{"id":1009986,"date":"2024-12-27T11:16:51","date_gmt":"2024-12-27T03:16:51","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1009986.html"},"modified":"2024-12-27T11:16:54","modified_gmt":"2024-12-27T03:16:54","slug":"python%e5%a6%82%e4%bd%95%e8%ae%a9%e5%90%91%e9%87%8f%e7%9b%b8%e5%8a%a0","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1009986.html","title":{"rendered":"Python\u5982\u4f55\u8ba9\u5411\u91cf\u76f8\u52a0"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25084717\/01b1c658-41e7-4a87-8a33-cde56bdc2a4e.webp\" alt=\"Python\u5982\u4f55\u8ba9\u5411\u91cf\u76f8\u52a0\" \/><\/p>\n<p><p> <strong>Python\u4e2d\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528NumPy\u5e93\u3001\u5217\u8868\u63a8\u5bfc\u5f0f\u4ee5\u53ca\u4f7f\u7528zip\u51fd\u6570\u7b49\u65b9\u6cd5\u6765\u5b9e\u73b0\u5411\u91cf\u76f8\u52a0\u3002\u5176\u4e2d\uff0cNumPy\u5e93\u662f\u6700\u5e38\u7528\u4e14\u9ad8\u6548\u7684\u65b9\u6cd5\u3002<\/strong>\u4e0b\u9762\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u4f7f\u7528NumPy\u5e93\u5b9e\u73b0\u5411\u91cf\u76f8\u52a0\u7684\u65b9\u6cd5\uff0c\u5e76\u6bd4\u8f83\u5176\u4ed6\u65b9\u6cd5\u7684\u4f18\u7f3a\u70b9\u3002<\/p>\n<\/p>\n<p><p>\u4e00\u3001NUMPY\u5e93\u4e2d\u7684\u5411\u91cf\u76f8\u52a0<\/p>\n<\/p>\n<p><p>NumPy\u662f\u4e00\u4e2a\u5f3a\u5927\u7684Python\u5e93\uff0c\u4e13\u95e8\u7528\u4e8e\u5904\u7406\u5927\u578b\u6570\u7ec4\u548c\u77e9\u9635\u8fd0\u7b97\u3002\u5b83\u63d0\u4f9b\u4e86\u8bb8\u591a\u9ad8\u6548\u7684\u6570\u5b66\u51fd\u6570\uff0c\u53ef\u4ee5\u8f7b\u677e\u5730\u8fdb\u884c\u5411\u91cf\u3001\u77e9\u9635\u7b49\u7684\u52a0\u51cf\u4e58\u9664\u8fd0\u7b97\u3002\u5728NumPy\u4e2d\uff0c\u5411\u91cf\u662f\u4ee5\u4e00\u7ef4\u6570\u7ec4\u7684\u5f62\u5f0f\u8868\u793a\u7684\uff0c\u5411\u91cf\u76f8\u52a0\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u52a0\u53f7\u8fd0\u7b97\u7b26\u3002<\/p>\n<\/p>\n<ol>\n<li>\u5b89\u88c5\u548c\u5bfc\u5165NumPy<\/li>\n<\/ol>\n<p><p>\u5728\u4f7f\u7528NumPy\u4e4b\u524d\uff0c\u9700\u8981\u786e\u4fdd\u5b83\u5df2\u5b89\u88c5\u5728\u60a8\u7684Python\u73af\u5883\u4e2d\u3002\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5NumPy\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">pip install numpy<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u5728Python\u811a\u672c\u4e2d\u5bfc\u5165NumPy\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import numpy as