It's been roughly a decade since I first became romantically involved with Python. This particular romantic comedy somehow missed the "love at first sight" trope entirely - I found the process of learning Python infuriating. My apprehensions weren't with the language itself, but rather with every living software developer on the face of the earth.

From my standpoint, it seemed like people in "software" consisted of only two archetypes, neither of which were particularly savory. One end of the spectrum was occupied by my fellow noobs, who seemed happily constrained to programming in cutesy REPL environments provided by whichever bootcamp provided them the blue pill which kept them from asking questions. On the opposite end of the spectrum was everybody else: competent engineers who may as well had been geniuses in my eyes. I knew these people had the knowledge to answer every question I could muster but somehow proved to be utterly incapable of being useful in any capacity. It wasn't clear to me at the time whether seasoned engineers were intentionally elitist assholes, or if newcomers were genuinely helpless.  The only clarity I had was that neither demographic was going to provide value to my immediate goals. In retrospect, that frustration is likely what propelled this blog into existence).

I was convinced there was nothing worth building unless it were running on a Linux server, behind a real domain, accessible to the world. That might sound like a reasonable viewpoint in 2020, but this was 2010: there was no Docker, no Heroku, no DigitalOcean. Nginx was mostly a fringe webserver created by "some dude in Russia" powering 10% of sites on the internet compared to Apache's 90%. Web-based Python had previously relied on an Apache module called mod-python. Mod-python was suddenly (and arbitrarily?) deemed "dead" in favor of an undocumented Apache module by the name of mod-wsgi. It was the brainchild of Graham Dumpleton, who may as well have been the only person in the world besides myself attempting to run a god damn Python web app. It's a wonder I ever managed to succeed in doing that at all.

Enter uWSGI

The acronym "WSGI" stands for Web Server Gateway Interface, which is an esoteric way of saying "how a webserver communicates with Python." uWSGI and its predecessors are a form of middleware for webservers like Nginx to serve Python apps.

There are plenty of options for serving Python web apps in 2020, but uWSGI is objectively better than alternatives like Gunicorn. If you have any doubts about why we're rolling with uWSGI, these cherry-picked charts I stole from this guy's blog will surely clear things up:

Perfomance comparison of gateway interfaces. 

Before we get started, I'm going to be real with you: this stuff can feel obnoxiously esoteric at times. It's tempting to look at this process and say "fuck it" when there are one-click solutions to avoid all of this altogether, but I'll let you in on a secret: those solutions suck. Heroku is a shitty AWS reseller that sells trash EC2 instances with a friendlier interface. Docker is a cop-out for developers to dodge the nuances of Linux, to the point where we'd instead install entire VMs worth of overhead over learning. I'm prepared to be shat on for those remarks, but my point remains: if you're interested in rising above vendor-lock and building apps that run faster, you've come to the right place.

Getting Set Up

We need to install a bunch of Python dev packages on Ubuntu (or whatever) for uWSGI to work. Even if this line looks familiar, do not skip this part (like I did). There's almost certainly at least one package below you're missing:

$ apt update
$ apt upgrade -y
$ sudo apt install python3.8 python3.8-dev python3-distutils uwsgi uwsgi-src uuid-dev libcap-dev libpcre3-dev python3-pip python3.8-venv
Install all Python dev dependencies

Installing uwsgi-plugin-python3 is an important step that deserves some extra attention. uWSGI is traditionally a Python package, so you'd possibly expect us to run pip install uWSGI at some point. On the contrary, if we were to install uWSGI via pip, uWSGI would be a Python package belonging to whichever system default version of Python3 happens to be installed on our machine. Our project is likely going to use a version of Python other than Python 3.6.9 (The Ubuntu 18.04 default). Thus we need a version of uWSGI that transcends Python versions. This is where uwsgi-plugin-python3 comes in:

$ apt-get install uwsgi-plugin-python3
Install uWSGI Python plugin

Our last bit of Ubuntu configuration is to open port 5000:

$ ufw allow 5000
Open port 5000

Prep Your Project

Next we just need to make sure your Flask app is on your remote server and ready for action. Clone your project onto your VPS and make sure your project has a proper file to serve as the app's entry point:

from myapp import create_app

app = create_app()

if __name__ == "__main__":'')

You already know to use virtual environments without me telling you, but we need to specifically use virtualenv here - NOT Pipenv or any other alternative. uWSGI is picky about this for some reason. Save yourself the trouble and use virtualenv, even though it kinda sucks on principle:

$ python3.8 -m venv myenv
$ source myenv/bin/activate
$ python3 -m pip install -r requirements.txt
Create and build your virtual environment

We've installed all dependencies, installed uWSGI, and our project is looking good... we should be ready to test this thing out, right?

uwsgi --http-socket :5000 --plugin python3 --module wsgi:app
uWSGI command-line attempt

Surprise, surprise!

