{"id":1154128,"date":"2025-01-13T17:47:31","date_gmt":"2025-01-13T09:47:31","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1154128.html"},"modified":"2025-01-13T17:47:34","modified_gmt":"2025-01-13T09:47:34","slug":"matlab%e4%b8%ad%e5%a6%82%e4%bd%95%e8%b0%83%e7%94%a8python","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1154128.html","title":{"rendered":"matlab\u4e2d\u5982\u4f55\u8c03\u7528python"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25183757\/d8fd9955-1742-4189-8736-b373b308e195.webp\" alt=\"matlab\u4e2d\u5982\u4f55\u8c03\u7528python\" \/><\/p>\n<p><p> \u5728MATLAB\u4e2d\u8c03\u7528Python\u6709\u51e0\u79cd\u65b9\u6cd5\uff0c\u4e3b\u8981\u5305\u62ec<strong>\u4f7f\u7528<code>py<\/code>\u547d\u4ee4\u3001\u4f7f\u7528<code>system<\/code>\u547d\u4ee4\u3001\u901a\u8fc7Python\u5f15\u64ce\u8c03\u7528<\/strong>\u7b49\u3002\u6211\u4eec\u53ef\u4ee5\u8be6\u7ec6\u8ba8\u8bba\u4e00\u4e0b\u6700\u5e38\u7528\u7684\u4e00\u79cd\u65b9\u6cd5\uff1a<strong>\u4f7f\u7528<code>py<\/code>\u547d\u4ee4<\/strong>\u3002<\/p>\n<\/p>\n<p><p>\u4e00\u3001<strong>\u4f7f\u7528<code>py<\/code>\u547d\u4ee4<\/strong><\/p>\n<\/p>\n<p><p>MATLAB\u63d0\u4f9b\u4e86\u4e00\u4e2a<code>py<\/code>\u547d\u4ee4\uff0c\u53ef\u4ee5\u76f4\u63a5\u8c03\u7528Python\u51fd\u6570\u548c\u5bf9\u8c61\u3002\u4f7f\u7528<code>py<\/code>\u547d\u4ee4\u65f6\uff0c\u9996\u5148\u9700\u8981\u786e\u4fddMATLAB\u548cPython\u7684\u517c\u5bb9\u7248\u672c\u5df2\u7ecf\u5b89\u88c5\uff0c\u5e76\u4e14\u6b63\u786e\u914d\u7f6e\u4e86\u73af\u5883\u53d8\u91cf\u3002\u4e0b\u9762\u662f\u8be6\u7ec6\u7684\u64cd\u4f5c\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n<p><h3>\u73af\u5883\u914d\u7f6e<\/h3>\n<\/p>\n<ol>\n<li><strong>\u5b89\u88c5\u517c\u5bb9\u7684Python\u7248\u672c<\/strong>\uff1a\u786e\u4fddPython\u7248\u672c\u4e0eMATLAB\u7248\u672c\u517c\u5bb9\u3002\u53ef\u4ee5\u53c2\u8003MathWorks\u5b98\u7f51\u7684\u517c\u5bb9\u6027\u5217\u8868\u3002<\/li>\n<li><strong>\u8bbe\u7f6ePython\u73af\u5883<\/strong>\uff1a\u5728MATLAB\u4e2d\uff0c\u901a\u8fc7<code>pyversion<\/code>\u547d\u4ee4\u8bbe\u7f6ePython\u8def\u5f84\u3002\u4f8b\u5982\uff1a\n<pre><code class=\"language-matlab\">pyversion \/path\/to\/your\/python<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ol>\n<p><h3>\u8c03\u7528Python\u51fd\u6570<\/h3>\n<\/p>\n<p><p>\u4f7f\u7528<code>py<\/code>\u547d\u4ee4\u53ef\u4ee5\u76f4\u63a5\u8c03\u7528Python\u4e2d\u7684\u51fd\u6570\u3002\u5047\u8bbe\u4f60\u6709\u4e00\u4e2aPython\u811a\u672c<code>example.py<\/code>\uff0c\u5185\u5bb9\u5982\u4e0b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">def add(a, b):<\/p>\n<p>    return a + b<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728MATLAB\u4e2d\uff0c\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u8c03\u7528\u8fd9\u4e2a\u51fd\u6570\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-matlab\">% \u8c03\u7528Python\u6a21\u5757\u548c\u51fd\u6570<\/p>\n<p>result = py.example.add(5, 3);<\/p>\n<p>disp(result);<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u8be6\u7ec6\u63cf\u8ff0\uff1a\u8c03\u7528Python\u7c7b<\/h3>\n<\/p>\n<p><p>\u5982\u679c\u4f60\u9700\u8981\u8c03\u7528Python\u4e2d\u7684\u7c7b\uff0c\u53ef\u4ee5\u6309\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u521b\u5efa\u4e00\u4e2a\u7b80\u5355\u7684Python\u7c7b example_class.py<\/p>\n<p>class ExampleClass:<\/p>\n<p>    def __init__(self, value):<\/p>\n<p>        self.value = value<\/p>\n<p>    def multiply(self, factor):<\/p>\n<p>        return self.value * factor<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728MATLAB\u4e2d\u8c03\u7528\u8fd9\u4e2a\u7c7b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-matlab\">% \u5bfc\u5165Python\u6a21\u5757<\/p>\n<p>example_module = py.importlib.import_module(&#39;example_class&#39;);<\/p>\n<p>% \u521b\u5efaPython\u7c7b\u7684\u5b9e\u4f8b<\/p>\n<p>example_instance = example_module.ExampleClass(10);<\/p>\n<p>% \u8c03\u7528\u7c7b\u7684\u65b9\u6cd5<\/p>\n<p>result = example_instance.multiply(5);<\/p>\n<p>disp(result);<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u4e8c\u3001<strong>\u4f7f\u7528<code>system<\/code>\u547d\u4ee4<\/strong><\/p>\n<\/p>\n<p><p>\u5728MATLAB\u4e2d\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528<code>system<\/code>\u547d\u4ee4\u6267\u884cPython\u811a\u672c\uff0c\u5e76\u6355\u83b7\u5176\u8f93\u51fa\u3002\u5047\u8bbe\u4f60\u6709\u4e00\u4e2aPython\u811a\u672c<code>example_script.py<\/code>\uff0c\u5185\u5bb9\u5982\u4e0b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">print(&quot;Hello from Python&quot;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728MATLAB\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u65b9\u5f0f\u8c03\u7528\u8fd9\u4e2a\u811a\u672c\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-matlab\">[status, cmdout] = system(&#39;python example_script.py&#39;);<\/p>\n<p>disp(cmdout);<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8fd9\u79cd\u65b9\u6cd5\u9002\u7528\u4e8e\u7b80\u5355\u7684\u811a\u672c\u8c03\u7528\uff0c\u7279\u522b\u662f\u5728\u4e0d\u9700\u8981\u4e0ePython\u5bf9\u8c61\u8fdb\u884c\u590d\u6742\u4ea4\u4e92\u7684\u60c5\u51b5\u4e0b\u3002<\/p>\n<\/p>\n<p><p>\u4e09\u3001<strong>\u901a\u8fc7Python\u5f15\u64ce\u8c03\u7528<\/strong><\/p>\n<\/p>\n<p><p>MathWorks\u63d0\u4f9b\u4e86\u4e00\u4e2aMATLAB Engine API for Python\uff0c\u53ef\u4ee5\u4ecePython\u4e2d\u8c03\u7528MATLAB\u3002\u8fd9\u79cd\u65b9\u6cd5\u9002\u7528\u4e8e\u9700\u8981\u53cc\u5411\u901a\u4fe1\u7684\u573a\u666f\u3002\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff1a<\/p>\n<\/p>\n<p><h3>\u5b89\u88c5MATLAB\u5f15\u64ce<\/h3>\n<\/p>\n<p><p>\u9996\u5148\u9700\u8981\u5728Python\u4e2d\u5b89\u88c5MATLAB\u5f15\u64ce\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">cd (matlabroot\/extern\/engines\/python)<\/p>\n<p>python