国产av日韩一区二区三区精品,成人性爱视频在线观看,国产,欧美,日韩,一区,www.成色av久久成人,2222eeee成人天堂

Home Database Mysql Tutorial How can I optimize Levenshtein distance calculations between a PHP application and a MySQL database?

How can I optimize Levenshtein distance calculations between a PHP application and a MySQL database?

Dec 05, 2024 pm 03:34 PM

How can I optimize Levenshtein distance calculations between a PHP application and a MySQL database?

Levenshtein in MySQL and PHP: An Optimized Approach

In the original code snippet, the Levenshtein distance is calculated between a given word and each term from the database using the levenshtein function in PHP. However, this approach involves multiple database queries, which can be inefficient for large datasets. A more efficient solution is to leverage the Levenshtein distance as a filter within the database query itself.

To achieve this, you need a Levenshtein function implemented in MySQL. For example, you can consider the following custom function:

DELIMITER $$
CREATE FUNCTION levenshtein(s1 VARCHAR(255), s2 VARCHAR(255)) RETURNS INT
BEGIN
DECLARE len1 INT DEFAULT LENGTH(s1);
DECLARE len2 INT DEFAULT LENGTH(s2);
DECLARE i, j, cost, d INT DEFAULT 0;

DECLARE sp VARCHAR(255);

IF len1 = 0 THEN
    RETURN len2;
ELSEIF len2 = 0 THEN
    RETURN len1;
ELSE
    SET sp = REPEAT(' ', len1);
    FOR i = 1 TO len1 DO
        SET sp = CONCAT(sp, i);
    END FOR;
    SET sp = CONCAT(sp, CHAR(10));
    FOR j = 1 TO len2 DO
        SET sp = CONCAT(sp, j, CHAR(10));
        SET cost = j;
        FOR i = 1 TO len1 DO
            IF s1 SUBSTRING(i, 1) = s2 SUBSTRING(j, 1) THEN
                SET d = 0;
            ELSE
                SET d = 1;
            END IF;
            SET cost = LEAST(
                cost + 1,
                i + 1 + 1,
                j + d + 1
            );
            SET sp = CONCAT(sp, cost);
        END FOR;
    END FOR;
    SET sp = CONCAT(sp, CHAR(10));
    RETURN SUBSTRING_INDEX(sp, CHAR(10), -1) - len1 - 1;
END IF;
END$$
DELIMITER ;

Once the Levenshtein function is defined in MySQL, you can modify your query as follows:

$word = mysql_real_escape_string($word);
mysql_qery("SELECT `term` FROM `words` WHERE levenshtein('$word', `term`) BETWEEN 0 AND 4");

This query will return all terms from the words table that have a Levenshtein distance between 0 and 4 to the specified word. By avoiding multiple PHP loops and relying on the database's built-in function, you can achieve significant performance improvements, especially for large datasets.

The above is the detailed content of How can I optimize Levenshtein distance calculations between a PHP application and a MySQL database?. For more information, please follow other related articles on the PHP Chinese website!

Statement of this Website
The content of this article is voluntarily contributed by netizens, and the copyright belongs to the original author. This site does not assume corresponding legal responsibility. If you find any content suspected of plagiarism or infringement, please contact admin@php.cn

Hot AI Tools

Undress AI Tool

Undress AI Tool

Undress images for free

Undresser.AI Undress

Undresser.AI Undress

AI-powered app for creating realistic nude photos

AI Clothes Remover

AI Clothes Remover

Online AI tool for removing clothes from photos.

Clothoff.io

Clothoff.io

AI clothes remover

Video Face Swap

Video Face Swap

Swap faces in any video effortlessly with our completely free AI face swap tool!

Hot Tools

Notepad++7.3.1

Notepad++7.3.1

Easy-to-use and free code editor

SublimeText3 Chinese version

SublimeText3 Chinese version

Chinese version, very easy to use

Zend Studio 13.0.1

Zend Studio 13.0.1

Powerful PHP integrated development environment

Dreamweaver CS6

Dreamweaver CS6

Visual web development tools

SublimeText3 Mac version

SublimeText3 Mac version

God-level code editing software (SublimeText3)

What is GTID (Global Transaction Identifier) and what are its advantages? What is GTID (Global Transaction Identifier) and what are its advantages? Jun 19, 2025 am 01:03 AM

GTID (Global Transaction Identifier) ??solves the complexity of replication and failover in MySQL databases by assigning a unique identity to each transaction. 1. It simplifies replication management, automatically handles log files and locations, allowing slave servers to request transactions based on the last executed GTID. 2. Ensure consistency across servers, ensure that each transaction is applied only once on each server, and avoid data inconsistency. 3. Improve troubleshooting efficiency. GTID includes server UUID and serial number, which is convenient for tracking transaction flow and accurately locate problems. These three core advantages make MySQL replication more robust and easy to manage, significantly improving system reliability and data integrity.

