{"id":1012441,"date":"2024-12-27T11:38:59","date_gmt":"2024-12-27T03:38:59","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1012441.html"},"modified":"2024-12-27T11:39:04","modified_gmt":"2024-12-27T03:39:04","slug":"python%e4%b8%ad%e5%a6%82%e4%bd%95%e5%af%bc%e5%85%a5matlab","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1012441.html","title":{"rendered":"python\u4e2d\u5982\u4f55\u5bfc\u5165matlab"},"content":{"rendered":"

\"python\u4e2d\u5982\u4f55\u5bfc\u5165matlab\"<\/p>\n

\u5728Python\u4e2d\u5bfc\u5165MATLAB\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u51e0\u79cd\u65b9\u5f0f\uff1a\u4f7f\u7528MATLAB Engine API\u3001\u4f7f\u7528Scipy\u7684io\u6a21\u5757\u3001\u4f7f\u7528h5py\u5e93\u8bfb\u53d6MAT\u6587\u4ef6\u3002<\/strong> \u5176\u4e2d\uff0cMATLAB Engine API<\/strong> \u662f\u6700\u5e38\u7528\u7684\u65b9\u6cd5\uff0c\u5b83\u5141\u8bb8Python\u76f4\u63a5\u8c03\u7528MATLAB\u547d\u4ee4\u5e76\u4f7f\u7528MATLAB\u7684\u5de5\u5177\u7bb1\u3002\u5b83\u9700\u8981\u5728\u7cfb\u7edf\u4e0a\u5b89\u88c5MATLAB\u5e76\u8bbe\u7f6e\u76f8\u5e94\u7684\u8def\u5f84\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u5c06\u8be6\u7ec6\u63cf\u8ff0\u5982\u4f55\u4f7f\u7528MATLAB Engine API\u6765\u5bfc\u5165\u548c\u4f7f\u7528MATLAB\u3002<\/p>\n<\/p>\n

\u4e00\u3001MATLAB ENGINE API\u7684\u5b89\u88c5\u4e0e\u914d\u7f6e<\/p>\n<\/p>\n

MATLAB Engine API\u63d0\u4f9b\u4e86\u4e00\u4e2a\u76f4\u63a5\u5728Python\u4e2d\u8c03\u7528MATLAB\u7684\u63a5\u53e3\uff0c\u8fd9\u6837\u5c31\u53ef\u4ee5\u5728Python\u811a\u672c\u4e2d\u6267\u884cMATLAB\u547d\u4ee4\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528MATLAB Engine API\u7684\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n

    \n
  1. \n

    \u5b89\u88c5MATLAB Engine API<\/strong>
    \u9996\u5148\uff0c\u786e\u4fdd\u4f60\u7684\u8ba1\u7b97\u673a\u4e0a\u5df2\u7ecf\u5b89\u88c5\u4e86MATLAB\uff0c\u5e76\u4e14\u5b89\u88c5\u8def\u5f84\u5df2\u6dfb\u52a0\u5230\u7cfb\u7edf\u7684\u73af\u5883\u53d8\u91cf\u4e2d\u3002MATLAB\u7684\u5b89\u88c5\u5305\u4e2d\u81ea\u5e26\u4e86MATLAB Engine API for Python\u7684\u5b89\u88c5\u6587\u4ef6\uff0c\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u8fdb\u884c\u5b89\u88c5\uff1a<\/p>\n<\/p>\n

      \n
    • \u6253\u5f00MATLAB\uff0c\u8f93\u5165\u547d\u4ee4 cd (fullfile(matlabroot,'extern','engines','python'))<\/code>\uff0c\u8fdb\u5165\u5230MATLAB Engine API\u7684\u5b89\u88c5\u76ee\u5f55\u3002<\/li>\n
    • \u7136\u540e\u8f93\u5165\u547d\u4ee4 system('python setup.py install')<\/code>\uff0c\u8fd9\u5c06\u4f1a\u5728\u4f60\u7684Python\u73af\u5883\u4e2d\u5b89\u88c5MATLAB Engine API\u3002<\/li>\n<\/ul>\n<\/li>\n
    • \n

