{"id":80277,"date":"2026-03-04T20:19:12","date_gmt":"2026-03-04T12:19:12","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/80277.html"},"modified":"2026-03-04T20:19:12","modified_gmt":"2026-03-04T12:19:12","slug":"milvus%e6%95%b0%e6%8d%ae%e5%ba%93%e7%ae%80%e4%bb%8b%e5%92%8c%e8%bf%9e%e6%8e%a5%e6%93%8d%e4%bd%9c","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/80277.html","title":{"rendered":"milvus\u6570\u636e\u5e93\u7b80\u4ecb\u548c\u8fde\u63a5\u64cd\u4f5c"},"content":{"rendered":"<h2 id=\"1milvus-\u6982\u8ff0\">1\u3001Milvus \u6982\u8ff0<\/h2>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u5411\u91cf\u662f\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u8f93\u51fa\u6570\u636e\u683c\u5f0f&#xff0c;\u53ef\u4ee5\u6709\u6548\u5730\u5bf9\u4fe1\u606f\u8fdb\u884c\u7f16\u7801&#xff0c;\u5728\u77e5\u8bc6\u5e93\u3001\u8bed\u4e49\u641c\u7d22\u3001\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff08;RAG&#xff09;\u7b49\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u4e2d\u53d1\u6325\u7740\u4e3e\u8db3\u8f7b\u91cd\u7684\u4f5c\u7528\u3002Milvus \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u5411\u91cf\u6570\u636e\u5e93&#xff0c;\u9002\u5408\u5404\u79cd\u89c4\u6a21\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u3002<span style=\"color:#fe2c24\">Milvus \u662f\u4e00\u79cd\u9ad8\u6027\u80fd\u3001\u9ad8\u6269\u5c55\u6027\u7684\u5411\u91cf\u6570\u636e\u5e93<\/span>&#xff0c;\u53ef\u5728\u4ece\u7b14\u8bb0\u672c\u7535\u8111\u5230\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u7cfb\u7edf\u7b49\u5404\u79cd\u73af\u5883\u4e2d\u9ad8\u6548\u8fd0\u884c\u3002<span style=\"color:#fe2c24\">\u5b83\u65e2\u53ef\u4ee5\u5f00\u6e90\u8f6f\u4ef6\u7684\u5f62\u5f0f\u63d0\u4f9b&#xff0c;\u4e5f\u53ef\u4ee5\u4e91\u670d\u52a1\u7684\u5f62\u5f0f\u63d0\u4f9b<\/span>\u3002<\/p>\n<h2>2\u3001Embeddings \u548c Milvus<\/h2>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u6587\u672c\u3001\u56fe\u50cf\u548c\u97f3\u9891\u7b49\u975e\u7ed3\u6784\u5316\u6570\u636e\u683c\u5f0f\u5404\u5f02&#xff0c;\u5e76\u5e26\u6709\u4e30\u5bcc\u7684\u5e95\u5c42\u8bed\u4e49&#xff0c;\u56e0\u6b64\u5206\u6790\u8d77\u6765\u6781\u5177\u6311\u6218\u6027\u3002\u4e3a\u4e86\u5904\u7406\u8fd9\u79cd\u590d\u6742\u6027&#xff0c;Embeddings \u88ab\u7528\u6765\u5c06\u975e\u7ed3\u6784\u5316\u6570\u636e\u8f6c\u6362\u6210\u80fd\u591f\u6355\u6349\u5176\u57fa\u672c\u7279\u5f81\u7684\u6570\u5b57\u5411\u91cf\u3002\u7136\u540e\u5c06\u8fd9\u4e9b\u5411\u91cf\u5b58\u50a8\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d&#xff0c;\u4ece\u800c\u5b9e\u73b0\u5feb\u901f\u3001\u53ef\u6269\u5c55\u7684\u641c\u7d22\u548c\u5206\u6790\u3002<span style=\"color:#fe2c24\">Milvus \u63d0\u4f9b\u5f3a\u5927\u7684\u6570\u636e\u5efa\u6a21\u529f\u80fd&#xff0c;\u4f7f\u60a8\u80fd\u591f\u5c06\u975e\u7ed3\u6784\u5316\u6216\u591a\u6a21\u5f0f\u6570\u636e\u7ec4\u7ec7\u6210\u7ed3\u6784\u5316\u7684 