Roaring Bitmaps for Redis
This project uses the CRoaring library to implement roaring bitmap commands for Redis. These commands can have the same performance as redis' native bitmaps for O(1) operations and be up to 8x faster for O(N) calls, according to microbenchmarks, while consuming less memory than their uncompressed counterparts (benchmark pending).
Pull requests are welcome.
- CRoaring (bitmap compression library used by this redis module)
- cmake (build tools needed for compiling the source code)
- redis (server needed for integration tests)
- hiredis (redis client library needed for performance tests)
$ git clone https://github.com/aviggiano/redis-roaring.git
$ cd redis-roaring/
$ configure.sh
$ cd dist
$ ./redis-server ./redis.conf
then you can open another terminal and use ./redis-cli
to connect to the redis server
It is also possible to run this project as a docker container:
docker build -t redis-roaring
docker run -p 6379:6379 redis-roaring:latest
Run the test.sh
script for unit tests, integration tests and performance tests.
The performance tests can take a while, since they run on a real dataset of integer values.
Currently the following operations are supported
R.SETBIT
(same as SETBIT)R.GETBIT
(same as GETBIT)R.BITOP
(same as BITOP)R.BITCOUNT
(same as BITCOUNT withoutstart
andend
parameters)R.BITPOS
(same as BITPOS withoutstart
andend
parameters)R.SETINTARRAY
(create a roaring bitmap from an integer array)R.GETINTARRAY
(get an integer array from a roaring bitmap)R.SETBITARRAY
(create a roaring bitmap from a bit array string)R.GETBITARRAY
(get a bit array string from a roaring bitmap)
R.APPENDINTARRAY
(append integers to a roaring bitmap)R.RANGEINTARRAY
(get an integer array from a roaring bitmap withstart
andend
, so can implements paging)R.SETRANGE
(set or append integer range to a roaring bitmap)R.SETFULL
(fill up a roaring bitmap in integer)R.STAT
(get statistical information of a roaring bitmap)R.OPTIMIZE
(optimize a roaring bitmap)
Missing commands:
R.BITFIELD
(same as BITFIELD)
$ redis-cli
# add numbers from 1 util 100 to test roaring bitmap
127.0.0.1:6379> R.SETRANGE test 1 100
# if the key `test` exists and is a roaring bitmap type, append these numbers
# if the key `test` does not exist, add to a new roaring bitmap
# get all the int numbers
127.0.0.1:6379> R.GETINTARRAY test
# fill up the roaring bitmap, then don't use `R.GETINTARRAY`
# because you need 2^32*4 bytes memory and a very long time
127.0.0.1:6379> R.SETFULL test
# but you can use `R.RANGEINTARRAY` to get numbers from 100 to 1000
127.0.0.1:6379> R.RANGEINTARRAY test 100 1000
# you can append numbers to an existing roaring bitmap
127.0.0.1:6379> R.APPENDINTARRAY test 111 222 3333 456 999999999 9999990
Tested using CRoaring's census1881
dataset on the travis build 427489820:
OP | TIME/OP (us) | ST.DEV. (us) |
---|---|---|
R.SETBIT | 31.89 | 28.49 |
SETBIT | 29.98 | 29.23 |
R.GETBIT | 29.91 | 14.60 |
GETBIT | 28.63 | 14.58 |
R.BITCOUNT | 32.13 | 0.10 |
BITCOUNT | 192.38 | 0.96 |
R.BITPOS | 70.27 | 0.14 |
BITPOS | 87.70 | 0.62 |
R.BITOP NOT | 156.66 | 3.15 |
BITOP NOT | 364.46 | 5.62 |
R.BITOP AND | 81.56 | 0.48 |
BITOP AND | 492.97 | 8.32 |
R.BITOP OR | 107.03 | 2.44 |
BITOP OR | 461.68 | 8.42 |
R.BITOP XOR | 69.07 | 2.82 |
BITOP XOR | 440.75 | 7.90 |