The Flask Mega-Tutorial Part VII: Error Handling
Posted by
on underThis is the seventh installment of the Flask Mega-Tutorial series, in which I'm going to tell you how to do error handling in a Flask application.
For your reference, below is a list of the articles in this series.
- Chapter 1: Hello, World!
- Chapter 2: Templates
- Chapter 3: Web Forms
- Chapter 4: Database
- Chapter 5: User Logins
- Chapter 6: Profile Page and Avatars
- Chapter 7: Error Handling (this article)
- Chapter 8: Followers
- Chapter 9: Pagination
- Chapter 10: Email Support
- Chapter 11: Facelift
- Chapter 12: Dates and Times
- Chapter 13: I18n and L10n
- Chapter 14: Ajax
- Chapter 15: A Better Application Structure
- Chapter 16: Full-Text Search
- Chapter 17: Deployment on Linux
- Chapter 18: Deployment on Heroku
- Chapter 19: Deployment on Docker Containers
- Chapter 20: Some JavaScript Magic
- Chapter 21: User Notifications
- Chapter 22: Background Jobs
- Chapter 23: Application Programming Interfaces (APIs)
In this chapter I'm taking a break from coding new features into my microblog application, and instead will discuss a few strategies to deal with bugs, which invariably make an appearance in every software project. To help illustrate this topic, I intentionally let a bug slip in the code that I've added in Chapter 6. Before you continue reading, see if you can find it!
The GitHub links for this chapter are: Browse, Zip, Diff.
Error Handling in Flask
What happens when an error occurs in a Flask application? The best way to find out is to experience it first hand. Go ahead and start the application, and make sure you have at least two users registered. Log in as one of the users, open the profile page and click the "Edit" link. In the profile editor, try to change the username to the username of another user that is already registered, and boom! This is going to bring a scary looking "Internal Server Error" page:
If you look in the terminal session where the application is running, you will see a stack trace of the error. Stack traces are extremely useful in debugging errors, because they show the sequence of calls in that stack, all the way to the line that produced the error:
(venv) $ flask run
* Serving Flask app "microblog"
* Running on http://127.0.0.1:5000/ (Press CTRL+C to quit)
[2021-06-14 22:40:02,027] ERROR in app: Exception on /edit_profile [POST]
Traceback (most recent call last):
File "venv/lib/python3.6/site-packages/sqlalchemy/engine/base.py", in _execute_context
context)
File "venv/lib/python3.6/site-packages/sqlalchemy/engine/default.py", in do_execute
cursor.execute(statement, parameters)
sqlite3.IntegrityError: UNIQUE constraint failed: user.username
The stack trace indicates what is the bug. The application allows a user to change the username, and does not validate that the new username chosen does not collide with another user already in the system. The error comes from SQLAlchemy, which tries to write the new username to the database, but the database rejects it because the username
column is defined with unique=True
.
It is important to note that the error page that is presented to the user does not provide much information about the error, and that is good. I definitely do not want users to learn that the crash was caused by a database error, or what database I'm using, or what are some of the table and field names in my database. All that information should be kept internal.
There are a few things that are far from ideal. I have an error page that is very ugly and does not match the application layout. I also have important application stack traces being dumped on a terminal that I need to constantly watch to make sure I don't miss any errors. And of course I have a bug to fix. I'm going to address all these issues, but first, let's talk about Flask's debug mode.
Debug Mode
The way you saw that errors are handled above is great for a system that is running on a production server. If there is an error, the user gets a vague error page (though I'm going to make this error page nicer), and the important details of the error are in the server process output or in a log file.
But when you are developing your application, you can enable debug mode, a mode in which Flask outputs a really nice debugger directly on your browser. To activate debug mode, stop the application, and then set the following environment variable:
(venv) $ export FLASK_ENV=development
If you are on Microsoft Windows, remember to use set
instead of export
.
After you set FLASK_ENV
, restart the server. The output on your terminal is going to be slightly different than what you are used to see:
(venv) microblog2 $ flask run
* Serving Flask app 'microblog.py' (lazy loading)
* Environment: development
* Debug mode: on
* Running on http://127.0.0.1:5000/ (Press CTRL+C to quit)
* Restarting with stat
* Debugger is active!
* Debugger PIN: 118-204-854
Now make the application crash one more time to see the interactive debugger in your browser:
The debugger allows you expand each stack frame and see the corresponding source code. You can also open a Python prompt on any of the frames and execute any valid Python expressions, for example to check the values of variables.