setup.py install<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u5728Python\u4e2d\u8c03\u7528MATLAB<\/h3>\n<\/p>\n<p><pre><code class=\"language-python\">import matlab.engine<\/p>\n<h2><strong>\u542f\u52a8MATLAB\u5f15\u64ce<\/strong><\/h2>\n<p>eng = matlab.engine.start_matlab()<\/p>\n<h2><strong>\u8c03\u7528MATLAB\u51fd\u6570<\/strong><\/h2>\n<p>result = eng.sqrt(16.0)<\/p>\n<p>print(result)<\/p>\n<h2><strong>\u505c\u6b62MATLAB\u5f15\u64ce<\/strong><\/h2>\n<p>eng.quit()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8fd9\u4e9b\u65b9\u6cd5\u5404\u6709\u4f18\u52a3\uff0c\u5177\u4f53\u9009\u62e9\u54ea\u79cd\u65b9\u6cd5\u5e94\u6839\u636e\u5b9e\u9645\u9700\u6c42\u548c\u573a\u666f\u8fdb\u884c\u6743\u8861\u3002\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c<strong>\u4f7f\u7528<code>py<\/code>\u547d\u4ee4<\/strong>\u662f\u6700\u4e3a\u76f4\u63a5\u548c\u65b9\u4fbf\u7684\u4e00\u79cd\u65b9\u5f0f\uff0c\u80fd\u591f\u6ee1\u8db3\u5927\u90e8\u5206\u7684\u8c03\u7528\u9700\u6c42\u3002<\/p>\n<\/p>\n<p><h3>\u517c\u5bb9\u6027\u4e0e\u73af\u5883\u914d\u7f6e<\/h3>\n<\/p>\n<p><p>\u786e\u4fddMATLAB\u4e0ePython\u4e4b\u95f4\u7684\u517c\u5bb9\u6027\u662f\u6210\u529f\u8c03\u7528\u7684\u5173\u952e\u3002\u9700\u8981\u6ce8\u610fMATLAB\u4e2d\u5305\u542b\u7684Python\u7248\u672c\u53ef\u80fd\u4e0d\u662f\u6700\u65b0\u7684\uff0c\u56e0\u6b64\u9700\u8981\u6839\u636e\u5177\u4f53\u7684MATLAB\u7248\u672c\u9009\u62e9\u5408\u9002\u7684Python\u7248\u672c\u3002\u4f8b\u5982\uff1a<\/p>\n<\/p>\n<ul>\n<li>MATLAB R2021b\u53ca\u4ee5\u540e\u7684\u7248\u672c\u901a\u5e38\u652f\u6301Python 3.8\u53ca\u4ee5\u4e0a\u7248\u672c\u3002<\/li>\n<li>MATLAB R2020b\u53ca\u4ee5\u524d\u7684\u7248\u672c\u53ef\u80fd\u652f\u6301Python 2.7\u548cPython 3.6\u3002<\/li>\n<\/ul>\n<p><h3>\u914d\u7f6ePython\u73af\u5883<\/h3>\n<\/p>\n<p><p>\u4f7f\u7528<code>pyversion<\/code>\u547d\u4ee4\u914d\u7f6ePython\u73af\u5883\uff0c\u53ef\u4ee5\u786e\u4fddMATLAB\u6b63\u786e\u8c03\u7528\u6307\u5b9a\u7684Python\u7248\u672c\u3002\u4f8b\u5982\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-matlab\">pyversion \/usr\/bin\/python3.8<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u53ef\u4ee5\u4f7f\u7528<code>pyversion<\/code>\u547d\u4ee4\u67e5\u770b\u5f53\u524d\u914d\u7f6e\u7684Python\u7248\u672c\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-matlab\">pyversion<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u786e\u4fdd\u8fd4\u56de\u7684\u4fe1\u606f\u4e0e\u671f\u671b\u7684Python\u73af\u5883\u4e00\u81f4\u3002<\/p>\n<\/p>\n<p><h3>\u8c03\u7528Python\u6807\u51c6\u5e93\u4e0e\u7b2c\u4e09\u65b9\u5e93<\/h3>\n<\/p>\n<p><p>MATLAB\u4e0d\u4ec5\u652f\u6301\u8c03\u7528\u81ea\u5b9a\u4e49\u7684Python\u51fd\u6570\u548c\u7c7b\uff0c\u8fd8\u652f\u6301\u8c03\u7528Python\u6807\u51c6\u5e93\u548c\u7b2c\u4e09\u65b9\u5e93\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u8c03\u7528Python\u7684<code>math<\/code>\u5e93\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-matlab\">% \u8c03\u7528Python\u7684math\u5e93<\/p>\n<p>py_math = py.importlib.import_module(&#39;math&#39;);<\/p>\n<p>% \u4f7f\u7528math\u5e93\u7684sqrt\u51fd\u6570<\/p>\n<p>result = py_math.sqrt(25);<\/p>\n<p>disp(result);<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u540c\u6837\uff0c\u4e5f\u53ef\u4ee5\u8c03\u7528\u7b2c\u4e09\u65b9\u5e93\u5982NumPy\u548cPandas\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-matlab\">% \u8c03\u7528NumPy\u5e93<\/p>\n<p>py_numpy = py.importlib.import_module(&#39;numpy&#39;);<\/p>\n<p>% \u4f7f\u7528NumPy\u7684array\u51fd\u6570<\/p>\n<p>array = py_numpy.array([1, 2, 3, 4, 5]);<\/p>\n<p>disp(array);<\/p>\n<p>% \u8c03\u7528Pandas\u5e93<\/p>\n<p>py_pandas = py.importlib.import_module(&#39;pandas&#39;);<\/p>\n<p>% \u4f7f\u7528Pandas\u7684DataFrame\u51fd\u6570<\/p>\n<p>data = py_pandas.DataFrame({&#39;column1&#39;: [1, 2, 3], &#39;column2&#39;: [4, 5, 6]});<\/p>\n<p>disp(data);<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>MATLAB\u4e0ePython\u6570\u636e\u7c7b\u578b\u7684\u8f6c\u6362<\/h3>\n<\/p>\n<p><p>\u5728MATLAB\u4e0ePython\u4e4b\u95f4\u8c03\u7528\u51fd\u6570\u65f6\uff0c\u9700\u8981\u6ce8\u610f\u6570\u636e\u7c7b\u578b\u7684\u8f6c\u6362\u3002\u4f8b\u5982\uff0cMATLAB\u7684\u6570\u7ec4\u4e0ePython\u7684\u5217\u8868\u6216NumPy\u6570\u7ec4\u4e4b\u95f4\u9700\u8981\u8fdb\u884c\u8f6c\u6362\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-matlab\">% MATLAB\u6570\u7ec4\u8f6c\u6362\u4e3aPython\u5217\u8868<\/p>\n<p>matlab_array = [1, 2, 3, 4, 5];<\/p>\n<p>python_list = py.list(matlab_array);<\/p>\n<p>disp(python_list);<\/p>\n<p>% Python\u5217\u8868\u8f6c\u6362\u4e3aMATLAB\u6570\u7ec4<\/p>\n<p>python_list = py.list({1, 2, 3, 4, 5});<\/p>\n<p>matlab_array = double(python_list);<\/p>\n<p>disp(matlab_array);<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u8c03\u7528\u590d\u6742Python\u811a\u672c<\/h3>\n<\/p>\n<p><p>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u53ef\u80fd\u9700\u8981\u8c03\u7528\u590d\u6742\u7684Python\u811a\u672c\u6216\u6a21\u5757\u3002\u53ef\u4ee5\u901a\u8fc7<code>py.importlib<\/code>\u6a21\u5757\u52a8\u6001\u5bfc\u5165Python\u6a21\u5757\uff0c\u5e76\u8c03\u7528\u5176\u4e2d\u7684\u51fd\u6570\u3002\u4f8b\u5982\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># complex_script.py<\/p>\n<p>import numpy as np<\/p>\n<p>def complex_function(x):<\/p>\n<p>    return np.sin(x)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728MATLAB\u4e2d\u8c03\u7528\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-matlab\">% \u52a8\u6001\u5bfc\u5165complex_script\u6a21\u5757<\/p>\n<p>complex_script = py.importlib.import_module(&#39;complex_script&#39;);<\/p>\n<p>% \u8c03\u7528complex_function\u51fd\u6570<\/p>\n<p>result = complex_script.complex_function(py.numpy.array([0, 1, 2, 3, 4, 