Posted: March 23rd, 2010 | Author:
| Filed under: , , ,
in our series on
we talked about how to get started and the basics of the simple data structures that are available in redis. The simple structures are good for basic operations like storing strings and keeping counters but, using it for anything more complex requires relating one set of data to another. At first glance this is a bit of a problem since redis by design is a flat dictionary with no relations but, with a bit of application code and adherence to some mental programming standards you can build some quite complex applications using redis.
We hinted at this style of structure in the first article when we got to talking about sets with our
like example of story voting.
r_server.sadd(&story:5419:upvotes&, &userid:9102&)
Here we have a set in a redis called “story:5419:upvotes” and every element stored in the set is called “userid:xxxx”. This is an example of a basic relation.
Let’s make this example simpler and go with the concept of username / password storage for a website. Instead of using MySQL to store this information we will use redis.
Relations in a NoSQL world
We have to cheat in redis’s flat name space to make relations in our data. Redis isn’t going to be aware of these relations and unlike RDBMS (like MySQL), redis does nothing to help us out. No index’s, no nifty SQL syntax with WHERE or JOIN to do the work for us. We have to handle all of the relational logic in application code, which in turn means you (the developers) have to do extra documentation explaining just how everything fits together in redis or you are going to lose your data. The benefit you though is raw speed and flexibility during development. Don’t like the constraints one data model is giving you? Start
no need to alter a DB schema or change a DB redis doesn’t care.
Our requirements
Users have a username
Usernames have a password in a one-to-one fashion
We must be able to create a user and assign a password
Users must be able to login (check username against password)
We must be able to delete a username and their associated password
Designing our redis namespace
This the format of the description of the redis namespace we’ll be using
[key] – {datatype} – (example values)
We also will use the notation *variable* to denote that in a key name is a variable relating to something else.
[users] – {set} – (“adam”, “bob”, “carol”)
[user:*username*:fullname] – {string} – (“Adam Smith”, “Bob Barker”, “Carol Burnett”)
[user:*username*:password] – {string} – (md5 hash password, no example)
That’s it. As long as we stick with this design pattern here we can keep track of all of the users in our system and handle logins.
Creating a new user
r = redis.Redis(&localhost&)
from hashlib import md5
def add_user(username, fullname, password):
if r.sadd(&users&, username):
r.set(&user:%s:fullname& % username, fullname)
r.set(&user:%s:password& % username, md5(password).hexdigest() )
return True
return False
We’ve created a function called add_user where we are taking in a username, the full name of the user, and password and will return True if we successfully create a new user and False if we don’t. Remember the redis command SADD (Set Add) returns False if the object already exists in the set, so if a user with that username already exists, we can’t create a new user so we return F otherwise we add it to the set and then we set the associated keys “fullname” and “password” to the appropriate vaues. Hashing the password with a md5 hash since we never store passwords anywhere in plain text.
Let’s take a look at what this looks like being called.
&&& add_user(&bob&, &Bob Barker&, &priceisright&)
&&& add_user(&bob&, &Bob Barker&, &priceisright&)
The first time we try to add the username “bob” we succeed but, the second time it fails since there is already a user with that username. Let’s look at the data stored in redis.
&&& r.smembers(&users&)
set(['bob'])
&&& r.get(&user:bob:fullname&)
'Bob Barker'
&&& r.get(&user:bob:password&)
'543f24fdc95f4e3f52fc7a4f2166167e'
We see our key “user” that has a set stored with only one element, our username “bob”. And now we have our related keys “user:*username*:fullname” and “user:*username*:password” which in practice are “user:bob:fullname” and “user:bob:password”. As long as we stick to the naming convention we should always know where everything is!
Let’s go ahead and create a few more users just for good measure
&&& add_user(&adam&, &Adam Smith&, &wealthofnations&)
&&& add_user(&carol&, &Carol Burnett&, &eartug&)
&&& r.smembers(&users&)
set(['carol', 'bob', 'adam'])
Logging a user in
Now that we have created our relational data store in redis and have a few users in there, lets try to log one in.
def authenticate_user(username, password):
#if username in r.smembers(&users&):
if r.sismember(&user&, username):
passhash = md5(password).hexdigest()
if passhash == r.get(&user:%s:password& % username):
return True
return False
return False
First thing we do is check to see if the username is n the set of all of the elements in the key “users” using the method sismember (set – is a member). If the username isn’t there we are going to return False since, that user doesn’t even exist. If the user does exist, I take a hash of their submitted password just like we did when we added the user, then we fetch that password from the related key and see if they are the same, if they are, we return True!
