I just released bitmapist (GitHub) – a powerful realtime analytics library that can help you answer following questions: Has user 123 been online today? This week? This month? Has user 123 performed action “X”? How many users have been act
I just released bitmapist (GitHub) – a powerful realtime analytics library that can help you answer following questions:
- Has user 123 been online today? This week? This month?
- Has user 123 performed action “X”?
- How many users have been active have this month? This hour?
- How many unique users have performed action “X” this week?
- How many本文来源gao@daima#com搞(%代@#码@网& % of users that were active last week are still active?
- How many % of users that were active last month are still active this month?
This library is very easy to use and enables you to create your own reports easily.
Using Redis bitmaps you can store events for millions of users in a very little amount of memory (megabytes). You should be careful about using huge ids (e.g. 2^32 or bigger) as this could require larger amounts of memory.
If you want to read more about bitmaps please read following:
- Fast, easy, realtime metrics using Redis bitmaps
- Redis setbit
- Wikipedia: Bit Array
- Crashlytics on Redis Analytics
Requires Redis 2.6+ and newest version of redis-py.
Installation
sudo pip install bitmapist
Examples
Setting things up:
from datetime import datetime, timedeltafrom bitmapist import setup_redis, delete_all_events, mark_event,\ MonthEvents, WeekEvents, DayEvents, HourEvents,\ BitOpAnd, BitOpOrnow = datetime.utcnow()last_month = datetime.utcnow() - timedelta(days=30)
Mark user 123 as active and has played a song:
mark_event('active', 123)mark_event('song:played', 123)
Answer if user 123 has been active this month:
assert 123 in MonthEvents('active', now.year, now.month)assert 123 in MonthEvents('song:played', now.year, now.month)
How many users have been active this week?
print len(WeekEvents('active', now.year, now.isocalendar()[1]))
Perform bit operations. How many users that have been active last month are still active this month?
active_2_months = BitOpAnd( MonthEvents('active', last_month.year, last_month.month), MonthEvents('active', now.year, now.month))print len(active_2_months)# Is 123 active for 2 months?assert 123 in active_2_months
Work with nested bit operations (imagine what you can do with this ;-))!
active_2_months = BitOpAnd( BitOpAnd( MonthEvents('active', last_month.year, last_month.month), MonthEvents('active', now.year, now.month) ), MonthEvents('active', now.year, now.month))print len(active_2_months)assert 123 in active_2_months
原文地址：bitmapist: Powerful realtime analytics with Redis , 感谢原作者分享。
转载请注明原文链接：bitmapist: Powerful realtime analytics with Redis