It is extremely important that you never run a Flask application in debug mode on a production server. The debugger allows the user to remotely execute code in the server, so it can be an unexpected gift to a malicious user who wants to infiltrate your application or your server. As an additional security measure, the debugger running in the browser starts locked, and on first use will ask for a PIN number, which you can see in the output of the flask run
command.
Since I am in the topic of debug mode, I should mention the second important feature that is enabled with debug mode, which is the reloader. This is a very useful development feature that automatically restarts the application when a source file is modified. If you run flask run
while in debug mode, you can then work on your application and any time you save a file, the application will restart to pick up the new code.
Custom Error Pages
Flask provides a mechanism for an application to install its own error pages, so that your users don't have to see the plain and boring default ones. As an example, let's define custom error pages for the HTTP errors 404 and 500, the two most common ones. Defining pages for other errors works in the same way.
To declare a custom error handler, the @errorhandler
decorator is used. I'm going to put my error handlers in a new app/errors.py module.
app/errors.py: Custom error handlers
from flask import render_template
from app import app, db
@app.errorhandler(404)
def not_found_error(error):
return render_template('404.html'), 404
@app.errorhandler(500)
def internal_error(error):
db.session.rollback()
return render_template('500.html'), 500
The error functions work very similarly to view functions. For these two errors, I'm returning the contents of their respective templates. Note that both functions return a second value after the template, which is the error code number. For all the view functions that I created so far, I did not need to add a second return value because the default of 200 (the status code for a successful response) is what I wanted. In this case these are error pages, so I want the status code of the response to reflect that.
The error handler for the 500 errors could be invoked after a database error, which was actually the case with the username duplicate above. To make sure any failed database sessions do not interfere with any database accesses triggered by the template, I issue a session rollback. This resets the session to a clean state.
Here is the template for the 404 error:
app/templates/404.html: Not found error template
{% extends "base.html" %}
{% block content %}
<h1>File Not Found</h1>
<p><a href="{{ url_for('index') }}">Back</a></p>
{% endblock %}
And here is the one for the 500 error:
app/templates/500.html: Internal server error template
{% extends "base.html" %}
{% block content %}
<h1>An unexpected error has occurred</h1>
<p>The administrator has been notified. Sorry for the inconvenience!</p>
<p><a href="{{ url_for('index') }}">Back</a></p>
{% endblock %}
Both templates inherit from the base.html
template, so that the error page has the same look and feel as the normal pages of the application.
To get these error handlers registered with Flask, I need to import the new app/errors.py module after the application instance is created:
app/__init__.py: Import error handlers
# ...
from app import routes, models, errors
If you set FLASK_ENV=production
in your terminal session and then trigger the duplicate username bug one more time, you are going to see a slightly more friendly error page.
Sending Errors by Email
The other problem with the default error handling provided by Flask is that there are no notifications, stack trace for errors are printed to the terminal, which means that the output of the server process needs to be monitored to discover errors. When you are running the application during development, this is perfectly fine, but once the application is deployed on a production server, nobody is going to be looking at the output, so a more robust solution needs to be put in place.
I think it is very important that I take a proactive approach regarding errors. If an error occurs on the production version of the application, I want to know right away. So my first solution is going to be to configure Flask to send me an email immediately after an error, with the stack trace of the error in the email body.
The first step is to add the email server details to the configuration file:
config.py: Email configuration
class Config(object):
# ...
MAIL_SERVER = os.environ.get('MAIL_SERVER')
MAIL_PORT = int(os.environ.get('MAIL_PORT') or 25)
MAIL_USE_TLS = os.environ.get('MAIL_USE_TLS') is not None
MAIL_USERNAME = os.environ.get('MAIL_USERNAME')
MAIL_PASSWORD = os.environ.get('MAIL_PASSWORD')
ADMINS = ['your-email@example.com']
The configuration variables for email include the server and port, a boolean flag to enable encrypted connections, and optional username and password. The five configuration variables are sourced from their environment variable counterparts. If the email server is not set in the environment, then I will use that as a sign that emailing errors needs to be disabled. The email server port can also be given in an environment variable, but if not set, the standard port 25 is used. Email server credentials are by default not used, but can be provided if needed. The ADMINS
configuration variable is a list of the email addresses that will receive error reports, so your own email address should be in that list.