      \u9a8c\u8bc1\u5b89\u88c5<\/strong>
      \u5b8c\u6210\u5b89\u88c5\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7Python\u547d\u4ee4\u884c\u6216IDE\u4e2d\u8f93\u5165 import matlab.engine<\/code> \u6765\u9a8c\u8bc1\u5b89\u88c5\u662f\u5426\u6210\u529f\u3002\u5982\u679c\u6ca1\u6709\u9519\u8bef\u4fe1\u606f\uff0c\u8bf4\u660e\u5b89\u88c5\u6210\u529f\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n

      \u4e8c\u3001\u4f7f\u7528MATLAB ENGINE API\u8fdb\u884c\u57fa\u672c\u64cd\u4f5c<\/p>\n<\/p>\n

        \n
      1. \n

        \u542f\u52a8MATLAB\u5f15\u64ce<\/strong>
        \u5728Python\u4e2d\u4f7f\u7528MATLAB\u529f\u80fd\u4e4b\u524d\uff0c\u9700\u8981\u5148\u542f\u52a8MATLAB\u5f15\u64ce\u3002\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u4ee3\u7801\u542f\u52a8\uff1a<\/p>\n<\/p>\n

        import matlab.engine<\/p>\n
        eng = matlab.engine.start_matlab()<\/p>\n
        <\/code><\/pre>\n<\/p>\n
        \u8fd9\u6bb5\u4ee3\u7801\u542f\u52a8\u4e86\u4e00\u4e2aMATLAB\u8fdb\u7a0b\uff0c\u5e76\u8fd4\u56de\u4e00\u4e2a\u5f15\u64ce\u5bf9\u8c61 eng<\/code>\uff0c\u901a\u8fc7\u8fd9\u4e2a\u5bf9\u8c61\u53ef\u4ee5\u8c03\u7528MATLAB\u51fd\u6570\u3002<\/p>\n<\/p>\n<\/li>\n
      2. \n
        \u8c03\u7528MATLAB\u51fd\u6570<\/strong>
        \u542f\u52a8\u5f15\u64ce\u540e\uff0c\u5c31\u53ef\u4ee5\u901a\u8fc7\u5f15\u64ce\u5bf9\u8c61\u8c03\u7528MATLAB\u4e2d\u7684\u51fd\u6570\u3002\u4f8b\u5982\uff1a<\/p>\n<\/p>\n
        result = eng.sqrt(4.0)<\/p>\n
        print(result)  # \u8f93\u51fa: 2.0<\/p>\n
        <\/code><\/pre>\n<\/p>\n
        \u8fd9\u6bb5\u4ee3\u7801\u8c03\u7528\u4e86MATLAB\u7684 sqrt<\/code> \u51fd\u6570\u8ba1\u7b974.0\u7684\u5e73\u65b9\u6839\u3002<\/p>\n<\/p>\n<\/li>\n
      3. \n
        \u4f20\u9012\u6570\u636e<\/strong>
        Python\u548cMATLAB\u4e4b\u95f4\u7684\u6570\u636e\u4f20\u9012\u662fMATLAB Engine API\u7684\u4e00\u4e2a\u91cd\u8981\u7279\u6027\u3002\u53ef\u4ee5\u901a\u8fc7\u5c06Python\u7684\u5217\u8868\u6216\u6570\u7ec4\u8f6c\u6362\u4e3aMATLAB\u7684\u6570\u7ec4\u6765\u5b9e\u73b0\u3002<\/p>\n<\/p>\n
        import numpy as np<\/p>\n
        data = np.array([1, 2, 3, 4])<\/p>\n
        matlab_data = matlab.double(data.tolist())<\/p>\n
        result = eng.sum(matlab_data)<\/p>\n
        print(result)  # \u8f93\u51fa: 10.0<\/p>\n
        <\/code><\/pre>\n<\/p>\n
        \u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0cPython\u7684 numpy<\/code> \u6570\u7ec4\u88ab\u8f6c\u6362\u4e3aMATLAB\u7684 double<\/code> \u7c7b\u578b\uff0c\u7136\u540e\u4f20\u9012\u7ed9MATLAB\u7684 sum<\/code> \u51fd\u6570\u8fdb\u884c\u6c42\u548c\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n
        \u4e09\u3001MATLAB\u4e0ePYTHON\u7684\u6570\u636e\u7c7b\u578b\u8f6c\u6362<\/p>\n<\/p>\n