5]));<\/p>\n<p>disp(result);<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u9519\u8bef\u5904\u7406\u4e0e\u8c03\u8bd5<\/h3>\n<\/p>\n<p><p>\u5728\u8c03\u7528Python\u4ee3\u7801\u65f6\uff0c\u53ef\u80fd\u4f1a\u9047\u5230\u4e00\u4e9b\u9519\u8bef\u6216\u5f02\u5e38\u3002\u9700\u8981\u5728MATLAB\u4e2d\u8fdb\u884c\u9002\u5f53\u7684\u9519\u8bef\u5904\u7406\u548c\u8c03\u8bd5\u3002\u4f8b\u5982\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-matlab\">try<\/p>\n<p>    % \u5c1d\u8bd5\u8c03\u7528Python\u51fd\u6570<\/p>\n<p>    result = py.example.non_existent_function();<\/p>\n<p>catch ME<\/p>\n<p>    % \u6355\u83b7\u5f02\u5e38\u5e76\u663e\u793a\u9519\u8bef\u4fe1\u606f<\/p>\n<p>    disp(&#39;Error occurred:&#39;);<\/p>\n<p>    disp(ME.message);<\/p>\n<p>end<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5e2e\u52a9\u5b9a\u4f4d\u548c\u89e3\u51b3\u5728MATLAB\u4e2d\u8c03\u7528Python\u4ee3\u7801\u65f6\u51fa\u73b0\u7684\u95ee\u9898\u3002<\/p>\n<\/p>\n<p><h3>\u6027\u80fd\u4f18\u5316<\/h3>\n<\/p>\n<p><p>\u5728MATLAB\u4e2d\u8c03\u7528Python\u4ee3\u7801\u65f6\uff0c\u6027\u80fd\u53ef\u80fd\u4f1a\u53d7\u5230\u4e00\u5b9a\u5f71\u54cd\u3002\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u51e0\u79cd\u65b9\u6cd5\u8fdb\u884c\u4f18\u5316\uff1a<\/p>\n<\/p>\n<ol>\n<li><strong>\u51cf\u5c11\u8de8\u8bed\u8a00\u8c03\u7528\u6b21\u6570<\/strong>\uff1a\u5c06\u9700\u8981\u8c03\u7528\u7684Python\u4ee3\u7801\u5c3d\u91cf\u6253\u5305\u6210\u4e00\u4e2a\u51fd\u6570\uff0c\u51cf\u5c11MATLAB\u4e0ePython\u4e4b\u95f4\u7684\u8c03\u7528\u6b21\u6570\u3002<\/li>\n<li><strong>\u4f7f\u7528\u9ad8\u6548\u7684\u6570\u636e\u7c7b\u578b<\/strong>\uff1a\u5728MATLAB\u4e0ePython\u4e4b\u95f4\u4f20\u9012\u6570\u636e\u65f6\uff0c\u9009\u62e9\u5408\u9002\u7684\u6570\u636e\u7c7b\u578b\u3002\u4f8b\u5982\uff0c\u4f7f\u7528NumPy\u6570\u7ec4\u4ee3\u66ffPython\u5217\u8868\uff0c\u53ef\u4ee5\u63d0\u9ad8\u6027\u80fd\u3002<\/li>\n<li><strong>\u4f18\u5316Python\u4ee3\u7801<\/strong>\uff1a\u5728Python\u4ee3\u7801\u4e2d\u4f7f\u7528\u9ad8\u6548\u7684\u7b97\u6cd5\u548c\u6570\u636e\u7ed3\u6784\uff0c\u51cf\u5c11\u8ba1\u7b97\u65f6\u95f4\u3002<\/li>\n<\/ol>\n<p><p>\u901a\u8fc7\u5408\u7406\u7684\u4f18\u5316\uff0c\u53ef\u4ee5\u63d0\u9ad8MATLAB\u4e0ePython\u534f\u540c\u5de5\u4f5c\u7684\u6548\u7387\u3002<\/p>\n<\/p>\n<p><h3>\u5b9e\u9645\u5e94\u7528\u6848\u4f8b<\/h3>\n<\/p>\n<p><p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u5b9e\u9645\u5e94\u7528\u6848\u4f8b\uff0c\u901a\u8fc7MATLAB\u8c03\u7528Python\u8fdb\u884c\u6570\u636e\u5206\u6790\u548c\u53ef\u89c6\u5316\uff1a<\/p>\n<\/p>\n<p><p><strong>Python\u811a\u672c\uff1adata_analysis.py<\/strong><\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import pandas as pd<\/p>\n<p>import matplotlib.pyplot as plt<\/p>\n<p>def analyze_data(file_path):<\/p>\n<p>    # \u8bfb\u53d6\u6570\u636e<\/p>\n<p>    data = pd.read_csv(file_path)<\/p>\n<p>    # \u6570\u636e\u5206\u6790<\/p>\n<p>    