np<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"2\">\n<li>\u4f7f\u7528NumPy\u8fdb\u884c\u5411\u91cf\u76f8\u52a0<\/li>\n<\/ol>\n<p><p>\u5047\u8bbe\u6211\u4eec\u6709\u4e24\u4e2a\u5411\u91cfa\u548cb\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528NumPy\u7684\u6570\u7ec4\u529f\u80fd\u8f7b\u677e\u5b9e\u73b0\u5b83\u4eec\u7684\u76f8\u52a0\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import numpy as np<\/p>\n<h2><strong>\u5b9a\u4e49\u4e24\u4e2a\u5411\u91cf<\/strong><\/h2>\n<p>a = np.array([1, 2, 3])<\/p>\n<p>b = np.array([4, 5, 6])<\/p>\n<h2><strong>\u5411\u91cf\u76f8\u52a0<\/strong><\/h2>\n<p>c = a + b<\/p>\n<p>print(&quot;\u5411\u91cf\u76f8\u52a0\u7ed3\u679c\uff1a&quot;, c)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u9996\u5148\u4f7f\u7528<code>np.array<\/code>\u51fd\u6570\u5b9a\u4e49\u4e86\u4e24\u4e2a\u5411\u91cf<code>a<\/code>\u548c<code>b<\/code>\uff0c\u7136\u540e\u4f7f\u7528\u52a0\u53f7\u8fd0\u7b97\u7b26\u8fdb\u884c\u5411\u91cf\u76f8\u52a0\uff0c\u5f97\u5230\u7ed3\u679c\u5411\u91cf<code>c<\/code>\u3002<\/p>\n<\/p>\n<ol start=\"3\">\n<li>\u4f18\u70b9<\/li>\n<\/ol>\n<p><p>\u4f7f\u7528NumPy\u8fdb\u884c\u5411\u91cf\u76f8\u52a0\u7684\u4f18\u70b9\u5728\u4e8e\u5176\u9ad8\u6548\u6027\u548c\u7b80\u6d01\u6027\u3002NumPy\u5e95\u5c42\u4f7f\u7528C\u8bed\u8a00\u5b9e\u73b0\uff0c\u80fd\u591f\u5728\u4e0d\u727a\u7272\u6027\u80fd\u7684\u60c5\u51b5\u4e0b\u63d0\u4f9b\u9ad8\u6548\u7684\u6570\u7ec4\u64cd\u4f5c\u3002\u6b64\u5916\uff0cNumPy\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u6570\u5b66\u51fd\u6570\uff0c\u80fd\u591f\u65b9\u4fbf\u5730\u8fdb\u884c\u5404\u79cd\u7ebf\u6027\u4ee3\u6570\u8fd0\u7b97\u3002<\/p>\n<\/p>\n<p><p>\u4e8c\u3001\u4f7f\u7528\u5217\u8868\u63a8\u5bfc\u5f0f\u5b9e\u73b0\u5411\u91cf\u76f8\u52a0<\/p>\n<\/p>\n<p><p>\u5728\u4e0d\u4f7f\u7528NumPy\u7684\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u5217\u8868\u63a8\u5bfc\u5f0f\u5b9e\u73b0\u5411\u91cf\u76f8\u52a0\u3002\u5217\u8868\u63a8\u5bfc\u5f0f\u662f\u4e00\u79cd\u7b80\u6d01\u7684Python\u8bed\u6cd5\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u5bf9\u5217\u8868\u8fdb\u884c\u5904\u7406\u3002<\/p>\n<\/p>\n<ol>\n<li>\u5217\u8868\u63a8\u5bfc\u5f0f\u5b9e\u73b0\u5411\u91cf\u76f8\u52a0<\/li>\n<\/ol>\n<p><pre><code class=\"language-python\"># \u5b9a\u4e49\u4e24\u4e2a\u5411\u91cf<\/p>\n<p>a = [1, 2, 3]<\/p>\n<p>b = [4, 5, 6]<\/p>\n<h2><strong>\u4f7f\u7528\u5217\u8868\u63a8\u5bfc\u5f0f\u8fdb\u884c\u5411\u91cf\u76f8\u52a0<\/strong><\/h2>\n<p>c = [a_i + b_i for a_i, b_i in