目录
Related MicroZone Resources
首页 数据库 mysql教程 Using UDFs for Geo-Distance Search in MySQL_MySQL

Using UDFs for Geo-Distance Search in MySQL_MySQL

Jun 01, 2016 pm 01:07 PM

06.25.2014 | 8 views |

Proven in Production: Clustrix Case Studies

INFOGRAPHIC: The Future of the Database

Clustrix Whitepapers

What We Offer: Clustrix Features

Like this piece? Share it with your friends:

| More

Originally written by Alexander Rubin

In my previous post about geo-spatial search in MySQL I described (along with other things) how to use geo-distance functions. In this post I will describe the geo-spatial distance functions in more details.

If you need to calculate an exact distance between 2 points on Earth in MySQL (very common for geo-enabled applications) you have at least 3 choices.

  • Use stored function and implement  haversine  formula
  • Use UDF (user defined function) for haversine (see below)
  • In MySQL 5.6 you can use st_distance function (newly documented), however, you will get the distance on plane and not on earth; the value returned will be good for sorting by distance but will not represent actual miles or kilometers.

MySQL stored function for calculating distance on Earth

I previously gave an example for a MySQL-stored function which implements the haversine formula. However, the approach I used was not very precise: it was optimized for speed. If you need a more precise haversine formula implementation you can use this function (result will be in miles):

delimiter //create DEFINER = CURRENT_USER function haversine_distance_sp (lat1 double, lon1 double, lat2 double, lon2 double) returns double begin declare R int DEFAULT 3958.76; declare phi1 double; declare phi2 double; declare d_phi double; declare d_lambda double; declare a double; declare c double; declare d double; set phi1 = radians(lat1); set phi2 = radians(lat2); set d_phi = radians(lat2-lat1); set d_lambda = radians(lon2-lon1); set a = sin(d_phi/2) * sin(d_phi/2) + cos(phi1) * cos(phi2) * sin(d_lambda/2) * sin(d_lambda/2); set c = 2 * atan2(sqrt(a), sqrt(1-a)); set d = R * c; return d; end;//delimiter ;
登录后复制

(the algorithm is based on the standard formula, I’ve used the well-known Movable Type scripts calculator )

This is a slower implementation as it uses arctangent , however it is more precise. 

MySQL UDF for Haversine distance

Another approach, which will give you much more performance is to use UDF. There are a number of implementations, I’ve used lib_mysqludf_haversine .

Here is the simple steps to install it in MySQL 5.6 (will also work with earlier versions):

$ wget 'https://github.com/lucasepe/lib_mysqludf_haversine/archive/master.zip'$ unzip master.zip$ cd lib_mysqludf_haversine-master/$ makemysql> show global variables like 'plugin%';+---------------+-------------------------+| Variable_name | Value |+---------------+-------------------------+| plugin_dir| /usr/lib64/mysql/plugin |+---------------+-------------------------+1 row in set (0.00 sec)$ sudo cp lib_mysqludf_haversine.so /usr/lib64/mysql/plugin/mysql> CREATE FUNCTION haversine_distance RETURNS REAL SONAME 'lib_mysqludf_haversine.so';mysql> select haversine_distance(37.470295464, -122.572938858498, 37.760150536, -122.20701914150199, 'mi') as dist_in_miles;+---------------+| dist_in_miles |+---------------+| 28.330467 |+---------------+1 row in set (0.00 sec)
登录后复制

Please note:

  • Make sure you have the mysql-devel or percona-server-devel package installed (MySQL development libraries) before installing.
  • You will need to specify the last parameter to be “mi” if you want to get the results in miles, otherwise it will give you kilometers.

MySQL ST_distance function

In MySQL 5.6 you can use ST_distance function:

mysql> select st_distance(point(37.470295464, -122.572938858498), point( 37.760150536, -122.20701914150199)) as distance_plane;+---------------------+| distance_plane|+---------------------+| 0.46681174155173943 |+---------------------+1 row in set (0.00 sec)
登录后复制

As we can see it does not give us an actual distance in mile or kilometers as it does not take into account that we have latitude and longitude, rather than X and Y on plane.

Geo Distance Functions Performance

The stored procedures and functions in MySQL are known to be slower, especially with trigonometrical functions. I’ve did a quick test, using MySQL function benchmark .

First I set 2 points (10 miles from SFO airport)

set @rlon1 = 122.572938858498;set @rlat1 = 37.470295464;set @rlon2 = -122.20701914150199;set @rlat2 = 37.760150536;
登录后复制

Next I use 4 function to benchmark:

  • Less precise stored function (haversine)
  • More precise stored function (haversine)
  • UDF for haversine
  • MySQL 5.6 native ST_distance (plane)

The benchmark function will execute the above function 100000 times.

Here are the results:

mysql>select benchmark(100000,haversine_old_sp(@rlat1, @rlon1, @rlat2, @rlon2)) as less_precise_mysql_stored_proc;+--------------------------------+| less_precise_mysql_stored_proc |+--------------------------------+|0 |+--------------------------------+1 row in set (1.46 sec)mysql>select benchmark(100000,haversine_distance_sp(@rlat1, @rlon1, @rlat2, @rlon2)) as more_precise_mysql_stored_proc;+--------------------------------+| more_precise_mysql_stored_proc |+--------------------------------+|0 |+--------------------------------+1 row in set (2.58 sec)mysql>select benchmark(100000,haversine_distance(@rlat1, @rlon1, @rlat2, @rlon2, 'mi')) as udf_haversine_function;+------------------------+| udf_haversine_function |+------------------------+|0 |+------------------------+1 row in set (0.17 sec)mysql> select benchmark(100000, st_distance(point(@rlat1, @rlon1), point(@rlat2, @rlon1))) as mysql_builtin_st_distance;+---------------------------+| mysql_builtin_st_distance |+---------------------------+| 0 |+---------------------------+1 row in set (0.10 sec)
登录后复制

As we can see the UDF gives much faster response time (which is comparable to built-in function).