        MATLAB Engine API\u652f\u6301\u591a\u79cdMATLAB\u4e0ePython\u6570\u636e\u7c7b\u578b\u4e4b\u95f4\u7684\u8f6c\u6362\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5e38\u89c1\u7684\u6570\u636e\u7c7b\u578b\u8f6c\u6362\uff1a<\/p>\n<\/p>\n
          \n
        1. \n
          \u57fa\u672c\u7c7b\u578b\u8f6c\u6362<\/strong>  <\/p>\n<\/p>\n
            \n
          • Python\u7684int<\/strong> \u8f6c\u6362\u4e3a MATLAB\u7684int32<\/strong><\/li>\n
          • Python\u7684float<\/strong> \u8f6c\u6362\u4e3a MATLAB\u7684double<\/strong><\/li>\n
          • Python\u7684str<\/strong> \u8f6c\u6362\u4e3a MATLAB\u7684char<\/strong><\/li>\n<\/ul>\n<\/li>\n
          • \n
            \u6570\u7ec4\u4e0e\u77e9\u9635\u8f6c\u6362<\/strong>  <\/p>\n<\/p>\n
              \n
            • Python\u7684list\u6216tuple<\/strong> \u8f6c\u6362\u4e3a MATLAB\u7684cell array<\/strong><\/li>\n
            • Python\u7684numpy array<\/strong> \u8f6c\u6362\u4e3a MATLAB\u7684numeric array<\/strong><\/li>\n<\/ul>\n
              \u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cMATLAB\u4e2d\u7684\u6570\u7ec4\u662f\u5217\u4f18\u5148\u7684\uff0c\u800cPython\u4e2d\u7684\u6570\u7ec4\u662f\u884c\u4f18\u5148\u7684\u3002\u56e0\u6b64\u5728\u8fdb\u884c\u591a\u7ef4\u6570\u7ec4\u8f6c\u6362\u65f6\u9700\u8981\u7279\u522b\u6ce8\u610f\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n
              \u56db\u3001\u5904\u7406MATLAB\u7684\u8f93\u51fa<\/p>\n<\/p>\n
                \n
              1. \n
                \u5355\u4e2a\u8fd4\u56de\u503c<\/strong>
                MATLAB\u7684\u51fd\u6570\u901a\u5e38\u8fd4\u56de\u591a\u4e2a\u503c\uff0c\u4f7f\u7528MATLAB Engine API\u65f6\uff0c\u53ef\u4ee5\u901a\u8fc7\u6307\u5b9a\u591a\u4e2a\u53d8\u91cf\u6765\u63a5\u6536\u8fd4\u56de\u503c\u3002\u4f8b\u5982\uff1a<\/p>\n<\/p>\n
                a, b = eng.max([1, 2, 3, 4, 5], nargout=2)<\/p>\n
                print(a, b)  # \u8f93\u51fa: 5.0 5<\/p>\n
                <\/code><\/pre>\n<\/p>\n
                \u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c nargout=2<\/code> \u8868\u793a\u671f\u671b\u63a5\u6536\u4e24\u4e2a\u8fd4\u56de\u503c\u3002<\/p>\n<\/p>\n<\/li>\n
              2. \n
                \u5904\u7406\u9519\u8bef<\/strong>
                \u5728\u8c03\u7528MATLAB\u51fd\u6570\u65f6\u53ef\u80fd\u4f1a\u9047\u5230\u9519\u8bef\uff0c\u53ef\u4ee5\u4f7f\u7528Python\u7684 try...except<\/code> \u8bed\u53e5\u8fdb\u884c\u6355\u83b7\u548c\u5904\u7406\u3002<\/p>\n<\/p>\n
                try:<\/p>\n
                    eng.error_function()<\/p>\n
                except matlab.engine.MatlabExecutionError as e:<\/p>\n
                    print("Error: ", e)<\/p>\n
                <\/code><\/pre>\n<\/p>\n<\/li>\n<\/ol>\n
                \u4e94\u3001\u6027\u80fd\u4f18\u5316\u4e0e\u6ce8\u610f\u4e8b\u9879<\/p>\n<\/p>\n