Collections<\/span>\u3002\u5b83\u652f\u6301\u591a\u79cd\u6570\u636e\u7c7b\u578b&#xff0c;\u9002\u7528\u4e8e\u4e0d\u540c\u7684\u5c5e\u6027\u6a21\u578b&#xff0c;\u5305\u62ec\u5e38\u89c1\u7684\u6570\u5b57\u548c\u5b57\u7b26\u7c7b\u578b\u3001\u5404\u79cd\u5411\u91cf\u7c7b\u578b\u3001\u6570\u7ec4\u3001\u96c6\u5408\u548c JSON&#xff0c;\u4e3a\u60a8\u8282\u7701\u4e86\u7ef4\u62a4\u591a\u4e2a\u6570\u636e\u5e93\u7cfb\u7edf\u7684\u7cbe\u529b\u3002<\/p>\n<\/p>\n<h2>3\u3001Milvus\u7684\u4e09\u79cd\u90e8\u7f72\u6a21\u5f0f<\/h2>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0Milvus \u63d0\u4f9b\u4e09\u79cd\u90e8\u7f72\u6a21\u5f0f&#xff0c;\u6db5\u76d6\u5404\u79cd\u6570\u636e\u89c4\u6a21&#8211;\u4ece\u672c\u5730\u539f\u578b\u5230\u7ba1\u7406\u6570\u767e\u4ebf\u5411\u91cf\u7684\u5927\u89c4\u6a21 Kubernetes \u96c6\u7fa4&#xff0c;\u6b64\u4e13\u680f\u53ea\u8bb2\u8ff0\u524d\u4e24\u79cd\u6a21\u5f0f&#xff0c;\u56fe\u7247\u4e3a3\u79cd\u6a21\u5f0f\u5bf9\u4e8e\u4e0d\u540c\u6570\u636e\u7684\u5e94\u7528&#xff1a;<\/p>\n<ul>\n<li>Milvus Lite \u662f\u4e00\u4e2a Python \u5e93&#xff0c;\u53ef\u4ee5\u8f7b\u677e\u96c6\u6210\u5230\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\u3002\u4f5c\u4e3a Milvus \u7684\u8f7b\u91cf\u7ea7\u7248\u672c&#xff0c;\u5b83\u975e\u5e38\u9002\u5408\u5728 \u5f00\u53d1\u73af\u5883 \u4e2d\u8fdb\u884c\u5feb\u901f\u539f\u578b\u5f00\u53d1&#xff0c;\u6216\u5728\u8d44\u6e90\u6709\u9650\u7684\u8fb9\u7f18\u8bbe\u5907\u4e0a\u8fd0\u884c\u3002<\/li>\n<li>Milvus Standalone \u662f\u5355\u673a\u670d\u52a1\u5668\u90e8\u7f72&#xff0c;\u6240\u6709\u7ec4\u4ef6\u90fd\u6346\u7ed1\u5728\u4e00\u4e2a Docker \u955c\u50cf\u4e2d&#xff0c;\u65b9\u4fbf\u90e8\u7f72\u3002<\/li>\n<li>Milvus Distributed \u53ef\u90e8\u7f72\u5728 Kubernetes \u96c6\u7fa4\u4e0a&#xff0c;\u91c7\u7528\u4e91\u539f\u751f\u67b6\u6784&#xff0c;\u4e13\u4e3a\u5341\u4ebf\u89c4\u6a21\u751a\u81f3\u66f4\u5927\u7684\u573a\u666f\u800c\u8bbe\u8ba1\u3002\u8be5\u67b6\u6784\u53ef\u786e\u4fdd\u5173\u952e\u7ec4\u4ef6\u7684\u5197\u4f59\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"360\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304121908-69a8233ce1c8a.png\" width=\"896\" \/><\/p>\n<p>\u00a0 \u00a0 \u00a0 \u00a0<\/p>\n<h2>4\u3001Milvus Lite<\/h2>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0Milvus Lite\u662f\u4e00\u4e2a Python \u5e93&#xff0c;\u53ef\u5bfc\u5165\u5230\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\u3002\u4f5c\u4e3a Milvus \u7684\u8f7b\u91cf\u7ea7\u7248\u672c&#xff0c;\u5b83\u975e\u5e38\u9002\u5408\u5728 Jupyter \u7b14\u8bb0\u672c\u6216\u8d44\u6e90\u6709\u9650\u7684\u667a\u80fd\u8bbe\u5907\u4e0a\u8fd0\u884c\u5feb\u901f\u539f\u578b\u3002Milvus Lite \u652f\u6301\u4e0e Milvus \u5176\u4ed6\u90e8\u7f72\u76f8\u540c\u7684 API\u3002\u4e0e Milvus