I'm looking for a fast way to calculate the hamming weight/population count/"the number of 1 bits" of a BINARY(1024) field. MySQL has a BIT_COUNT function that does something like that. I couldn't find a similar function in开发者_StackOverflow T-SQL?
Or would you suggest storing the binary data in a field of another type?
If you don't know what I'm talking about, here's a Wikipedia article about the hamming weight.
You could use a helper table with precalculated Hamming weights for small numbers, like bytes, then split the value accordingly, join to the helper table and get the sum of partial Hamming weights as the value's Hamming weight:
-- define Hamming weight helper table
DECLARE @hwtally TABLE (byte tinyint, hw int);
INSERT INTO @hwtally (byte, hw) VALUES (0, 0);
INSERT INTO @hwtally (byte, hw) SELECT 1 - byte, 1 - hw FROM @hwtally;
INSERT INTO @hwtally (byte, hw) SELECT 3 - byte, 2 - hw FROM @hwtally;
INSERT INTO @hwtally (byte, hw) SELECT 7 - byte, 3 - hw FROM @hwtally;
INSERT INTO @hwtally (byte, hw) SELECT 15 - byte, 4 - hw FROM @hwtally;
INSERT INTO @hwtally (byte, hw) SELECT 31 - byte, 5 - hw FROM @hwtally;
INSERT INTO @hwtally (byte, hw) SELECT 63 - byte, 6 - hw FROM @hwtally;
INSERT INTO @hwtally (byte, hw) SELECT 127 - byte, 7 - hw FROM @hwtally;
INSERT INTO @hwtally (byte, hw) SELECT 255 - byte, 8 - hw FROM @hwtally;
-- calculate
WITH split AS (
SELECT SUBSTRING(@value, number, 1) AS byte
FROM master.dbo.spt_values
WHERE type = 'P' AND number BETWEEN 1 AND LEN(@value)
)
SELECT
Value = @value,
HammingWeight = SUM(t.hw)
FROM split s
INNER JOIN @hwtally t ON s.byte = t.byte
When you are playing with smaller value (something like 16 bit max), The most efficient way to do it with SQL Server is using an Table with all result calculated and using a join.
I have speed up a query from 30 sec to 0 sec by doing this kind of thing on a query which should calculate Hamming Weight of a 4 bit value on 17'000 rows .
WITH HammingWeightHelper AS (
SELECT x, Fx
FROM (VALUES(0,0),(1,1),(2,1),(3,2),
(4,1),(5,2),(6,2),(7,3),
(8,1),(9,2),(10,2),(11,3),
(12,2),(13,3),(14,3),(15,4)) AS HammingWeight(x, Fx)
)
SELECT HammingWeight.Fx As HammingWeight, SomeTable.Value As bitField
FROM SomeTable INNER JOIN
HammingWeightHelper ON HammingWeightHelper.x = SomeTable.Value
Of course it is an ugly solution and it probably won't suit well for long bit field.
SQL Server, as of SQL Server 2022 CTP 2.1, supports BIT_COUNT(). The documentation is here.
Didn't find anything specifically about hamming weight, but here's one for hamming distance:
create function HamDist(@value1 char(8000), @value2 char(8000))
returns int
as
begin
declare @distance int
declare @i int
declare @len int
select @distance = 0,
@i =1,
@len = case when len(@value1) > len(@value2)
then len(@value1)
else len(@value2) end
if (@value1 is null) or (@value2 is null)
return null
while (@i <= @len)
select @distance = @distance +
case when substring(@value1,@i,1) != substring(@value2,@i,1)
then 1
else 0 end,
@i = @i +1
return @distance
end
This computes the hamming distance between two values. The hamming weight of a single value would be the hamming distance between that value and an array of zero-values.
I couldn't find a good way to do it. In the end I calculated the hamming weight in Java and periodically update the bit counts in the database.
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