Python version: 3.6.9 (default, Nov  7 2019, 10:44:02)  [GCC 8.3.0]
*** Python threads support is disabled. You can enable it with --enable-threads ***
Python main interpreter initialized at 0x55721b8125c0
dropping root privileges after plugin initialization
uWSGI running as root, you can use --uid/--gid/--chroot options
*** WARNING: you are running uWSGI as root !!! (use the --uid flag) *** 
your server socket listen backlog is limited to 100 connections
your mercy for graceful operations on workers is 60 seconds
mapped 72768 bytes (71 KB) for 1 cores
*** Operational MODE: single process ***
Traceback (most recent call last):
  File "", line 1, in <module>
    from pythonmyadmin import create_app
  File "./pythonmyadmin/", line 1, in <module>
    from flask import Flask
ModuleNotFoundError: No module named 'flask'
unable to load app 0 (mountpoint='') (callable not found or import error)
*** no app loaded. going in full dynamic mode ***
The output of our WSGI test.

You may be able to discern what's happening above; the output of uWSGI states we're using Python 3.6.9 (not what we want) and can't find the packages associated with our activated virtual environment. When we specified --plugin python3 in the line before, we were too general: we need a uWSGI plugin specifically for our version, which is called python38.

Install uWSGI Python 3.8 Plugin

Thanks to the uwsgi-plugin-python3 library we installed earlier, installing version-specific uWSGI plugins is easy:

$ export PYTHON=python3.8
$ uwsgi --build-plugin "/usr/src/uwsgi/plugins/python python38"
Build uWSGI's python38 plugin

You should see output like this:

*** uWSGI building and linking plugin from /usr/src/uwsgi/plugins/python ***
[x86_64-linux-gnu-gcc -pthread]
/usr/src/uwsgi/plugins/python/python_plugin.c: In function ‘uwsgi_python_post_fork’:
/usr/src/uwsgi/plugins/python/python_plugin.c:394:3: warning: ‘PyOS_AfterFork’ is deprecated [-Wdeprecated-declarations]
In file included from /usr/include/python3.8/Python.h:144:0,
                 from /usr/src/uwsgi/plugins/python/uwsgi_python.h:2,
                 from /usr/src/uwsgi/plugins/python/python_plugin.c:1:
/usr/include/python3.8/intrcheck.h:18:37: note: declared here
 Py_DEPRECATED(3.7) PyAPI_FUNC(void) PyOS_AfterFork(void);
/usr/src/uwsgi/plugins/python/python_plugin.c: In function ‘uwsgi_python_worker’:
/usr/src/uwsgi/plugins/python/python_plugin.c:1957:3: warning: ‘PyOS_AfterFork’ is deprecated [-Wdeprecated-declarations]
In file included from /usr/include/python3.8/Python.h:144:0,
                 from /usr/src/uwsgi/plugins/python/uwsgi_python.h:2,
                 from /usr/src/uwsgi/plugins/python/python_plugin.c:1:
/usr/include/python3.8/intrcheck.h:18:37: note: declared here
 Py_DEPRECATED(3.7) PyAPI_FUNC(void) PyOS_AfterFork(void);
build time: 6 seconds
*** python38 plugin built and available in ***
Successful python38 plugin installation

This downloads a file called to your current folder. We need to move this to where it belongs, and set some permissions:

$ sudo mv /usr/lib/uwsgi/plugins/
$ sudo chmod 666 /usr/lib/uwsgi/plugins/
Move the uWSGI python38 plugin

Let's Try That Again

This time around we're going to specify --plugin python38 to specifically run uWSGI with Python 3.8. We're also going to add another flag called --virtualenv, which defines the path at which our Python libraries are installed. Kill the previous uWSGI process and give it another go:

$ pkill -9 uwsgi
$ uwsgi --http-socket :5000 --plugin python38 --module wsgi:app  --virtualenv /var/www/pythonmyadmin/myenv/
Run myapp

Here we go...