zip(a, b)]<\/p>\n<p>print(&quot;\u5411\u91cf\u76f8\u52a0\u7ed3\u679c\uff1a&quot;, c)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528<code>zip<\/code>\u51fd\u6570\u5c06\u4e24\u4e2a\u5411\u91cf<code>a<\/code>\u548c<code>b<\/code>\u6253\u5305\u6210\u4e00\u4e2a\u5143\u7ec4\uff0c\u7136\u540e\u4f7f\u7528\u5217\u8868\u63a8\u5bfc\u5f0f\u8fdb\u884c\u5143\u7d20\u7ea7\u7684\u52a0\u6cd5\u8fd0\u7b97\u3002<\/p>\n<\/p>\n<ol start=\"2\">\n<li>\u4f18\u7f3a\u70b9<\/li>\n<\/ol>\n<p><p>\u4f7f\u7528\u5217\u8868\u63a8\u5bfc\u5f0f\u8fdb\u884c\u5411\u91cf\u76f8\u52a0\u7684\u4f18\u70b9\u5728\u4e8e\u4e0d\u4f9d\u8d56\u4e8e\u5916\u90e8\u5e93\uff0c\u9002\u5408\u5728\u4e0d\u65b9\u4fbf\u5b89\u88c5NumPy\u7684\u73af\u5883\u4e2d\u4f7f\u7528\u3002\u7136\u800c\uff0c\u4e0eNumPy\u76f8\u6bd4\uff0c\u5217\u8868\u63a8\u5bfc\u5f0f\u5728\u5904\u7406\u5927\u578b\u6570\u636e\u65f6\u6027\u80fd\u8f83\u4f4e\uff0c\u56e0\u4e3a\u5b83\u7f3a\u5c11NumPy\u7684\u5e95\u5c42\u4f18\u5316\u3002<\/p>\n<\/p>\n<p><p>\u4e09\u3001\u4f7f\u7528ZIP\u51fd\u6570\u548c\u5217\u8868\u5b9e\u73b0\u5411\u91cf\u76f8\u52a0<\/p>\n<\/p>\n<p><p>\u9664\u4e86\u5217\u8868\u63a8\u5bfc\u5f0f\u4e4b\u5916\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u4f7f\u7528<code>zip<\/code>\u51fd\u6570\u548c\u4f20\u7edf\u7684for\u5faa\u73af\u5b9e\u73b0\u5411\u91cf\u76f8\u52a0\u3002<\/p>\n<\/p>\n<ol>\n<li>\u4f7f\u7528ZIP\u51fd\u6570\u548c\u5217\u8868\u5b9e\u73b0\u5411\u91cf\u76f8\u52a0<\/li>\n<\/ol>\n<p><pre><code class=\"language-python\"># \u5b9a\u4e49\u4e24\u4e2a\u5411\u91cf<\/p>\n<p>a = [1, 2, 3]<\/p>\n<p>b = [4, 5, 6]<\/p>\n<h2><strong>\u4f7f\u7528ZIP\u51fd\u6570\u548c\u5217\u8868\u5b9e\u73b0\u5411\u91cf\u76f8\u52a0<\/strong><\/h2>\n<p>c = []<\/p>\n<p>for a_i, b_i in zip(a, b):<\/p>\n<p>    c.append(a_i + b_i)<\/p>\n<p>print(&quot;\u5411\u91cf\u76f8\u52a0\u7ed3\u679c\uff1a&quot;, c)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528<code>zip<\/code>\u51fd\u6570\u5c06\u4e24\u4e2a\u5411\u91cf<code>a<\/code>\u548c<code>b<\/code>\u6253\u5305\u6210\u4e00\u4e2a\u5143\u7ec4\uff0c\u7136\u540e\u4f7f\u7528for\u5faa\u73af\u8fdb\u884c\u5143\u7d20\u7ea7\u7684\u52a0\u6cd5\u8fd0\u7b97\uff0c\u5e76\u5c06\u7ed3\u679c\u8ffd\u52a0\u5230\u5217\u8868<code>c<\/code>\u4e2d\u3002<\/p>\n<\/p>\n<ol