summary = data.describe()<\/p>\n<p>    # \u6570\u636e\u53ef\u89c6\u5316<\/p>\n<p>    plt.figure()<\/p>\n<p>    data[&#39;column1&#39;].hist()<\/p>\n<p>    plt.title(&#39;Column 1 Histogram&#39;)<\/p>\n<p>    plt.xlabel(&#39;Value&#39;)<\/p>\n<p>    plt.ylabel(&#39;Frequency&#39;)<\/p>\n<p>    plt.savefig(&#39;histogram.png&#39;)<\/p>\n<p>    return summary<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p><strong>MATLAB\u4ee3\u7801<\/strong><\/p>\n<\/p>\n<p><pre><code class=\"language-matlab\">% \u52a8\u6001\u5bfc\u5165data_analysis\u6a21\u5757<\/p>\n<p>data_analysis = py.importlib.import_module(&#39;data_analysis&#39;);<\/p>\n<p>% \u8c03\u7528analyze_data\u51fd\u6570\u8fdb\u884c\u6570\u636e\u5206\u6790<\/p>\n<p>file_path = &#39;data.csv&#39;;<\/p>\n<p>summary = data_analysis.analyze_data(file_path);<\/p>\n<p>% \u663e\u793a\u6570\u636e\u5206\u6790\u7ed3\u679c<\/p>\n<p>disp(summary);<\/p>\n<p>% \u663e\u793a\u751f\u6210\u7684\u56fe\u50cf<\/p>\n<p>imshow(&#39;histogram.png&#39;);<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728\u8fd9\u4e2a\u6848\u4f8b\u4e2d\uff0c\u901a\u8fc7MATLAB\u8c03\u7528Python\u8fdb\u884c\u6570\u636e\u5206\u6790\u548c\u53ef\u89c6\u5316\uff0c\u53ef\u4ee5\u5145\u5206\u5229\u7528Python\u7684\u5f3a\u5927\u6570\u636e\u5904\u7406\u548c\u7ed8\u56fe\u80fd\u529b\u3002<\/p>\n<\/p>\n<p><h3>\u603b\u7ed3<\/h3>\n<\/p>\n<p><p>\u901a\u8fc7\u4ee5\u4e0a\u4ecb\u7ecd\uff0c\u76f8\u4fe1\u4f60\u5df2\u7ecf\u4e86\u89e3\u4e86\u5728MATLAB\u4e2d\u8c03\u7528Python\u7684\u591a\u79cd\u65b9\u6cd5\u4ee5\u53ca\u5177\u4f53\u64cd\u4f5c\u6b65\u9aa4\u3002<strong>\u4f7f\u7528<code>py<\/code>\u547d\u4ee4<\/strong>\u662f\u6700\u5e38\u7528\u548c\u65b9\u4fbf\u7684\u4e00\u79cd\u65b9\u6cd5\uff0c\u9002\u7528\u4e8e\u5927\u591a\u6570\u7684\u8c03\u7528\u9700\u6c42\u3002\u540c\u65f6\uff0c<strong>\u4f7f\u7528<code>system<\/code>\u547d\u4ee4<\/strong>\u548c<strong>\u901a\u8fc7Python\u5f15\u64ce\u8c03\u7528<\/strong>\u4e5f\u662f\u6709\u6548\u7684\u66ff\u4ee3\u65b9\u6848\uff0c\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\u3002<\/p>\n<\/p>\n<p><p>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u53ef\u4ee5\u901a\u8fc7\u5408\u7406\u7684\u73af\u5883\u914d\u7f6e\u3001\u6570\u636e\u7c7b\u578b\u8f6c\u6362\u3001\u9519\u8bef\u5904\u7406\u548c\u6027\u80fd\u4f18\u5316\uff0c\u786e\u4fddMATLAB\u4e0ePython\u7684\u534f\u540c\u5de5\u4f5c\u9ad8\u6548\u4e14\u7a33\u5b9a\u3002\u5e0c\u671b\u8fd9\u4e9b\u5185\u5bb9\u80fd\u591f\u5e2e\u52a9\u4f60\u66f4\u597d\u5730\u5728MATLAB\u4e2d\u8c03\u7528Python\uff0c\u5145\u5206\u53d1\u6325\u4e24\u79cd\u8bed\u8a00\u7684\u4f18\u52bf\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u5728MATLAB\u4e2d\u8bbe\u7f6ePython\u73af\u5883\uff1f<\/strong><br \/>\u5728MATLAB\u4e2d\u8c03\u7528Python\u524d\uff0c\u60a8\u9700\u8981\u786e\u4fddPython\u5df2\u6b63\u786e\u5b89\u88c5\u5e76\u914d\u7f6e\u3002\u53ef\u4ee5\u901a\u8fc7\u5728MATLAB\u547d\u4ee4\u7a97\u53e3\u4e2d\u4f7f\u7528<code>pyenv<\/code>\u547d\u4ee4\u6765\u67e5\u770b\u5f53\u524d\u7684Python\u73af\u5883\u8bbe\u7f6e\u3002\u82e5\u9700\u8981\u66f4\u6539Python\u7248\u672c\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528<code>pyenv(&#39;Version&#39;, &#39;\u4f60\u7684Python\u8def\u5f84&#39;)<\/code>\u6765\u6307\u5b9aPython\u7684\u5b89\u88c5\u8def\u5f84\u3002<\/p>\n<p><strong>\u5728MATLAB\u4e2d\u8c03\u7528Python\u51fd\u6570\u7684\u57fa\u672c\u8bed\u6cd5\u662f\u4ec0\u4e48\uff1f<\/strong><br \/>\u5728MATLAB\u4e2d\u8c03\u7528Python\u51fd\u6570\u7684\u57fa\u672c\u8bed\u6cd5\u662f\u4f7f\u7528<code>py.<\/code>\u524d\u7f00\u6765\u8bbf\u95eePython\u6a21\u5757\u548c\u65b9\u6cd5\u3002\u4f8b\u5982\uff0c\u5982\u679c\u60a8\u60f3\u8c03\u7528\u540d\u4e3a<code>my_module.py<\/code>\u4e2d\u7684<code>my_function<\/code>\u51fd\u6570\uff0c\u53ef\u4ee5\u4f7f\u7528<code>result = py.my_module.my_function(args)<\/code>\u3002\u786e\u4fdd\u5728\u8c03\u7528\u4e4b\u524d\uff0cPython\u6a21\u5757\u8def\u5f84\u5df2\u7ecf\u6dfb\u52a0\u5230MATLAB\u7684\u641c\u7d22\u8def\u5f84\u4e2d\u3002<\/p>\n<p><strong>\u5728MATLAB\u4e2d\u5982\u4f55\u5904\u7406Python\u8fd4\u56de\u7684\u6570\u636e\u7c7b\u578b\uff1f<\/strong><br \/>MATLAB\u4e0ePython\u4e4b\u95f4\u7684\u6570\u636e\u7c7b\u578b\u8f6c\u6362\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002\u5f53Python\u51fd\u6570\u8fd4\u56de\u6570\u636e\u65f6\uff0c\u901a\u5e38\u9700\u8981\u5c06\u5176\u8f6c\u6362\u4e3aMATLAB\u80fd\u591f\u8bc6\u522b\u7684\u683c\u5f0f\u3002MATLAB\u4f1a\u81ea\u52a8\u5904\u7406\u5927\u591a\u6570\u5e38\u89c1\u6570\u636e\u7c7b\u578b\uff0c\u5982\u5217\u8868\u3001\u5143\u7ec4\u548c\u5b57\u5178\u7b49\uff0c\u4f46\u5bf9\u4e8eNumPy\u6570\u7ec4\uff0c\u60a8\u53ef\u80fd\u9700\u8981\u4f7f\u7528<code>double()<\/code>\u6216<code>cell()<\/code>\u7b49\u51fd\u6570\u8fdb\u884c\u8f6c\u6362\uff0c\u4ee5\u786e\u4fdd\u6570\u636e\u80fd\u591f\u5728MATLAB\u4e2d\u6b63\u786e\u4f7f\u7528\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u5728MATLAB\u4e2d\u8c03\u7528Python\u6709\u51e0\u79cd\u65b9\u6cd5\uff0c\u4e3b\u8981\u5305\u62ec\u4f7f\u7528py\u547d\u4ee4\u3001\u4f7f\u7528system\u547d\u4ee4\u3001\u901a\u8fc7Python\u5f15\u64ce\u8c03 [&hellip;]","protected":false},"author":3,"featured_media":1154137,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1154128"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=1154128"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1154128\/revisions"}],"predecessor-version":[{"id":1154142,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1154128\/revisions\/1154142"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/1154137"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=1154128"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=1154128"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=1154128"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}