*** Python threads support is disabled. You can enable it with --enable-threads ***
Python main interpreter initialized at 0x55daa18a3e40
dropping root privileges after plugin initialization
uWSGI running as root, you can use --uid/--gid/--chroot options
*** WARNING: you are running uWSGI as root !!! (use the --uid flag) *** 
your server socket listen backlog is limited to 100 connections
your mercy for graceful operations on workers is 60 seconds
mapped 72768 bytes (71 KB) for 1 cores
*** Operational MODE: single process ***
WSGI app 0 (mountpoint='') ready in 1 seconds on interpreter 0x55daa18a3e40 pid: 28434 (default app)
dropping root privileges after application loading
uWSGI running as root, you can use --uid/--gid/--chroot options
*** WARNING: you are running uWSGI as root !!! (use the --uid flag) *** 
*** uWSGI is running in multiple interpreter mode ***
spawned uWSGI worker 1 (and the only) (pid: 28434, cores: 1)
Successful uWSGI worker spawned

This is good news! Visit your server's IP address at port 5000 and report back. Is it working? IT'S WORKING! NICE!!!

Something awesome about uWSGI is how easy it is to utilize multiple cores in our machine by specifying how many threads and processes we want to use. If your machine is equipped with multiple CPU cores, here's how easy it is to utilize them:

$ pkill -9 uwsgi
$ uwsgi --http-socket :5000 --plugin python38 --module wsgi:app  --virtualenv /var/www/pythonmyadmin/myenv/ --processes 2 --threads 4
Start uWSGI utilizing multiple threads

This will output each worker created as well as the cores utilized:

*** uWSGI is running in multiple interpreter mode ***
spawned uWSGI worker 1 (pid: 28688, cores: 2)
spawned uWSGI worker 2 (pid: 28690, cores: 2)
spawned uWSGI worker 3 (pid: 28691, cores: 2)
spawned uWSGI worker 4 (pid: 28692, cores: 2)
Concurrency with uWSGI

Keep in mind that uWSGI processes don't get killed by simply Control+Cing in the terminal. Remember to kill unwanted uWSGI processes by using pkill -9 uwsgi.

Running uWSGI via Config File

We've proven that we can serve our app via the uWSGI CLI, but we want our app to persist forever behind a registered domain name. We need a way for Nginx to hook into our uWSGI process with all the flags we passed via the CLI (such as the uWSGI plugin to use, our virtual environment location, etc.). Luckily, we can save the flags/values we passed into the CLI to an .ini file with the same naming convention:

chdir = /var/www/myapp/
module = wsgi:app

processes = 4
threads = 2
plugin = python38
virtualenv = /var/www/myapp/myenv

master = true
socket = myapp.sock
chmod-socket = 666
vacuum = true

die-on-term = true

Instead of specifying http-socket here, we set socket to myapp.sock. Nginx is going to handle our HTTP requests, but it needs a way to associate incoming requests to our running application. We handle this by creating a socket: every time we run uWSGI with this configuration, a file is created in our project directory called myapp.sock. All Nginx needs to worry about is pointing to this socket for incoming traffic.

Now we can run our app with the proper configuration efficiently:

$ uwsgi myapp.ini
Start myapp

That's much better. As an added bonus, the presence of die-on-term = true in our config means that our uWSGI process will end when we Control+C, for convenience's sake.

uWSGI & Nginx 4 Eva

Assuming you have Nginx installed, create a config for our app in sites-available:

$ sudo vim /etc/nginx/sites-available/myapp.conf
Create Nginx config

This might be one of the simplest Nginx configs you'll ever have to create. Listen for your domain on port 80 and forward this traffic (with parameters) to the location of the socket file we specified in myapp.ini:

server {
    listen 80;

    location / {
        include uwsgi_params;
        uwsgi_pass unix:///var/www/myapp/myapp.sock;

Note the triple slashes in the uwsgi_pass URI.

Let's symlink this config to sites-enabled:

$ ln -s /etc/nginx/sites-available/myapp.conf /etc/nginx/sites-enabled/myapp.conf
Activate your Nginx config

Restart Nginx to take effect:

$ sudo service nginx restart
Restart Nginx

Running Your App

You're one command away from exposing deploying your app to the world forever. Before you pull the trigger, take pride in the fact that you've made it here. The entire cloud computing industry has profited massively from the paradigm of "serverless" microservices because most people are not like you. Most people would rather pay fees for shared resources at the expense of performance to dodge reading a tutorial like this one. You are liberated. You are beautiful. You are Batman.