                  \n
                1. \n
                  \u5f15\u64ce\u7684\u542f\u52a8\u65f6\u95f4<\/strong>
                  \u542f\u52a8MATLAB\u5f15\u64ce\u662f\u4e00\u4e2a\u8017\u65f6\u7684\u64cd\u4f5c\uff0c\u53ef\u4ee5\u901a\u8fc7\u542f\u52a8\u540e\u4fdd\u6301\u5f15\u64ce\u6253\u5f00\u6765\u51cf\u5c11\u591a\u6b21\u8c03\u7528\u65f6\u7684\u542f\u52a8\u65f6\u95f4\u3002<\/p>\n<\/p>\n<\/li>\n
                2. \n
                  \u6570\u636e\u4f20\u8f93\u7684\u5f00\u9500<\/strong>
                  \u5728MATLAB\u4e0ePython\u4e4b\u95f4\u4f20\u9012\u5927\u91cf\u6570\u636e\u65f6\uff0c\u53ef\u80fd\u4f1a\u6709\u8f83\u9ad8\u7684\u5f00\u9500\u3002\u5efa\u8bae\u5728MATLAB\u4e2d\u8fdb\u884c\u6570\u636e\u5bc6\u96c6\u578b\u8fd0\u7b97\uff0c\u7136\u540e\u5c06\u7ed3\u679c\u4f20\u56dePython\u3002<\/p>\n<\/p>\n<\/li>\n
                3. \n
                  \u5e76\u884c\u8ba1\u7b97<\/strong>
                  MATLAB\u5f15\u64ce\u652f\u6301\u5728\u4e0d\u540c\u7684\u7ebf\u7a0b\u4e2d\u8fd0\u884c\u591a\u4e2aMATLAB\u4f1a\u8bdd\uff0c\u53ef\u4ee5\u901a\u8fc7 start_matlab<\/code> \u51fd\u6570\u7684\u53c2\u6570 background=True<\/code> \u6765\u542f\u7528\u540e\u53f0\u8fd0\u884c\u6a21\u5f0f\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n
                  \u516d\u3001\u5176\u4ed6MATLAB\u4e0ePYTHON\u4ea4\u4e92\u7684\u65b9\u6cd5<\/p>\n<\/p>\n
                  \u9664\u4e86\u4f7f\u7528MATLAB Engine API\u5916\uff0c\u8fd8\u6709\u5176\u4ed6\u51e0\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5b9e\u73b0MATLAB\u548cPython\u7684\u4ea4\u4e92\uff1a<\/p>\n<\/p>\n
                    \n
                  1. \n
                    Scipy\u7684io\u6a21\u5757<\/strong>
                    Scipy\u5e93\u4e2d\u7684 io<\/code> \u6a21\u5757\u63d0\u4f9b\u4e86\u8bfb\u53d6\u548c\u5199\u5165MAT\u6587\u4ef6\u7684\u529f\u80fd\uff0c\u53ef\u4ee5\u7528\u4e8e\u6570\u636e\u7684\u4ea4\u6362\u3002<\/p>\n<\/p>\n
                    from scipy.io import loadmat, savemat<\/p>\n
                    data = loadmat('data.mat')<\/p>\n
                    savemat('output.mat', {'data': data})<\/p>\n
                    <\/code><\/pre>\n<\/p>\n<\/li>\n
                  2. \n
                    h5py\u5e93<\/strong>
                    \u5bf9\u4e8e\u4f7f\u7528HDF5\u683c\u5f0f\u7684MAT\u6587\u4ef6\uff0c\u53ef\u4ee5\u4f7f\u7528 h5py<\/code> \u5e93\u8fdb\u884c\u8bfb\u53d6\u548c\u5199\u5165\u3002<\/p>\n<\/p>\n
                    import h5py<\/p>\n
                    with h5py.File('data.mat', 'r') as f:<\/p>\n
                        data = f['dataset_name'][:]<\/p>\n
                    <\/code><\/pre>\n<\/p>\n<\/li>\n
                  3. \n
                    MATLAB Production Server<\/strong>