Flask uses Python's logging
package to write its logs, and this package already has the ability to send logs by email. All I need to do to get emails sent out on errors is to add a SMTPHandler instance to the Flask logger object, which is app.logger
:
app/__init__.py: Log errors by email
import logging
from logging.handlers import SMTPHandler
# ...
if not app.debug:
if app.config['MAIL_SERVER']:
auth = None
if app.config['MAIL_USERNAME'] or app.config['MAIL_PASSWORD']:
auth = (app.config['MAIL_USERNAME'], app.config['MAIL_PASSWORD'])
secure = None
if app.config['MAIL_USE_TLS']:
secure = ()
mail_handler = SMTPHandler(
mailhost=(app.config['MAIL_SERVER'], app.config['MAIL_PORT']),
fromaddr='no-reply@' + app.config['MAIL_SERVER'],
toaddrs=app.config['ADMINS'], subject='Microblog Failure',
credentials=auth, secure=secure)
mail_handler.setLevel(logging.ERROR)
app.logger.addHandler(mail_handler)
As you can see, I'm only going to enable the email logger when the application is running without debug mode, which is indicated by app.debug
being True
, and also when the email server exists in the configuration.
Setting up the email logger is somewhat tedious due to having to handle optional security options that are present in many email servers. But in essence, the code above creates a SMTPHandler
instance, sets its level so that it only reports errors and not warnings, informational or debugging messages, and finally attaches it to the app.logger
object from Flask.
There are two approaches to test this feature. The easiest one is to use the SMTP debugging server from Python. This is a fake email server that accepts emails, but instead of sending them, it prints them to the console. To run this server, open a second terminal session and run the following command on it:
(venv) $ python -m smtpd -n -c DebuggingServer localhost:8025
Leave the debugging SMTP server running and go back to your first terminal and set export MAIL_SERVER=localhost
and MAIL_PORT=8025
in the environment (use set
instead of export
if you are using Microsoft Windows). Make sure the FLASK_ENV
variable is set to production
or not set at all, since the application will not send emails in debug mode. Run the application and trigger the SQLAlchemy error one more time to see how the terminal session running the fake email server shows an email with the full stack trace of the error.
A second testing approach for this feature is to configure a real email server. Below is the configuration to use your Gmail account's email server:
export MAIL_SERVER=smtp.googlemail.com
export MAIL_PORT=587
export MAIL_USE_TLS=1
export MAIL_USERNAME=<your-gmail-username>
export MAIL_PASSWORD=<your-gmail-password>
If you are using Microsoft Windows, remember to use set
instead of export
in each of the statements above.
The security features in your Gmail account may prevent the application from sending emails through it unless you explicitly allow "less secure apps" access to your Gmail account. You can read about this here, and if you are concerned about the security of your account, you can create a secondary account that you configure just for testing emails, or you can enable less secure apps only temporarily to run this test and then revert back to the default.
Yet another alternative is to use a dedicated email service such as SendGrid, which allows you to send up to 100 emails per day on a free account. The SendGrid blog has a detailed tutorial on using the service in a Flask application.
Logging to a File
Receiving errors via email is nice, but sometimes this isn't enough. There are some failure conditions that do not end in a Python exception and are not a major problem, but they may still be interesting enough to save for debugging purposes. For this reason, I'm also going to maintain a log file for the application.
To enable a file based log another handler, this time of type RotatingFileHandler, needs to be attached to the application logger, in a similar way to the email handler.
app/__init__.py: Logging to a file
# ...
from logging.handlers import RotatingFileHandler
import os
# ...
if not app.debug:
# ...
if not os.path.exists('logs'):
os.mkdir('logs')
file_handler = RotatingFileHandler('logs/microblog.log', maxBytes=10240,
backupCount=10)
file_handler.setFormatter(logging.Formatter(
'%(asctime)s %(levelname)s: %(message)s [in %(pathname)s:%(lineno)d]'))
file_handler.setLevel(logging.INFO)
app.logger.addHandler(file_handler)
app.logger.setLevel(logging.INFO)
app.logger.info('Microblog startup')
I'm writing the log file with name microblog.log
in a logs directory, which I create if it doesn't already exist.
The RotatingFileHandler
class is nice because it rotates the logs, ensuring that the log files do not grow too large when the application runs for a long time. In this case I'm limiting the size of the log file to 10KB, and I'm keeping the last ten log files as backup.
The logging.Formatter
class provides custom formatting for the log messages. Since these messages are going to a file, I want them to have as much information as possible. So I'm using a format that includes the timestamp, the logging level, the message and the source file and line number from where the log entry originated.
To make the logging more useful, I'm also lowering the logging level to the INFO
category, both in the application logger and the file logger handler. In case you are not familiar with the logging categories, they are DEBUG
, INFO
, WARNING
, ERROR
and CRITICAL
in increasing order of severity.
As a first interesting use of the log file, the server writes a line to the logs each time it starts. When this application runs on a production server, these log entries will tell you when the server was restarted.
Fixing the Duplicate Username Bug
I have exploited the username duplication bug for too long. Now that I have showed you how to prepare the application to handle this type of errors, I can go ahead and fix it.
If you recall, the RegistrationForm
already implements validation for usernames, but the requirements of the edit form are slightly different. During registration, I need to make sure the username entered in the form does not exist in the database. On the edit profile form I have to do the same check, but with one exception. If the user leaves the original username untouched, then the validation should allow it, since that username is already assigned to that user. Below you can see how I implemented the username validation for this form:
app/forms.py: Validate username in edit profile form.
class EditProfileForm(FlaskForm):
username = StringField('Username', validators=[DataRequired()])
about_me = TextAreaField('About me', validators=[Length(min=0, max=140)])
submit = SubmitField('Submit')
def __init__(self, original_username, *args, **kwargs):
super(EditProfileForm, self).__init__(*args, **kwargs)
self.original_username = original_username
def validate_username(self, username):
if username.data != self.original_username:
user = User.query.filter_by(username=self.username.data).first()
if user is not None:
raise ValidationError('Please use a different username.')
The implementation is in a custom validation method, but there is an overloaded constructor that accepts the original username as an argument. This username is saved as an instance variable, and checked in the validate_username()
method. If the username entered in the form is the same as the original username, then there is no reason to check the database for duplicates.
To use this new validation method, I need to add the original username argument in the view function, where the form object is created:
app/routes.py: Validate username in edit profile form.
@app.route('/edit_profile', methods=['GET', 'POST'])
@login_required
def edit_profile():
form = EditProfileForm(current_user.username)
# ...
Now the bug is fixed and duplicates in the edit profile form will be prevented in most cases. This is not a perfect solution, because it may not work when two or more processes are accessing the database at the same time. In that situation, a race condition could cause the validation to pass, but a moment later when the rename is attempted the database was already changed by another process and cannot rename the user. This is somewhat unlikely except for very busy applications that have a lot of server processes, so I'm not going to worry about it for now.
At this point you can try to reproduce the error one more time to see how the new form validation method prevents it.
-
#276 canice said
I can't seem to find the root cause for the error that I'm seeing even after searching high and low. Is it possible to help?
(venv) canice22@canice22-H87-D3H:~/projects/microblog$ export MAIL_SERVER=localhost
(venv) canice22@canice22-H87-D3H:~/projects/microblog$ export MAIL_PORT=8025
(venv) canice22@canice22-H87-D3H:~/projects/microblog$ flask run
Traceback (most recent call last):
File "/home/canice22/projects/microblog/venv/bin/flask", line 8, in <module>
sys.exit(main())
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/flask/cli.py", line 1047, in main
cli.main()
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/click/core.py", line 1055, in main
rv = self.invoke(ctx)
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/click/core.py", line 1657, in invoke
return _process_result(sub_ctx.command.invoke(sub_ctx))
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/click/core.py", line 1404, in invoke
return ctx.invoke(self.callback, ctx.params)
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/click/core.py", line 760, in invoke
return __callback(*args, kwargs)
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/click/decorators.py", line 84, in new_func
return ctx.invoke(f, obj, args, kwargs)
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/click/core.py", line 760, in invoke
return __callback(args, kwargs)
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/flask/cli.py", line 911, in run_command
raise e from None
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/flask/cli.py", line 897, in run_command
app = info.load_app()
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/flask/cli.py", line 312, in load_app
app = locate_app(import_name, None, raise_if_not_found=False)
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/flask/cli.py", line 218, in locate_app
import(module_name)
File "/home/canice22/projects/microblog/app/init.py", line 21, in <module>
