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16 changes: 8 additions & 8 deletions readme.md
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Expand Up @@ -4,15 +4,15 @@ Kickass-Redis - a loose framework of Redis based data solutions
This project aims to create a repository of useful python libraries built on top of redis (and using each other),
to automate data modeling with Redis.

##For discussion, help and contributing code - join the google group at https://groups.google.com/forum/#!forum/kickass-redis
## For discussion, help and contributing code - join the google group at https://groups.google.com/forum/#!forum/kickass-redis

Redis is relatively low level, and while it is simple to start using, getting a good knowledge of how to model problems
with it in an efficient way can be tricky. So I've created this project to wrap common use cases, into a loose framework
of redis based solutions for real world problems.

The project has started out as a bunch of code examples for a presentation I recently gave on [IL Tech Talks](http://www.iltechtalks.org.il/), that can be found here: http://www.slideshare.net/dvirsky/kicking-ass-with-redis

#Installation
# Installation

Option 1:

Expand All @@ -29,7 +29,7 @@ Option 2:
`sudo pip install kickass_redis`


#Components
# Components
----------

To kick things off, the framework includes the following components:
Expand All @@ -40,7 +40,7 @@ a fast yet simple ORM (well, OM actually) that automates creation, indexing and

Indexes include: simple string index, numeric index that supports sorting and ranges, simplistic full text index, and a unique key.

###Example:
### Example:

```python
from kickass_redis.patterns.object_store.objects import IndexedObject, KeySpec
Expand Down Expand Up @@ -87,7 +87,7 @@ efficient unique value counter (to be used mostly as a unique users counter) wit

It makes use of new redis-2.6 commands BITCOUNT and BITOP, so it will not function on redis-2.4.

###Example:
### Example:

```python
from kickass_redis.patterns.bitmap_counter import BitmapCounter
Expand All @@ -109,7 +109,7 @@ print counter.cohortAnalysis(week, counter.RES_DAY)
print counter.funnelAnalysis(week, counter.RES_DAY)
```

###New:
### New:
It now also supports mapping of non sequential or non numeric ids to incemental ids, that makes it memory optimized.


Expand Down Expand Up @@ -164,7 +164,7 @@ A unit-test like set of assertions about redis data to be used to validate the d
* redis-py
* [pyhash package](https://code.google.com/p/pyfasthash/)

###Example:
### Example:

```python

Expand Down Expand Up @@ -209,7 +209,7 @@ test.run()

# Feel free to contribute more recipes...

#Project TODO:
# Project TODO:

1. Add unit tests for all objects

Expand Down