How can I extend this SQL query to find the k nearest neighbors?

问题

I have a database full of two-dimensional data - points on a map. Each record has a field of the geometry type. What I need to be able to do is pass a point to a stored procedure which returns the k nearest points (k would also be passed to the sproc, but that's easy). I've found a query at http://blogs.msdn.com/isaac/archive/2008/10/23/nearest-neighbors.aspx which gets the single nearest neighbour, but I can't figure how to extend it to find the k nearest neighbours.

This is the current query - T is the table, g is the geometry field, @x is the point to search around, Numbers is a table with integers 1 to n:

DECLARE @start FLOAT = 1000; 
WITH NearestPoints AS
(
     SELECT TOP(1) WITH TIES *,  T.g.STDistance(@x) AS dist
     FROM Numbers JOIN T WITH(INDEX(spatial_index)) 
     ON T.g.STDistance(@x) < @start*POWER(2,Numbers.n)
     ORDER BY n
)
SELECT TOP(1) * FROM NearestPoints
ORDER BY n, dist

The inner query selects the nearest non-empty region and the outer query then selects the top result from that region; the outer query can easily be changed to (e.g.) SELECT TOP(20), but if the nearest region only contains one result, you're stuck with that.

I figure I probably need to recursively search for the first region containing k records, but without using a table variable (which would cause maintenance problems as you have to create the table structure and it's liable to change - there're lots of fields), I can't see how.

回答1:

What happens if you remove TOP (1) WITH TIES from the inner query, and set the outer query to return the top k rows?

I'd also be interested to know whether this amendment helps at all. It ought to be more efficient than using TOP:

DECLARE @start FLOAT = 1000
        ,@k INT = 20
        ,@p FLOAT = 2;

WITH NearestPoints AS
(
     SELECT *
            ,T.g.STDistance(@x) AS dist
            ,ROW_NUMBER() OVER (ORDER BY T.g.STDistance(@x)) AS rn
     FROM Numbers 
     JOIN T WITH(INDEX(spatial_index)) 
     ON   T.g.STDistance(@x) <  @start*POWER(@p,Numbers.n)
     AND (Numbers.n - 1 = 0 
          OR T.g.STDistance(@x) >= @start*POWER(@p,Numbers.n - 1)
         )
)
SELECT * 
FROM NearestPoints
WHERE rn <= @k;

NB - untested - I don't have access to SQL 2008 here.

回答2:

Quoted from Inside Microsoft® SQL Server® 2008: T-SQL Programming. Section 14.8.4.

The following query will return the 10 points of interest nearest to @input:

DECLARE @input GEOGRAPHY = 'POINT (-147 61)';
DECLARE @start FLOAT = 1000;
WITH NearestNeighbor AS(
  SELECT TOP 10 WITH TIES
    *, b.GEOG.STDistance(@input) AS dist
  FROM Nums n JOIN GeoNames b WITH(INDEX(geog_hhhh_16_sidx)) -- index hint
  ON b.GEOG.STDistance(@input) < @start*POWER(CAST(2 AS FLOAT),n.n)
  AND b.GEOG.STDistance(@input) >=
    CASE WHEN n = 1 THEN 0 ELSE @start*POWER(CAST(2 AS FLOAT),n.n-1) END
  WHERE n <= 20
  ORDER BY n
)
  SELECT TOP 10 geonameid, name, feature_code, admin1_code, dist
  FROM NearestNeighbor
  ORDER BY n, dist;

Note: Only part of this query’s WHERE clause is supported by the spatial index. However, the query optimizer correctly evaluates the supported part (the "<" comparison) using the index. This restricts the number of rows for which the ">=" part must be tested, and the query performs well. Changing the value of @start can sometimes speed up the query if it is slower than desired.

Listing 2-1. Creating and Populating Auxiliary Table of Numbers

SET NOCOUNT ON;
USE InsideTSQL2008;

IF OBJECT_ID('dbo.Nums', 'U') IS NOT NULL DROP TABLE dbo.Nums;

CREATE TABLE dbo.Nums(n INT NOT NULL PRIMARY KEY);
DECLARE @max AS INT, @rc AS INT;
SET @max = 1000000;
SET @rc = 1;

INSERT INTO Nums VALUES(1);
WHILE @rc * 2 <= @max
BEGIN
  INSERT INTO dbo.Nums SELECT n + @rc FROM dbo.Nums;
  SET @rc = @rc * 2;
END

INSERT INTO dbo.Nums
  SELECT n + @rc FROM dbo.Nums WHERE n + @rc <= @max;

来源：https://stackoverflow.com/questions/2522948/how-can-i-extend-this-sql-query-to-find-the-k-nearest-neighbors

标签

sql

sql-server-2008

geospatial

nearest-neighbor