Let’s take a look at this in action
&&& authenticate_user(&ghost&, &idontexist!&)
&&& authenticate_user(&adam&, &keynes&)
&&& authenticate_user(&adam&, &wealthofnations&)
&&& authenticate_user(&bob&, &priceisright&)
So we can see here, a user that doesn’t exist is not authenticated. A user that does exist but, has the wrong password is denied. Given the right username and the right password a user gets in!. And just to show we can handle multiple users like a proper relational system should “bob” authenticates properly as well
Deleting a user
Eventually we are going to need to delete a user from our system and that is as easy everything else we have done as long as we stick to the same namespace we laid out before
def delete_user(username):
if username in r.smembers(&users&):
r.srem(&users&, username)
r.delete(&user:%s:fullname& % username)
r.delete(&user:%s:password& % username)
return True
return False
Again the first thing we do is check that the user exists first, since if they don’t no need to do everything else. After we know the user exists, we remove them from the set of “users” then remove their related fullname and password keys. Let’s check this out in action
&&& authenticate_user(&adam&, &wealthofnations&)
&&& delete_user(&adam&)
&&& authenticate_user(&adam&, &wealthofnations&)
&&& delete_user(&adam&)
&&& r.smembers(&users&)
set(['bob', 'carol'])
We can authenticate the user “adam” properly. Then we delete him, and now he can’t authenticate any more. If we try to delete him again we see that we can’t since he doesn’t exist.
Wrapping Up
We can make very complex relational data structures in redis as long as we document and properly use the name space. Keep everything as simple and as straight forward as possible and document everything throughly. Also make sure all your actions on redis can be keep as modular as possible by wrapping them in functions or classes, just like in this example. Then if for some reason you need to alter your “schema” you only have one place to change it in your application.
This is an example and is not a secure method for handling user submitted data and does no sanitization or sanity checks on the information. I am aware of this but, this post was not designed to be a comprehensive analysis of AAA methods just a quick example of how to do basic relations in a key-value store.
&said at 8:37 am on March 24th, 2010:
[...] just yesterday we posted a tutorial on how to use redis to store relational despite relations not being supported. Soon after we published the documentation on the new redis hash type went online. Now hashes by [...]
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Ben Onono - Fallen Hero [Motor City Drum Ensemble Remix] (7:37)16. Noriel Vilela - 16 Toneladas (Sixteen Tons) (2:08)17. Guts - Brand New Revolution (4:44)18. Jupiter - One O Six (3:11)19. Abigoba Feat. Erik Truffaz - What Is The Link (3:41)D2 - Compost Records Selection01. Joash Feat. Replife - Mission (4:45)02. Marbert Rocel - 'Cause Of Lovin (4:24)03. Rainer Trueby - Welcome To Our World (4:38)04. TJ Kong & Nuno Dos Santos Feat. Nicolette - Something Happened [Pitto Vocal Remix] (5:07)05. El Freakadell - I Got You [Mudegg's Mammuth Disco Remix] (5:36)06. Pitchben - Stand Up [Runaway Remix] (5:06)07. Pitchben - Keep Giving Me Love (5:52)08. Phreek Plus One Feat. Mr. White - Passion [Original Version] (5:31)09. Show-B & Thomas Herb - Paradisus [Main Mix] (5:11)10. Rey & Kjavik - Face It (6:11)11. John Gazoo - Midnight Runner [John Gazoo's Second Version] (5:52)12. Marsmobil - Patience [Reprise Long Version] (5:57)13. Marbert Rocel - Let's Take Off (4:48)14. Robert Owens - Hearts & Soul [Christo Disco Rinse Remix] (5:10)15. Joash Feat Andy Herbertson - The Simple Things [Matthias Vogt Remix] (5:05)Vol.15 (2CD) 