Lite \u4ea4\u4e92\u7684\u5ba2\u6237\u7aef\u4ee3\u7801\u4e5f\u80fd\u4e0e\u5176\u4ed6\u90e8\u7f72\u6a21\u5f0f\u4e0b\u7684 Milvus \u5b9e\u4f8b\u534f\u540c\u5de5\u4f5c\u3002<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u7531\u4e8e\u00a0milvus-lite\u00a0\u5df2\u5305\u542b\u5728\u00a0pymilvus\u00a02.4.2 \u6216\u66f4\u9ad8\u7248\u672c\u4e2d&#xff0c;\u56e0\u6b64\u53ef\u901a\u8fc7\u00a0pip install\u00a0\u4e0e\u00a0-U\u00a0\u5f3a\u5236\u66f4\u65b0\u5230\u6700\u65b0\u7248\u672c&#xff0c;milvus-lite\u00a0\u4f1a\u81ea\u52a8\u5b89\u88c5\u3002<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u8981\u5c06 Milvus Lite \u96c6\u6210\u5230\u5e94\u7528\u7a0b\u5e8f\u4e2d&#xff0c;\u8bf7\u8fd0\u884cpip install pymilvus \u8fdb\u884c\u5b89\u88c5&#xff0c;\u5e76\u4f7f\u7528MilvusClient(&#034;.\/demo.db&#034;) \u8bed\u53e5\u5b9e\u4f8b\u5316\u4e00\u4e2a\u5e26\u6709\u672c\u5730\u6587\u4ef6\u7684\u5411\u91cf\u6570\u636e\u5e93&#xff0c;\u4ee5\u6301\u4e45\u5316\u6240\u6709\u6570\u636e\u3002<\/p>\n<p>\u00a0 \u00a0 \u00a0 \u00a0 ps:windows\u4e0d\u652f\u6301&#xff0c;\u53ef\u4ee5\u79df\u501fLinux\u670d\u52a1\u5668&#xff0c;\u5728\u670d\u52a1\u5668\u4e0a\u5b89\u88c5&#xff0c;\u8bf7\u5728python\u9700\u8981\u73af\u5883\u4e0b\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n<p>Milvus Lite \u76ee\u524d\u652f\u6301\u4ee5\u4e0b\u73af\u5883&#xff1a;<\/p>\n<ul>\n<li>Ubuntu &gt;&#061; 20.04&#xff08;x86_64 \u548c arm64&#xff09;<\/li>\n<li>MacOS &gt;&#061; 11.0&#xff08;\u82f9\u679c\u7845 M1\/M2 \u548c x86_64&#xff09;<\/li>\n<\/ul>\n<h3>\u00a0 \u00a0 \u00a0 \u00a0 1\u3001\u5b89\u88c5<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"716\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304121909-69a8233d11703.png\" width=\"1287\" \/><\/p>\n<h3>\u00a0 \u00a0 \u00a0 \u00a0 2\u3001\u4ee3\u7801\u6d4b\u8bd5<\/h3>\n<p># \u5bfc\u5165\u5fc5\u8981\u7684\u5e93<br \/>\nfrom pymilvus import MilvusClient  # Milvus \u5ba2\u6237\u7aef&#xff0c;\u7528\u4e8e\u64cd\u4f5c\u5d4c\u5165\u5f0f\u5411\u91cf\u6570\u636e\u5e93<br \/>\nimport numpy as np  # NumPy \u5e93&#xff0c;\u7528\u4e8e\u751f\u6210\u968f\u673a\u6570\u548c\u5904\u7406\u6570\u7ec4<\/p>\n<p># \u521d\u59cb\u5316 Milvus \u5ba2\u6237\u7aef<br \/>\n# \u53c2\u6570 &#034;.\/milvus_demo.db&#034; \u6307\u5b9a\u4e86\u672c\u5730\u6570\u636e\u5e93\u6587\u4ef6\u7684\u8def\u5f84<br \/>\nclient &#061; MilvusClient(&#034;.\/milvus_demo.db&#034;)<\/p>\n<p># \u521b\u5efa\u96c6\u5408&#xff08;Collection&#xff09;<br \/>\n# \u96c6\u5408\u7c7b\u4f3c\u4e8e\u5173\u7cfb\u578b\u6570\u636e\u5e93\u4e2d\u7684\u8868&#xff0c;\u7528\u4e8e\u5b58\u50a8\u5411\u91cf\u548c\u5176\u4ed6\u5b57\u6bb5<br \/>\nclient.create_collection(<br \/>\n    collection_name&#061;&#034;demo_collection&#034;,  # \u96c6\u5408\u540d\u79f0\u4e3a &#034;demo_collection&#034;<br \/>\n    dimension&#061;384  # \u5411\u91cf\u7684\u7ef4\u5ea6\u4e3a 384&#xff0c;\u8868\u793a\u6bcf\u4e2a\u5411\u91cf\u662f\u4e00\u4e2a\u957f\u5ea6\u4e3a 384 \u7684\u6d6e\u70b9\u6570\u6570\u7ec4<br \/>\n)<\/p>\n<p># \u51c6\u5907\u6570\u636e&#xff1a;\u6587\u6863\u3001\u5411\u91cf\u548c\u5176\u4ed6\u5b57\u6bb5<br \/>\ndocs &#061; [<br \/>\n    &#034;Artificial intelligence was founded as an academic discipline in 1956.