1. 编写2个APP应用
在 Streamlit 中一个 .py 文件就是一个 APP 应用,下面我们在 Nginx 上部署 2 个 Streamlit APP:
:::tips 📑 hello.py :::
import streamlit as st
import numpy as np
import time
progress_bar = st.progress(0)
status_text = st.empty()
chart = st.line_chart(np.random.randn(10, 2))
for i in range(100):
# Update progress bar.
progress_bar.progress(i + 1)
new_rows = np.random.randn(10, 2)
# Update status text.
status_text.text(
'The latest random number is: %s' % new_rows[-1, 1])
# Append data to the chart.
chart.add_rows(new_rows)
# Pretend we're doing some computation that takes time.
time.sleep(0.1)
status_text.text('Done!')
st.balloons()
:::tips 📑 hello2.py :::
import streamlit as st
import numpy as np
import pandas as pd
if st.checkbox('Show dataframe'):
chart_data = pd.DataFrame(
np.random.randn(20, 3),
columns=['a', 'b', 'c'])
chart_data
2. nohup启动APPs
Streamlit 需要在单独启动每一个 APP 应用:
$ nohup streamlit run --server.port 8051 hello.py > /dev/null 2>&1 &
$ nohup streamlit run --server.port 8052 hello2.py > /dev/null 2>&1 &
3. Nginx设置反向代码
server {
listen 8081;
server_name localhost;
location /hello {
rewrite /hello/(.*) /$1 break;
proxy_pass http://localhost:8501;
proxy_http_version 1.1;
proxy_buffering off;
proxy_set_header Upgrade $http_upgrade;
proxy_set_header Connection "upgrade";
proxy_read_timeout 86400;
}
location /hello2 {
rewrite /hello2/(.*) /$1 break;
proxy_pass http://localhost:8502;
proxy_http_version 1.1;
proxy_buffering off;
proxy_set_header Upgrade $http_upgrade;
proxy_set_header Connection "upgrade";
proxy_read_timeout 86400;
}
注意:由于 Streamlit 采用的是 Tornado 框架,所以无法像 Django、Flask 一样结合 uWSGI 进行部署。
4. 访问
这样你就可以访问 http://localhost:8081/hello/ 和 http://localhost:8081/hello2/ 来访问 2 个应用了,当来你使用 http://localhost:8501 和 http://localhost:8502 也是可以访问得到应用的。