1('Stock Tickers'),
dcc.Dropdown(
id='my-dropdown',
options=[
{'label': 'Tesla', 'value': 'TSLA'},
{'label': 'Apple', 'value': 'AAPL'},
{'label': 'Coke', 'value': 'COKE'}
],
value='TSLA'
),
dcc.Graph(id='my-graph')
], className="container")
@app.callback(Output('my-graph', 'figure'),
[Input('my-dropdown', 'value')])
def update_graph(selected_dropdown_value):
dff = df[df['Stock'] == selected_dropdown_value]
return {
'data': [{
'x': dff.Date,
'y': dff.Close,
'line': {
'width': 3,
'shape': 'spline'
}
}],
'layout': {
'margin': {
'l': 30,
'r': 20,
'b': 30,
't': 20
}
}
}
return app
主应用:
from fastapi import FastAPI, Request
from fastapi.middleware.wsgi import WSGIMiddleware
from dashapp import create_dash_app
app = FastAPI()
@app.get("/")
def read_main():
return {
"routes": [
{"method": "GET", "path": "/", "summary": "Landing"},
{"method": "GET", "path": "/status", "summary": "App status"},
{"method": "GET", "path": "/dash",
"summary": "Sub-mounted Dash application"},
]
}
@app.get("/status")
def get_status():
return {"status": "ok"}
dash_app = create_dash_app(requests_pathname_prefix="/dash/")
app.mount("/dash", WSGIMiddleware(dash_app.server))
if __name__ == "__main__":
import uvicorn
uvicorn.run(app, port=8001)
渲染结果: