How to get search results with accurate relevance
I have revisited this problem many times, and I have never really found a proper answer.
Is it possible to perform a MySQL search which returns ACTUAL accurately sorted results by relevancy?
I am trying to create an ajax search form which makes suggestions as the user types into an input field, and have found no decent solution to this using only pure MySQL queries. I know there are search servers available such as ElasticSearch, I want to know how to do it with a raw MySQL query only.
I have a table of school subjects. There are less than 1200 rows and this will never change. Let's perform a basic FULLTEXT search where the user starts typing "Bio".
Query ("Bio...") - FULLTEXT BOOLEAN MODE
SELECT name, MATCH(name) AGAINST('bio*' IN BOOLEAN MODE) AS relevance
FROM subjects
WHERE MATCH(name) AGAINST('bio*' IN BOOLEAN MODE)
ORDER BY relevance DESC
LIMIT 10
Results
name | relevance
--------------------------------------------------------
Biomechanics, Biomaterials and Prosthetics | 1
Applied Biology | 1
Behavioural Biology | 1
Cell Biology | 1
Applied Cell Biology | 1
Developmental/Reproductive Biology | 1
Developmental Biology | 1
Reproductive Biology | 1
Environmental Biology | 1
Marine/Freshwater Biology | 1
To show how bad these results are, here is a comparison with a simple LIKE
query which shows all the more relevant results which weren't shown:
Query ("Bio...") - LIKE
SELECT id, name
WHERE name LIKE 'bio%'
ORDER BY name
Results
name | relevance
--------------------------------------------------------
Bio-organic Chemistry | 1
Biochemical Engineering | 1
Biodiversity | 1
Bioengineering | 1
Biogeography | 1
Biological Chemistry | 1
Biological Sciences | 1
Biology | 1
Biomechanics, Biomaterials and Prosthetics | 1
Biometry | 1
And already you see how many subjects are not suggested, even though these are more likely what the user will be looking for.
The problem with using LIKE
however, is how to search across multiple words and in the middle of words like FULLTEXT
does.
The basic ordering I would want to implement is something like:
So my question is, how does one go about getting a sensibly sorted list of suggestions for the user with a MySQL search across multiple words?
You could use string functions, such as:
select id, name
from subjects
where name like concat('%', @search, '%')
order by
name like concat(@search, '%') desc,
ifnull(nullif(instr(name, concat(' ', @search)), 0), 99999),
ifnull(nullif(instr(name, @search), 0), 99999),
name;
This gets you all entries containing @search. First those that have it at the beginning, then those that have it after a blank, then by the position of the occurrence, then alphabetical.
name like concat(@search, '%') desc
uses MySQL's boolean logic by the way. 1 = true, 0 = false, so ordering this descending gives you true first.
SQL fiddle: http://sqlfiddle.com/#!9/c6321a/1
For others landing here (like I did): in my experience, for best results you can use a conditional depending on the number of search words. If there is only one word use LIKE '%word%', otherwise use boolean full-text searches, like this:
if(sizeof($keywords) > 1){
$query = "SELECT *,
MATCH (col1) AGAINST ('+word1* +word2*' IN BOOLEAN MODE)
AS relevance1,
MATCH (col2) AGAINST ('+word1* +word2*' IN BOOLEAN MODE)
AS relevance2
FROM table1 c
LEFT JOIN table2 p ON p.id = c.id
WHERE MATCH(col1, col2)
AGAINST ('+word1* +word2*' IN BOOLEAN MODE)
HAVING (relevance1 + relevance2) > 0
ORDER BY relevance1 DESC;";
$execute_query = $this->conn->prepare($query);
}else{
$query = "SELECT * FROM table1_description c
LEFT JOIN table2 p ON p.product_id = c.product_id
WHERE colum1 LIKE ? AND column2 LIKE ?;";
// sanitize
$execute_query = $this->conn->prepare($query);
$word=htmlspecialchars(strip_tags($keywords[0]));
$word = "%{$word}%";
$execute_query->bindParam(1, $word);
$execute_query->bindParam(2, $word);
}
I tried this based on your described ordering.
SET @src := 'bio';
SELECT name,
name LIKE (CONCAT(@src,'%')),
LEFT(SUBSTRING_INDEX(SUBSTRING_INDEX(name,' ',2),' ',-1),LENGTH(@src)) = @src,
name LIKE (CONCAT('%',@src,'%'))
FROM subjects
ORDER BY name LIKE (CONCAT(@src,'%')) DESC,
LEFT(SUBSTRING_INDEX(SUBSTRING_INDEX(name,' ',2),' ',-1),LENGTH(@src)) = @src DESC,
name LIKE (CONCAT('%',@src,'%')) DESC,
name
http://sqlfiddle.com/#!9/6bffa/1
I thought maybe you might even want to include the number of occurences of @src too Count the number of occurrences of a string in a VARCHAR field?
链接地址: http://www.djcxy.com/p/75310.html下一篇: 如何获得准确相关的搜索结果