$ cd /var/www/myapp
$ nohup uwsgi myapp.ini &

nohup is a unix command which allows processes to persist in the background until they're explicitly killed (or your machine turns off). Running nohup uwsgi myapp.ini & (note the trailing ampersand) will spin up a uWSGI process that stays alive while you got about your business.

nohup is a quick and dirty way to get your app running "forever," as long as your definition of "forever" doesnt account for fatal events that would kill your Python app, such as an unhandled error or a power outage. To ensure your app is truly immortal, I highly recommend creating a systemd service.

Create a Service

Systemd is a Linux "service manager" to configure and run process daemons, which is a cool term for "processes that run in the background. Remember when we did service nginx restart like 30 seconds ago? nginx is an example of a daemon process - it's a constant process listening for incoming connections. We're going to make myapp a service too, so Nginx always has something to direct traffic to.

$ vim /etc/systemd/system/myapp.service
Create a system config

The syntax for systemd service configurations follows the .ini file format:

Description=My Python Application

ExecStart=/var/www/myapp/myenv/bin/uwsgi --ini myapp.ini

  • User: Tells our service to run our app as the Ubuntu root user.
  • WorkingDirectory: The working directory that we'll be serving our app from.
  • Environment: Our project's Python virtual environment.
  • ExecStart: This is the most important part of our configuration: a shell command to actually start our application. Each time we "start" or "restart" our service, this is the command being executed.
  • Restart & RestartSec: These two values are telling our service to check if our app is running every 10 seconds. If the app happens to be down, our service will restart the app, hence the on-failure value for Restart.

Now give it a go:

$ service myapp start
$ service myapp status
Start and check your service

start will silently execute your newly created service. To see if everything succeeded, use status:

● myapp.service - My Python Application
   Loaded: loaded (/etc/systemd/system/myapp.service; disabled; vendor preset: enabled)
   Active: active (running) since Sat 2020-08-15 02:52:56 UTC; 4s ago
 Main PID: 11443 (uwsgi)
    Tasks: 6 (limit: 4915)
   CGroup: /system.slice/myapp.service
           └─11443 /var/www/myapp/appenv/bin/uwsgi --ini myapp.ini

Manage uWSGI Apps in Emperor Mode

An alternative to creating a service per application is using uWSGI's "Emperor" mode. Emperor mode enables us to manage all uWSGI apps globally, similar to the way Nginx manages hosts. This is probably overkill for most people, but if you're weird, stick around.

Change directories to cd /etc/uwsgi and check out what's inside:

  • /apps-available: A global folder to hold all your uwsgi .ini files (like the one we created earlier). This is the uWSGI equivalent of Nginx's sites-available folder.
  • /apps-enabled: Just like Nginx, this folder expects symbolic links from its apps-available counterpart. Running uWSGI in emperor mode will look for all config files in this folder and run them accordingly.

Let's run our app in emperor mode! Copy your config to apps-available and symlink it to apps-enabled:

$ sudo cp /var/www/myapp/myapp.ini /etc/uwsgi/apps-available/myapp.ini
$ sudo ln -s /etc/uwsgi/apps-available/myapp.ini /etc/uwsgi/apps-enabled/myapp.ini

Now give it a whirl:

$ sudo uwsgi --emperor /etc/uwsgi/apps-enabled/

Start on Machine Start-up

The best part about running uWSGI in emperor mode is we can have our apps launch upon machine startup without writing any services. Add a file called /etc/rc.local and include the following:

/usr/local/bin/uwsgi --emperor /etc/uwsgi/sites-enabled --daemonize /var/log/uwsgi-emperor.log

That's all, folks!

PS: Having run through this, setting up uWSGI suddenly doesn't seem so convoluted after all. It all seems obvious now, but in reality, it took me multiple failed starts over the course of a year to get uWSGI working. Try reading any other uWSGI tutorial and you'll quickly see why: engineers are still apparently god awful at explaining these concepts. I don't make these generalizations lightly, but hey, more traffic for me.

Rant over, tutorial over. Until next time.