What is a typical process for MySQL master failover? What is a typical process for MySQL master failover? Jun 19, 2025 am 01:06 AM

MySQL main library failover mainly includes four steps. 1. Fault detection: Regularly check the main library process, connection status and simple query to determine whether it is downtime, set up a retry mechanism to avoid misjudgment, and can use tools such as MHA, Orchestrator or Keepalived to assist in detection; 2. Select the new main library: select the most suitable slave library to replace it according to the data synchronization progress (Seconds_Behind_Master), binlog data integrity, network delay and load conditions, and perform data compensation or manual intervention if necessary; 3. Switch topology: Point other slave libraries to the new master library, execute RESETMASTER or enable GTID, update the VIP, DNS or proxy configuration to

How to connect to a MySQL database using the command line? How to connect to a MySQL database using the command line? Jun 19, 2025 am 01:05 AM

The steps to connect to the MySQL database are as follows: 1. Use the basic command format mysql-u username-p-h host address to connect, enter the username and password to log in; 2. If you need to directly enter the specified database, you can add the database name after the command, such as mysql-uroot-pmyproject; 3. If the port is not the default 3306, you need to add the -P parameter to specify the port number, such as mysql-uroot-p-h192.168.1.100-P3307; In addition, if you encounter a password error, you can re-enter it. If the connection fails, check the network, firewall or permission settings. If the client is missing, you can install mysql-client on Linux through the package manager. Master these commands

Why do indexes improve MySQL query speed? Why do indexes improve MySQL query speed? Jun 19, 2025 am 01:05 AM

IndexesinMySQLimprovequeryspeedbyenablingfasterdataretrieval.1.Theyreducedatascanned,allowingMySQLtoquicklylocaterelevantrowsinWHEREorORDERBYclauses,especiallyimportantforlargeorfrequentlyqueriedtables.2.Theyspeedupjoinsandsorting,makingJOINoperation

Why is InnoDB the recommended storage engine now? Why is InnoDB the recommended storage engine now? Jun 17, 2025 am 09:18 AM

InnoDB is MySQL's default storage engine because it outperforms other engines such as MyISAM in terms of reliability, concurrency performance and crash recovery. 1. It supports transaction processing, follows ACID principles, ensures data integrity, and is suitable for key data scenarios such as financial records or user accounts; 2. It adopts row-level locks instead of table-level locks to improve performance and throughput in high concurrent write environments; 3. It has a crash recovery mechanism and automatic repair function, and supports foreign key constraints to ensure data consistency and reference integrity, and prevent isolated records and data inconsistencies.

What are the transaction isolation levels in MySQL, and which is the default? What are the transaction isolation levels in MySQL, and which is the default? Jun 23, 2025 pm 03:05 PM

MySQL's default transaction isolation level is RepeatableRead, which prevents dirty reads and non-repeatable reads through MVCC and gap locks, and avoids phantom reading in most cases; other major levels include read uncommitted (ReadUncommitted), allowing dirty reads but the fastest performance, 1. Read Committed (ReadCommitted) ensures that the submitted data is read but may encounter non-repeatable reads and phantom readings, 2. RepeatableRead default level ensures that multiple reads within the transaction are consistent, 3. Serialization (Serializable) the highest level, prevents other transactions from modifying data through locks, ensuring data integrity but sacrificing performance;

What are the ACID properties of a MySQL transaction? What are the ACID properties of a MySQL transaction? Jun 20, 2025 am 01:06 AM

MySQL transactions follow ACID characteristics to ensure the reliability and consistency of database transactions. First, atomicity ensures that transactions are executed as an indivisible whole, either all succeed or all fail to roll back. For example, withdrawals and deposits must be completed or not occur at the same time in the transfer operation; second, consistency ensures that transactions transition the database from one valid state to another, and maintains the correct data logic through mechanisms such as constraints and triggers; third, isolation controls the visibility of multiple transactions when concurrent execution, prevents dirty reading, non-repeatable reading and fantasy reading. MySQL supports ReadUncommitted and ReadCommi.

How to add the MySQL bin directory to the system PATH How to add the MySQL bin directory to the system PATH Jul 01, 2025 am 01:39 AM

To add MySQL's bin directory to the system PATH, it needs to be configured according to the different operating systems. 1. Windows system: Find the bin folder in the MySQL installation directory (the default path is usually C:\ProgramFiles\MySQL\MySQLServerX.X\bin), right-click "This Computer" → "Properties" → "Advanced System Settings" → "Environment Variables", select Path in "System Variables" and edit it, add the MySQLbin path, save it and restart the command prompt and enter mysql--version verification; 2.macOS and Linux systems: Bash users edit ~/.bashrc or ~/.bash_

See all articles