Python: How to show matplotlib in flask
You can generate the image on-the-fly in Flask URL route handler:
import io
import random
from flask import Response
from matplotlib.backends.backend_agg import FigureCanvasAgg as FigureCanvas
from matplotlib.figure import Figure
@app.route('/plot.png')
def plot_png():
fig = create_figure()
output = io.BytesIO()
FigureCanvas(fig).print_png(output)
return Response(output.getvalue(), mimetype='image/png')
def create_figure():
fig = Figure()
axis = fig.add_subplot(1, 1, 1)
xs = range(100)
ys = [random.randint(1, 50) for x in xs]
axis.plot(xs, ys)
return fig
Then you need to include the image in your HTML template:
<img src="/plot.png" alt="my plot">
As @d parolin pointed out, the figure generated by matplotlib
will need to be saved before being rendered by the HTML. In order to serve images in flask
by HTML, you will need to store the image in your flask
file directory:
static/
images/
plot.png --> store plots here
templates/
Therefore, in your application, use plt.savefig
:
@app.route('/test')
def chartTest():
lnprice=np.log(price)
plt.plot(lnprice)
plt.savefig('/static/images/new_plot.png')
return render_template('untitled1.html', name = 'new_plot', url ='/static/images/new_plot.png')
Then in untitled1.html
:
<p>{{ name }}</p>
<img src={{ url}} alt="Chart" height="42" width="42">