[Python-MATLAB] 在Python中调用MATLAB的API

时间:2022-10-23 11:20:57

可以参考官方的说明文档:

http://cn.mathworks.com/help/matlab/matlab_external/get-started-with-matlab-engine-for-python.html

MATLAB Engine API的使用文档:

http://cn.mathworks.com/help/matlab/matlab-engine-for-python.html

原材料:

1、MATLAB 2015a  32位的

2、Python 2.7.13    32位的

安装:

1、运行cmd,切换到matlab的目录下:

C:\Program Files (x86)\MATLAB\MATLAB Production Server\R2015a\extern\engines\python

由于这个文件夹是在C盘的,安装时有可能会遇到写权限的问题。如果出现write permission,可以通过右击该文件夹,选择 属性->安全->编辑,给当前用户赋予完全控制的权限。

> python setup.py install

即可完成安装。

2、python中调用matlab的API示例:

#coding=utf-8
import matlab.engine if __name__ == '__main__':
eng = matlab.engine.start_matlab('MATLAB_R2015a')
a = eng.sqrt(4.0)
print type(a),a
eng.quit()
pass

在Python中创建MATLAB数组

1、创建1XN数组

import matlab.engine
A = matlab.int8([1,2,3,4,5])
print type(A),A.size,A #输出:
<class 'matlab.mlarray.int8'> (1, 5) [[1,2,3,4,5]]

Attribute or Method

Purpose

size

Size of array returned as a tuple

reshape(size)

Reshape array as specified by sequence size

 2、创建多维数组

import matlab.engine
A = matlab.double([[1,2,3,4,5], [6,7,8,9,10]])
print(A)

3、在Python中索引MATLAB数组

这里的MATLAB数组索引跟在MATLAB的IDE里面不一样,MATLAB是从1开始,而在Python中是从0开始索引

import matlab.engine
A = matlab.int8([1,2,3,4,5])
print(A[0]) #输出:
[1,2,3,4,5]

由于A是1X5的矩阵,A[0]就是[1,2,3,4,5],如果要在A里面索引出4,则需要输入:

print A[0][3]

  

4、在Python中对MATLAB数组切片

这里语法跟Python中没多少差别,直接使用即可

import matlab.engine
A = matlab.int8([1,2,3,4,5])
print(A[0][1:4]) #输出:
[2,3,4]

切片赋值,也可以从一个MATLAB数组赋值到另一个MATLAB数组:

A = matlab.double([[1,2,3,4],[5,6,7,8]]);
A[0] = [10,20,30,40]
print(A) #输出:
[[10.0,20.0,30.0,40.0],[5.0,6.0,7.0,8.0]] A = matlab.int8([1,2,3,4,5,6,7,8]);
A[0][2:4] = [30,40]
A[0][6:8] = [70,80]
print(A)
#输出:
[[1,2,30,40,5,6,70,80]]

注意:

Note:   Slicing MATLAB arrays behaves differently from slicing a Python list. Slicing a MATLAB array returns a view instead of a shallow copy.
Given a MATLAB array and a Python list with the same values, assigning a slice results in different results as shown by the following code.
A = matlab.int32([[1,2],[3,4],[5,6]])
L = [[1,2],[3,4],[5,6]]
A[0] = A[0][::-1]
L[0] = L[0][::-1]
print(A)
[[2,2],[3,4],[5,6]]
print(L)
[[2, 1], [3, 4], [5, 6]]

数组reshape  

import matlab.engine
A = matlab.int8([1,2,3,4,5,6,7,8,9])
A.reshape((3,3))
print(A)
[[1,4,7],[2,5,8],[3,6,9]]

Python中MATLAB支持的数据类型:

matlab Class

Constructor Call in Python

matlab.double

matlab.double(initializer=None, size=None, is_complex=False)

matlab.single

matlab.single(initializer=None, size=None, is_complex=False)

matlab.int8

matlab.int8(initializer=None, size=None, is_complex=False)

matlab.int16

matlab.int16(initializer=None, size=None, is_complex=False)

matlab.int32

matlab.int32(initializer=None, size=None, is_complex=False)

matlab.int64[a]

matlab.int64(initializer=None, size=None, is_complex=False)

matlab.uint8

matlab.uint8(initializer=None, size=None, is_complex=False)

matlab.uint16

matlab.uint16(initializer=None, size=None, is_complex=False)

matlab.uint32

matlab.uint32(initializer=None, size=None, is_complex=False)

matlab.uint64[b]

matlab.uint64(initializer=None, size=None, is_complex=False)

matlab.logical

matlab.logical(initializer=None, size=None)[c]

matlab.object

No constructor. When a function returns a handle to a MATLAB object, the engine returns a matlab.object to Python.