                    \u5982\u679c\u9700\u8981\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u90e8\u7f72MATLAB\u7b97\u6cd5\uff0c\u53ef\u4ee5\u4f7f\u7528MATLAB Production Server\u6765\u63d0\u4f9b\u670d\u52a1\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n
                    \u901a\u8fc7\u4ee5\u4e0a\u65b9\u6cd5\uff0cPython\u7528\u6237\u53ef\u4ee5\u9ad8\u6548\u5730\u5229\u7528MATLAB\u7684\u5f3a\u5927\u529f\u80fd\uff0c\u4ece\u800c\u5728\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\u4e2d\u5b9e\u73b0\u7075\u6d3b\u7684\u89e3\u51b3\u65b9\u6848\u3002\u65e0\u8bba\u662f\u6570\u636e\u5206\u6790\u3001\u79d1\u5b66\u8ba1\u7b97\u8fd8\u662f\u5de5\u7a0b\u5e94\u7528\uff0cMATLAB\u548cPython\u7684\u7ed3\u5408\u90fd\u80fd\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u5f3a\u5927\u7684\u652f\u6301\u3002<\/p>\n<\/p>\n
                    \u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
                     \u5982\u4f55\u5728Python\u4e2d\u8c03\u7528MATLAB\u51fd\u6570\uff1f<\/strong>
                    \u5728Python\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528matlab.engine<\/code>\u6a21\u5757\u6765\u8c03\u7528MATLAB\u51fd\u6570\u3002\u9996\u5148\u9700\u8981\u5b89\u88c5MATLAB Engine API for Python\u3002\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u5bfc\u5165MATLAB\u5e76\u8c03\u7528\u76f8\u5e94\u7684\u51fd\u6570\uff1a  <\/p>\n
                      \n
                    1. \u5bfc\u5165MATLAB\u5f15\u64ce\uff1aimport matlab.engine<\/code>  <\/li>\n
                    2. \u542f\u52a8MATLAB\u5f15\u64ce\uff1aeng = matlab.engine.start_matlab()<\/code>  <\/li>\n
                    3. \u8c03\u7528MATLAB\u51fd\u6570\uff0c\u4f8b\u5982\uff1aresult = eng.your_function_name(arguments)<\/code>\u3002  <\/li>\n
                    4. \u5b8c\u6210\u540e\uff0c\u8bb0\u5f97\u5173\u95edMATLAB\u5f15\u64ce\uff1aeng.quit()<\/code>\u3002<\/li>\n<\/ol>\n
                      \u5728Python\u4e2d\u5982\u4f55\u5904\u7406MATLAB\u751f\u6210\u7684\u6570\u636e\uff1f<\/strong>
                      MATLAB\u751f\u6210\u7684\u6570\u636e\u901a\u5e38\u53ef\u4ee5\u901a\u8fc7scipy.io<\/code>\u6a21\u5757\u4e2d\u7684loadmat<\/code>\u548csavemat<\/code>\u51fd\u6570\u8fdb\u884c\u5904\u7406\u3002\u8fd9\u4e9b\u51fd\u6570\u53ef\u4ee5\u8bfb\u53d6\u548c\u5199\u5165MATLAB\u7684.mat<\/code>\u6587\u4ef6\u683c\u5f0f\u3002\u4f7f\u7528loadmat<\/code>\u53ef\u4ee5\u5c06MATLAB\u6570\u636e\u52a0\u8f7d\u5230Python\u4e2d\u4e3a\u5b57\u5178\u683c\u5f0f\uff0c\u800csavemat<\/code>\u5219\u53ef\u4ee5\u5c06Python\u4e2d\u7684\u6570\u636e\u4fdd\u5b58\u4e3a.mat<\/code>\u6587\u4ef6\uff0c\u786e\u4fdd\u6570\u636e\u5728\u4e24\u4e2a\u73af\u5883\u4e4b\u95f4\u987a\u5229\u6d41\u52a8\u3002<\/p>\n
                      \u662f\u5426\u53ef\u4ee5\u5728Python\u4e2d\u66ff\u4ee3MATLAB\u7684\u529f\u80fd\uff1f<\/strong>
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