start=\"2\">\n<li>\u4f18\u7f3a\u70b9<\/li>\n<\/ol>\n<p><p>\u4f7f\u7528<code>zip<\/code>\u51fd\u6570\u548c\u5217\u8868\u5b9e\u73b0\u5411\u91cf\u76f8\u52a0\u7684\u4f18\u70b9\u5728\u4e8e\u4ee3\u7801\u7ed3\u6784\u6e05\u6670\uff0c\u6613\u4e8e\u7406\u89e3\u3002\u7136\u800c\uff0c\u4e0eNumPy\u76f8\u6bd4\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5728\u5904\u7406\u5927\u578b\u6570\u636e\u65f6\u6027\u80fd\u8f83\u4f4e\u3002<\/p>\n<\/p>\n<p><p>\u56db\u3001NUMPY\u4e0e\u5176\u4ed6\u65b9\u6cd5\u7684\u6027\u80fd\u5bf9\u6bd4<\/p>\n<\/p>\n<p><p>\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3NumPy\u5728\u5411\u91cf\u76f8\u52a0\u4e2d\u7684\u4f18\u52bf\uff0c\u6211\u4eec\u53ef\u4ee5\u8fdb\u884c\u4e00\u4e2a\u7b80\u5355\u7684\u6027\u80fd\u5bf9\u6bd4\u6d4b\u8bd5\u3002<\/p>\n<\/p>\n<ol>\n<li>\u6027\u80fd\u6d4b\u8bd5\u4ee3\u7801<\/li>\n<\/ol>\n<p><pre><code class=\"language-python\">import numpy as np<\/p>\n<p>import time<\/p>\n<h2><strong>\u5b9a\u4e49\u4e24\u4e2a\u5927\u578b\u5411\u91cf<\/strong><\/h2>\n<p>a = np.random.rand(1000000)<\/p>\n<p>b = np.random.rand(1000000)<\/p>\n<h2><strong>\u4f7f\u7528NumPy\u8fdb\u884c\u5411\u91cf\u76f8\u52a0<\/strong><\/h2>\n<p>start_time = time.time()<\/p>\n<p>c = a + b<\/p>\n<p>end_time = time.time()<\/p>\n<p>print(&quot;NumPy\u5411\u91cf\u76f8\u52a0\u8017\u65f6\uff1a&quot;, end_time - start_time)<\/p>\n<h2><strong>\u4f7f\u7528\u5217\u8868\u63a8\u5bfc\u5f0f\u8fdb\u884c\u5411\u91cf\u76f8\u52a0<\/strong><\/h2>\n<p>a = a.tolist()<\/p>\n<p>b = b.tolist()<\/p>\n<p>start_time = time.time()<\/p>\n<p>c = [a_i + b_i for a_i, b_i in zip(a, b)]<\/p>\n<p>end_time = time.time()<\/p>\n<p>print(&quot;\u5217\u8868\u63a8\u5bfc\u5f0f\u5411\u91cf\u76f8\u52a0\u8017\u65f6\uff1a&quot;, end_time - start_time)<\/p>\n<h2><strong>\u4f7f\u7528ZIP\u51fd\u6570\u548c\u5217\u8868\u8fdb\u884c\u5411\u91cf\u76f8\u52a0<\/strong><\/h2>\n<p>start_time = time.time()<\/p>\n<p>c = []<\/p>\n<p>for a_i, b_i in zip(a, b):<\/p>\n<p>    c.append(a_i + b_i)<\/p>\n<p>end_time = time.time()<\/p>\n<p>print(&quot;ZIP\u51fd\u6570\u548c\u5217\u8868\u5411\u91cf\u76f8\u52a0\u8017\u65f6\uff1a&quot;, end_time - start_time)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"2\">\n<li>\u7ed3\u679c\u5206\u6790<\/li>\n<\/ol>\n<p><p>\u5728\u8fd0\u884c\u4e0a\u8ff0\u4ee3\u7801\u540e\uff0c\u6211\u4eec\u901a\u5e38\u4f1a\u53d1\u73b0NumPy\u8fdb\u884c\u5411\u91cf\u76f8\u52a0\u7684\u8017\u65f6\u6700\u77ed\u3002\u8fd9\u662f\u56e0\u4e3aNumPy\u5728\u5e95\u5c42\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u80fd\u591f\u9ad8\u6548\u5730\u5904\u7406\u5927\u578b\u6570\u7ec4\u8fd0\u7b97\u3002\u800c\u5217\u8868\u63a8\u5bfc\u5f0f\u548c<code>zip<\/code>\u51fd\u6570\u4e0e\u5217\u8868\u7684\u7ec4\u5408\u5219\u7531\u4e8ePython\u672c\u8eab\u7684\u89e3\u91ca\u5668\u7279\u6027\uff0c\u5904\