Benchmark chart (smaller the better)

Using UDFs for Geo-Distance Search in MySQL_MySQL Conclusion

The lib_mysqludf_haversine  UDF provides a good function for geo-distance search in MySQL. Please let me know in the comments what geo-distance functions or approaches do you use in your applications.

Published at DZone with permission ofPeter Zaitsev, author and DZone MVB. ( source )

(Note: Opinions expressed in this article and its replies are the opinions of their respective authors and not those of DZone, Inc.)

Tags:
  • geo-distance search
  • MySQL
  • Tips and Tricks
  • SQL
  • Tools & Methods
本站声明
本文内容由网友自发贡献,版权归原作者所有,本站不承担相应法律责任。如您发现有涉嫌抄袭侵权的内容,请联系admin@php.cn

热AI工具

Undresser.AI Undress

Undresser.AI Undress

人工智能驱动的应用程序,用于创建逼真的裸体照片

AI Clothes Remover

AI Clothes Remover

用于从照片中去除衣服的在线人工智能工具。

Undress AI Tool

Undress AI Tool

免费脱衣服图片

Clothoff.io

Clothoff.io

AI脱衣机

AI Hentai Generator

AI Hentai Generator

免费生成ai无尽的。

热门文章

仓库:如何复兴队友
1 个月前 By 尊渡假赌尊渡假赌尊渡假赌
R.E.P.O.能量晶体解释及其做什么(黄色晶体)
2 周前 By 尊渡假赌尊渡假赌尊渡假赌
Hello Kitty Island冒险:如何获得巨型种子
1 个月前 By 尊渡假赌尊渡假赌尊渡假赌

热工具

记事本++7.3.1

记事本++7.3.1

好用且免费的代码编辑器

SublimeText3汉化版

SublimeText3汉化版

中文版,非常好用

禅工作室 13.0.1

禅工作室 13.0.1

功能强大的PHP集成开发环境

Dreamweaver CS6

Dreamweaver CS6

视觉化网页开发工具

SublimeText3 Mac版

SublimeText3 Mac版

神级代码编辑软件(SublimeText3)

mysql无法打开共享库怎么解决 mysql无法打开共享库怎么解决 Mar 04, 2025 pm 04:01 PM

本文介绍了MySQL的“无法打开共享库”错误。 该问题源于MySQL无法找到必要的共享库(.SO/.DLL文件)。解决方案涉及通过系统软件包M验证库安装

减少在Docker中使用MySQL内存的使用 减少在Docker中使用MySQL内存的使用 Mar 04, 2025 pm 03:52 PM

本文探讨了Docker中的优化MySQL内存使用量。 它讨论了监视技术(Docker统计,性能架构,外部工具)和配置策略。 其中包括Docker内存限制,交换和cgroups

如何使用Alter Table语句在MySQL中更改表? 如何使用Alter Table语句在MySQL中更改表? Mar 19, 2025 pm 03:51 PM

本文讨论了使用MySQL的Alter Table语句修改表,包括添加/删除列,重命名表/列以及更改列数据类型。

在 Linux 中运行 MySQl(有/没有带有 phpmyadmin 的 podman 容器) 在 Linux 中运行 MySQl(有/没有带有 phpmyadmin 的 podman 容器) Mar 04, 2025 pm 03:54 PM

本文比较使用/不使用PhpMyAdmin的Podman容器直接在Linux上安装MySQL。 它详细介绍了每种方法的安装步骤,强调了Podman在孤立,可移植性和可重复性方面的优势,还

什么是 SQLite?全面概述 什么是 SQLite?全面概述 Mar 04, 2025 pm 03:55 PM

本文提供了SQLite的全面概述,SQLite是一个独立的,无服务器的关系数据库。 它详细介绍了SQLite的优势(简单,可移植性,易用性)和缺点(并发限制,可伸缩性挑战)。 c

在MacOS上运行多个MySQL版本:逐步指南 在MacOS上运行多个MySQL版本:逐步指南 Mar 04, 2025 pm 03:49 PM

本指南展示了使用自制在MacOS上安装和管理多个MySQL版本。 它强调使用自制装置隔离安装,以防止冲突。 本文详细详细介绍了安装,起始/停止服务和最佳PRA

如何为MySQL连接配置SSL/TLS加密? 如何为MySQL连接配置SSL/TLS加密? Mar 18, 2025 pm 12:01 PM

文章讨论了为MySQL配置SSL/TLS加密,包括证书生成和验证。主要问题是使用自签名证书的安全含义。[角色计数:159]

哪些流行的MySQL GUI工具(例如MySQL Workbench,PhpMyAdmin)是什么? 哪些流行的MySQL GUI工具(例如MySQL Workbench,PhpMyAdmin)是什么? Mar 21, 2025 pm 06:28 PM

文章讨论了流行的MySQL GUI工具,例如MySQL Workbench和PhpMyAdmin,比较了它们对初学者和高级用户的功能和适合性。[159个字符]

See all articles