201301. Morning in Japan - Fakear02. Like You Never - Ty03. Let Me Be - Harleighblu04. First Kiss - Dragon Suplex05. Fade Out Lines - The Avener06. Never Gonna Reach Me (Hot Toddy Mix) - Crazy P07. Can You Handle It (Teenage Mutants Remix) - Ryan Dupree08. Gremlins (feat. Asm) - La fine equipe09. Give You Up (feat. KLP) [Darius Remix] - Crayon10. Hwmym - Rey & Kjavik11. My Sister - Weiss12. Last of our Kind (feat. Oh Land) [Michael Garcon Remix] - Yuksek13. Uitzicht - Bakermat14. Windows of the world (feat. Pheel Balliana) [Chris Coco Remix] - Bart & Baker15. Sonnentanz (Sascha Braemer Remix) - Klangkarussell16. Heart & Soul - Liquid Phonk17. Tough Love (Pablo Nouvelle Remix) - Sailor & I18. You Wish - Nightmares On Wax19. The Parisian Lifestyle Soundtrack (Full Mix) - Azincourt & Landser20. Vendendo Saude & Fe (Mixed By Thievery Corporation) - Ocote Soul Sounds & Adrian Quesada21. Democrazy (Mixed By Thievery Corporation) - Congo Sanchez22. Tamarindo (Mixed By Thievery Corporation) - Ocote Soul Sounds23. El pueblo unido (Jeremy Sole feat. Quantic Remix) [Mixed By Thievery Corporation] - Thievery Corporation24. Road to Benares (Bombay Dub Orchestra Remix) [Mixed By Thievery Corporation] - Thunderball25. Corazon (Ursula 1000 Remix) [Mixed By Thievery Corporation] - Federico Aubele26. Oblivion (Make Remix) [Mixed By Thievery Corporation] - Ancient Astronauts27. A Dub for Mali (Mixed By Thievery Corporation) - Afrolicious28. Diablo (Sabos Moombahton Remix) [Mixed By Thievery Corporation] - Novalima29. Bade Malou (Second Sky & Thomas Blondet Remix) [Mixed By Thievery Corporation] - Afrolicious30. Experience Belly Disco (Beat Fanatic Remix) [Mixed By Thievery Corporation] - Karminsky31. La Reja (Nickodemus Remix) [Mixed By Thievery Corporation] - Ocote Soul Sounds & Adrian Quesada32. Vampires (feat. Femi Kuti) [Afrolicious and Rob Garza Remix] [Mixed By Thievery Corporation] - Thievery Corporation33. The Love Feeling (Christian Prommer Remix) [Mixed By Thievery Corporation] - Nickodemus34. Thievery Corporation (Full Continuous Mix) - Thievery CorporationVol.16 (2CD) 201401. Want It Back (feat. Patrice & School Voices NYC) - Guts02. Easy Ain't Nothing (Smoove Remix) - Ephemerals03. Sun Models (feat. Madelyn Grant) - ODESZA04. Talkin - La fine équipe05. We Are Coming (Max Graef Remix) - Mr. Scruff06. Teacups - Sorceress07. Represent Heart - fARhOt08. Ongoing Thing (feat. Oddisee) - 20syl09. Headache (feat. Cath Coffey) - Terranova10. Kisses (Synapson Remix) - CatCat11. Whenever (James Curd Remix) - Hotlane12. Miss You - Mura Masa13. Try Me (feat. Ego Ella May) - Iamnobodi14. Two Arms Around You (feat. O'Kobbo) - Fakear15. What Can I Do for You ? (Nicola Conte Remix Full Length Version) [feat. Pheel Balliana] - Bart & Baker16. Can It Be Done (Sascha Braemer Remix) [feat. Adriano Prestel] - Christian Prommer17. Prayer In C - Lilly Wood & The Prick18. The Parisian Lifestyle Soundtrack (Full Mix) - Saint-Germain-Des-Prés Café19. Barfuss Auf Wolken - Klangkuenstler20. My Heart Is on Fire (feat. Lil Magdalene) - Niko Schwind21. State Of Mind (feat. Lorenzo Hall) - Klangkuenstler22. Krambambuli - Animal Trainer23. Something Says - Jan Blomqvist24. People - Sascha Braemer & Dan Caster25. Always Like This (Andhim Remix) - HVOB26. Lion (Stimming Remix) - HVOB27. Sunqueen (Proud Remix) - Benotmane28. Animal Instincts (feat. Jake the Rapper) - Sascha Braemer29. Sweet Nothings (Ryan Dupree Remix) - Dapayk & Padberg30. The Faith - Klangkuenstler31. Caje (Album Edit) [feat. Narra] - Nicone & Sascha Braemer32. Stil Vor Talent (Full Continuous Mix) - KlangkuenstlerDOWNLOAD:Buy Premium To Support Me & Get Resumable Support & Max SpeedUploaded.net:Rapidgator.net:Turbobit.net:Links are Interchangeable - No Password
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