[a] In Python 2.7 on Windows, matlab.int64 is converted to int32 in MATLAB. Also, MATLAB cannot return an int64 array to Python.

[b] In Python 2.7 on Windows, matlab.uint64 is converted to uint32 in MATLAB. Also, MATLAB cannot return a uint64 array to Python.

[c] Logicals cannot be made into an array of complex numbers.

奇异值分解示例:

#coding=utf-8
import matlab.engine
from numpy import * if __name__ == '__main__':
eng = matlab.engine.start_matlab('MATLAB_R2015a')
A = matlab.double([[1,2],[5,6]])
print type(A),A.size,A
print eng.eig(A)
eng.quit()
pass

  

Examples and How To

Install MATLAB Engine API for Python

To start the MATLAB engine within a Python session, you first must install the engine API as a Python package.

Install MATLAB Engine API for Python in Nondefault Locations

By default, the installer builds the engine API for Python in the matlabroot\extern\engines\python folder. The installer installs the engine in the default Python folder.

Start and Stop MATLAB Engine for Python

Options for starting the MATLAB Engine for Python.

Connect Python to Running MATLAB Session

How to connect the MATLAB Engine for Python to a shared MATLAB session that is already running on your local machine.

Call MATLAB Functions from Python

How to return an output argument from a MATLAB function. How to read multiple outputs from a function. What to do when the MATLAB function does not return an output argument.

Call MATLAB Functions Asynchronously from Python

This example shows how to call the MATLAB sqrt function asynchronously from Python and retrieve the square root later.

Call User Script and Function from Python

This example shows how to call a MATLAB script to compute the area of a triangle from Python.

Redirect Standard Output and Error to Python

This example shows how to redirect standard output and standard error from a MATLAB function to Python StringIO objects.

Use MATLAB Engine Workspace in Python

This example shows how to add variables to the MATLAB engine workspace in Python.

Use MATLAB Handle Objects in Python

This example shows how to create an object from a MATLAB handle class and call its methods in Python.

Use MATLAB Arrays in Python

This example shows how to create a MATLAB array in Python and pass it as the input argument to the MATLAB sqrt function.

Sort and Plot MATLAB Data from Python

This example shows how to sort data about patients into lists of smokers and nonsmokers in Python and plot blood pressure readings for the patients with MATLAB.

Get Help for MATLAB Functions from Python

From Python, you can access supporting documentation for all MATLAB functions.

Concepts

Get Started with MATLAB Engine API for Python

The MATLAB Engine API for Python provides a Python package named matlab that enables you to call MATLAB functions from Python.

System Requirements for MATLAB Engine API for Python

What you need to write and build MATLAB engine applications.

Pass Data to MATLAB from Python

When you pass Python data as input arguments to MATLAB functions, the MATLAB Engine for Python converts the data into equivalent MATLAB data types.

Handle Data Returned from MATLAB to Python

When MATLAB functions return output arguments, the MATLAB Engine API for Python converts the data into equivalent Python data types.

MATLAB Arrays as Python Variables

The matlab Python package provides array classes to represent arrays of MATLAB numeric types as Python variables so that MATLAB arrays can be passed between Python and MATLAB.

Default Numeric Types in MATLAB and Python

MATLAB stores all numeric values as double-precision floating point numbers by default.

Troubleshooting

Limitations to MATLAB Engine API for Python

The engine cannot start or connect to MATLAB on a remote machine.

Troubleshoot MATLAB Errors in Python

When a MATLAB function raises an error, the MATLAB Engine for Python stops the function and catches the exception raised by MATLAB.

  

  

[Python-MATLAB] 在Python中调用MATLAB的API的更多相关文章

  1. Java中调用MatLab返回值

    当在Java中使用MatLab函数时,由于语言语法的不同,Matlab返回多个数据时,想在Java中获取到并进行使用.查阅了网上资料,翻箱倒柜加上自己实战,得出方法如下: 如MatLab函数返回的是N ...