if app.config['MAIL_USERNAME'] or app.config['MAIL_PASSWORD']:
KeyError: 'MAIL_PASSWORD'
(venv) canice22@canice22-H87-D3H:~/projects/microblog$ flask run
Traceback (most recent call last):
File "/home/canice22/projects/microblog/venv/bin/flask", line 8, in <module>
sys.exit(main())
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/flask/cli.py", line 1047, in main
cli.main()
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/click/core.py", line 1055, in main
rv = self.invoke(ctx)
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/click/core.py", line 1657, in invoke
return _process_result(sub_ctx.command.invoke(sub_ctx))
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/click/core.py", line 1404, in invoke
return ctx.invoke(self.callback, ctx.params)
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/click/core.py", line 760, in invoke
return callback(args, kwargs)
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/click/decorators.py", line 84, in new_func
return ctx.invoke(f, obj, args, kwargs)
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/click/core.py", line 760, in invoke
return __callback(*args, kwargs)
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/flask/cli.py", line 911, in run_command
raise e from None
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/flask/cli.py", line 897, in run_command
app = info.load_app()
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/flask/cli.py", line 312, in load_app
app = locate_app(import_name, None, raise_if_not_found=False)
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/flask/cli.py", line 218, in locate_app
__import(module_name)
File "/home/canice22/projects/microblog/app/init.py", line 21, in <module>
if app.config['MAIL_USERNAME'] or app.config['MAIL_PASSWORD']:
KeyError: 'MAIL_PASSWORD'
(venv) canice22@canice22-H87-D3H:~/projects/microblog$ flask run
Traceback (most recent call last):
File "/home/canice22/projects/microblog/venv/bin/flask", line 8, in <module>
sys.exit(main())
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/flask/cli.py", line 1047, in main
cli.main()
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/click/core.py", line 1055, in main
rv = self.invoke(ctx)
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/click/core.py", line 1657, in invoke
return _process_result(sub_ctx.command.invoke(sub_ctx))
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/click/core.py", line 1404, in invoke
return ctx.invoke(self.callback, ctx.params)
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/click/core.py", line 760, in invoke
return __callback(*args, kwargs)
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/click/decorators.py", line 84, in new_func
return ctx.invoke(f, obj, args, kwargs)
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/click/core.py", line 760, in invoke
return __callback(args, **kwargs)
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/flask/cli.py", line 911, in run_command
raise e from None
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/flask/cli.py", line 897, in run_command
app = info.load_app()
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/flask/cli.py", line 312, in load_app
app = locate_app(import_name, None, raise_if_not_found=False)
File "/home/canice22/projects/microblog/venv/lib/python3.9/site-packages/flask/cli.py", line 218, in locate_app
import(module_name)
File "/home/canice22/projects/microblog/app/init.py", line 22, in <module>
if app.config['MAIL_USERNAME'] or app.config['MAIL_PASSWORD']:
KeyError: 'MAIL_PASSWORD' -
#277 Miguel Grinberg said
@canice: you are missing the
MAIL_PASSWORD
setting in your configuration. -
#278 theo said
I think I found another bug RE: username: the username is not case sensitive.
So I could have a user bob in the database and change my current user (Sally) to Bob.So, extrapolating here, we need to do another validation (both in the EditProfileForm and the RegistrationForm) where we check that the lowercase value of the username.data is not equal to lowercase value of User.query.filter_by(username=self.username.data).first()
How does that look like?
-
#279 Miguel Grinberg said
@theo: If you want to have case-insensitive username you can add an additional column to your users table that stores the lowercased username. Then you can validate that the username is unique by checking that its lowercase version does not exist in this new column.
-
#280 theo said
clever!
-
#281 Christine said
Hi Miguel! Love the tutorial. Peter mentioned a 500 error above - I get the same one when I do this chapter today. This is the error message that appears.
TypeError: init() missing 1 required positional argument: 'original_username'
-
#282 Miguel Grinberg said
@Christine: The error indicates that you are not passing the
original_username
argument when you create your form class. -
#283 Andrew said
Hey, really great tutorials, I'm learning so much!
One issue I'm having is that debug mode does not start even if I do
export FLASK_ENV=development
. I'm running on Ubuntu, python version 3.10. To get this running I needed to doflask run --debug
. Any thoughts on why that might be happening?Thanks!
-
#284 Miguel Grinberg said
@Andrew: Yes, the Flask developers do not have much interest in backwards compatibility and frequently deprecate and remove things. Try setting
export FLASK_DEBUG=1
to enable debug mode through the environment. This will be updated soon, I'm currently working on an update of several things that have changed.