u7406\u901f\u5ea6\u76f8\u5bf9\u8f83\u6162\u3002<\/p>\n<\/p>\n<p><p>\u901a\u8fc7\u4e0a\u8ff0\u5206\u6790\u53ef\u4ee5\u770b\u51fa\uff0c<strong>\u5728Python\u4e2d\u8fdb\u884c\u5411\u91cf\u76f8\u52a0\u65f6\uff0c\u4f7f\u7528NumPy\u5e93\u662f\u6700\u4e3a\u63a8\u8350\u7684\u65b9\u6cd5<\/strong>\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u5927\u578b\u6570\u636e\u65f6\u3002NumPy\u4e0d\u4ec5\u63d0\u4f9b\u4e86\u4fbf\u6377\u7684\u6570\u7ec4\u64cd\u4f5c\u63a5\u53e3\uff0c\u8fd8\u5177\u5907\u6781\u9ad8\u7684\u8ba1\u7b97\u6548\u7387\uff0c\u9002\u5408\u7528\u4e8e\u79d1\u5b66\u8ba1\u7b97\u3001\u6570\u636e\u5206\u6790\u7b49\u9886\u57df\u3002\u867d\u7136\u5217\u8868\u63a8\u5bfc\u5f0f\u548c<code>zip<\/code>\u51fd\u6570\u4e0e\u5217\u8868\u7684\u7ec4\u5408\u5728\u5c0f\u89c4\u6a21\u6570\u636e\u5904\u7406\u4e2d\u4e5f\u80fd\u5b8c\u6210\u4efb\u52a1\uff0c\u4f46\u5728\u6027\u80fd\u4e0a\u4e0d\u53caNumPy\u3002\u65e0\u8bba\u662f\u4ece\u4ee3\u7801\u7b80\u6d01\u6027\u8fd8\u662f\u6267\u884c\u6548\u7387\u7684\u89d2\u5ea6\u8003\u8651\uff0cNumPy\u90fd\u662f\u8fdb\u884c\u5411\u91cf\u76f8\u52a0\u7684\u9996\u9009\u5de5\u5177\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>Python\u4e2d\u4f7f\u7528\u54ea\u4e9b\u5e93\u53ef\u4ee5\u5b9e\u73b0\u5411\u91cf\u76f8\u52a0\uff1f<\/strong><br \/>\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u591a\u4e2a\u5e93\u6765\u5b9e\u73b0\u5411\u91cf\u76f8\u52a0\u3002\u6700\u5e38\u7528\u7684\u5e93\u662fNumPy\uff0c\u5b83\u63d0\u4f9b\u4e86\u9ad8\u6548\u7684\u6570\u7ec4\u5904\u7406\u529f\u80fd\u3002\u901a\u8fc7NumPy\u7684<code>numpy.add()<\/code>\u6216\u7b80\u5355\u7684\u52a0\u6cd5\u8fd0\u7b97\u7b26<code>+<\/code>\uff0c\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u5730\u5c06\u4e24\u4e2a\u5411\u91cf\u76f8\u52a0\u3002\u6b64\u5916\uff0cPython\u7684\u6807\u51c6\u5e93\u4e5f\u53ef\u4ee5\u4f7f\u7528\u5217\u8868\u548c\u5faa\u73af\u5b9e\u73b0\u5411\u91cf\u76f8\u52a0\uff0c\u867d\u7136\u6548\u7387\u8f83\u4f4e\uff0c\u4f46\u5bf9\u4e8e\u5c0f\u89c4\u6a21\u7684\u6570\u636e\u4e5f\u80fd\u6ee1\u8db3\u9700\u6c42\u3002<\/p>\n<p><strong>\u5982\u4f55\u4f7f\u7528NumPy\u5b9e\u73b0\u5411\u91cf\u76f8\u52a0\u7684\u793a\u4f8b\u4ee3\u7801\uff1f<\/strong><br \/>\u4f7f\u7528NumPy\u8fdb\u884c\u5411\u91cf\u76f8\u52a0\u975e\u5e38\u7b80\u5355\u3002\u9996\u5148\uff0c\u786e\u4fdd\u5df2\u5b89\u88c5NumPy\u5e93\u3002\u53ef\u4ee5\u901a\u8fc7<code>pip install numpy<\/code>\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n<pre><code class=\"language-python\">import