  2. 如何在Python中调用Matlab

    检查您的系统是否具有受支持的 Python 版本和 MATLAB R2014b 或更新版本.要检查您的系统上是否已安装 Python,请在操作系统提示符下运行 Python. 1)打开Prompt,输 ...

  3. C&num;中调用Matlab人工神经网络算法实现手写数字识别

    手写数字识别实现 设计技术参数:通过由数字构成的图像,自动实现几个不同数字的识别,设计识别方法,有较高的识别率 关键字:二值化  投影  矩阵  目标定位  Matlab 手写数字图像识别简介: 手写 ...

  4. 【转】三种方式在C&plus;&plus;中调用matlab

      C/C++调用Matlab 在工程实践中,C/C++调用Matlab 的方法主要有调用Matlab 计算引擎.包含m 文件转 换的C/C++文件,以及调用m文件生成的DLL 文件. 1 利用Mat ...

  5. 一文教你快速学会在matlab的simulink中调用C语言进行仿真

    本文介绍如何在matlab的simulink中嵌入C语言进行多输入多输出的仿真:matlab版本位2015b: 创作不易,如果本文帮到了您: 如果本文帮到了您,请帮忙点个赞

  6. 在代码中调用 mvc 4 api

    mvc 4 api 的调用有很多种,最常见也最简单的一种是 用 ajax 的方式在前端界面中调用, 如果是在后台代码中调用 ,是要复杂一些,以下是 以 post 的方式调用 api 的封装好的方法: ...

  7. python 在&period;py文件中调用其他&period;py内的函数

      假设名为A.py的文件需要调用B.py文件内的C(x,y)函数 假如在同一目录下,则只需 import B if __name__ == "__main__": B.C(x,y ...

  8. python 中调用windows系统api操作剪贴版

    # -*- coding: utf-8 -*- ''' Created on 2013-11-26 @author: Chengshaoling ''' import win32clipboard a ...

  9. 在C中调用Matlab (转)

    http://blog.163.com/rongting_chen/blog/static/164906844201252354518462/ http://www.ilovematlab.cn/th ...

随机推荐

  1. Code First04---关于上下文DbContext

    这章主要讲怎么配置DbContext的子类访问的数据库的位置. 我相信大家最经常使用的数据库位置的配置方式就是配置文件了,也就是通过App.Config 或Web.Config来配置要访问的数据库. ...

  2. Gym 100851E&Tab;Easy Problemset &lpar;模拟题&rpar;

    Problem E. Easy ProblemsetInput file: easy.in Output file: easy.outPerhaps one of the hardest problems ...

  3. HDU1048The Hardest Problem Ever

    The Hardest Problem Ever Time Limit:1000MS     Memory Limit:32768KB     64bit IO Format:%I64d & ...

  4. Qt creator自定义编译运行步骤

    一直用Qt creator开发.无它,只是因为linux下C++ IDE选择不多.同时因为我抛弃了MFC,平时写个小工具还得靠Qt,正好一举两用. 用Qt creator开发一般的工程,是不用修改编译 ...

  5. &lbrack;STL源码剖析&rsqb;RB-tree的插入操作

    RB-tree的性质 对于RB-tree,首先做一个了解,先看一张*的RB-tree: 再看RB-tree的性质: 性质1. 节点是红色或黑色. 性质2. 根是黑色,所有叶子都是黑色(叶子节点指 ...

  6. 搭建ruby环境

  7. 并发编程(五):CAS

    在atomic包中,大多数类都是借助unsafe类来实现的,如以下代码 public static AtomicInteger count = new AtomicInteger(0); privat ...

  8. caffe中google protobuf使用问题

    之前caffe中protobuf的版本是3.5.0,可在ternimal下执行:protoc --version 查看当前protobuf版本. 由于另外安装了Tensorflow之后(也有可能是安装 ...

  9. PowerDesigner最基础的使用方法入门学习&lpar;二&rpar;

    1.  生成sql脚本 Database→Generate Database 选择要输出的文件路径,即文件存储路径,并根据需要修改文件名,单击确定后便会生成sql脚本. 在Options选项卡里,可以 ...

  10. RxJava【变换】操作符 map flatMap concatMap buffer MD

    Markdown版本笔记 我的GitHub首页 我的博客 我的微信 我的邮箱 MyAndroidBlogs baiqiantao baiqiantao bqt20094 baiqiantao@sina ...