numpy as np\n\n# \u521b\u5efa\u4e24\u4e2a\u5411\u91cf\nvector1 = np.array([1, 2, 3])\nvector2 = np.array([4, 5, 6])\n\n# \u5411\u91cf\u76f8\u52a0\nresult = vector1 + vector2\nprint(result)  # \u8f93\u51fa: [5 7 9]\n<\/code><\/pre>\n<p>\u8fd9\u4e2a\u4ee3\u7801\u7247\u6bb5\u5c55\u793a\u4e86\u5982\u4f55\u521b\u5efa\u4e24\u4e2aNumPy\u6570\u7ec4\u5e76\u5c06\u5b83\u4eec\u76f8\u52a0\uff0c\u7ed3\u679c\u662f\u4e00\u4e2a\u65b0\u7684\u6570\u7ec4\uff0c\u5305\u542b\u4e86\u5bf9\u5e94\u5143\u7d20\u7684\u548c\u3002<\/p>\n<p><strong>\u5728Python\u4e2d\uff0c\u5411\u91cf\u76f8\u52a0\u7684\u6548\u7387\u5982\u4f55\uff1f<\/strong><br \/>\u5728Python\u4e2d\uff0c\u5411\u91cf\u76f8\u52a0\u7684\u6548\u7387\u53d6\u51b3\u4e8e\u6240\u4f7f\u7528\u7684\u65b9\u6cd5\u3002\u4f7f\u7528NumPy\u8fdb\u884c\u5411\u91cf\u76f8\u52a0\u662f\u975e\u5e38\u9ad8\u6548\u7684\uff0c\u56e0\u4e3a\u5b83\u5e95\u5c42\u662f\u7528C\u8bed\u8a00\u5b9e\u73b0\u7684\uff0c\u80fd\u591f\u5229\u7528\u5411\u91cf\u5316\u64cd\u4f5c\uff0c\u51cf\u5c11\u5faa\u73af\u7684\u5f00\u9500\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4f7f\u7528Python\u7684\u5185\u7f6e\u5217\u8868\u548c\u624b\u52a8\u5faa\u73af\u65b9\u5f0f\u8fdb\u884c\u5411\u91cf\u76f8\u52a0\u4f1a\u663e\u8457\u51cf\u6162\u5904\u7406\u901f\u5ea6\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u65f6\u3002\u56e0\u6b64\uff0c\u5efa\u8bae\u5728\u5904\u7406\u5927\u91cf\u6570\u636e\u65f6\u4f18\u5148\u9009\u62e9NumPy\u7b49\u79d1\u5b66\u8ba1\u7b97\u5e93\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"Python\u4e2d\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528NumPy\u5e93\u3001\u5217\u8868\u63a8\u5bfc\u5f0f\u4ee5\u53ca\u4f7f\u7528zip\u51fd\u6570\u7b49\u65b9\u6cd5\u6765\u5b9e\u73b0\u5411\u91cf\u76f8\u52a0\u3002\u5176\u4e2d\uff0cNumPy\u5e93\u662f [&hellip;]","protected":false},"author":3,"featured_media":1009997,"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\/1009986"}],"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=1009986"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1009986\/revisions"}],"predecessor-version":[{"id":1009999,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1009986\/revisions\/1009999"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/1009997"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=1009986"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=1009986"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=1009986"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}