&#034;,  # \u6587\u6863 1<br \/>\n    &#034;Alan Turing was the first person to conduct substantial research in AI.&#034;,  # \u6587\u6863 2<br \/>\n    &#034;Born in Maida Vale, London, Turing was raised in southern England.&#034;,       # \u6587\u6863 3<br \/>\n]<\/p>\n<p># \u4e3a\u6bcf\u6bb5\u6587\u672c\u751f\u6210\u4e00\u4e2a\u968f\u673a\u7684 384 \u7ef4\u5411\u91cf<br \/>\n# \u4f7f\u7528 NumPy \u7684 &#096;np.random.uniform&#096; \u751f\u6210\u8303\u56f4\u5728 -1 \u5230 1 \u4e4b\u95f4\u7684\u968f\u673a\u6570<br \/>\nvectors &#061; [[np.random.uniform(-1, 1) for _ in range(384)] for _ in range(len(docs))]<\/p>\n<p># \u5c06\u6587\u6863\u3001\u5411\u91cf\u3001ID \u548c\u4e3b\u9898\u6253\u5305\u6210\u5b57\u5178\u683c\u5f0f<br \/>\n# \u6bcf\u4e2a\u5b57\u5178\u5305\u542b\u4ee5\u4e0b\u5b57\u6bb5&#xff1a;<br \/>\n# &#8211; id: \u552f\u4e00\u6807\u8bc6\u7b26<br \/>\n# &#8211; vector: \u5411\u91cf\u6570\u636e<br \/>\n# &#8211; text: \u6587\u672c\u5185\u5bb9<br \/>\n# &#8211; subject: \u4e3b\u9898\u6807\u7b7e&#xff08;\u8fd9\u91cc\u662f &#034;history&#034;&#xff09;<br \/>\ndata &#061; [<br \/>\n    {&#034;id&#034;: i, &#034;vector&#034;: vectors[i], &#034;text&#034;: docs[i], &#034;subject&#034;: &#034;history&#034;}<br \/>\n    for i in range(len(vectors))<br \/>\n]<\/p>\n<p># \u5c06\u6570\u636e\u63d2\u5165\u5230\u96c6\u5408\u4e2d<br \/>\nres &#061; client.insert(<br \/>\n    collection_name&#061;&#034;demo_collection&#034;,  # \u6307\u5b9a\u76ee\u6807\u96c6\u5408<br \/>\n    data&#061;data  # \u8981\u63d2\u5165\u7684\u6570\u636e\u5217\u8868<br \/>\n)<br \/>\n# \u8f93\u51fa\u63d2\u5165\u7ed3\u679c&#xff08;\u901a\u5e38\u8fd4\u56de\u6210\u529f\u72b6\u6001\u6216\u63d2\u5165\u7684\u8bb0\u5f55\u6570&#xff09;<br \/>\nprint(&#034;Insert result:&#034;, res)<\/p>\n<p># \u6267\u884c\u76f8\u4f3c\u6027\u641c\u7d22<br \/>\n# \u5728\u96c6\u5408\u4e2d\u67e5\u627e\u4e0e\u67e5\u8be2\u5411\u91cf\u6700\u76f8\u4f3c\u7684\u8bb0\u5f55<br \/>\nres &#061; client.search(<br \/>\n    collection_name&#061;&#034;demo_collection&#034;,  # \u6307\u5b9a\u76ee\u6807\u96c6\u5408<br \/>\n    data&#061;[vectors[0]],  # \u67e5\u8be2\u5411\u91cf&#xff08;\u8fd9\u91cc\u4f7f\u7528\u4e86\u7b2c\u4e00\u4e2a\u6587\u6863\u7684\u5411\u91cf&#xff09;<br \/>\n    filter&#061;&#034;subject &#061;&#061; &#039;history&#039;&#034;,  # \u7b5b\u9009\u6761\u4ef6&#xff1a;\u53ea\u8fd4\u56de\u4e3b\u9898\u4e3a &#034;history&#034; \u7684\u8bb0\u5f55<br \/>\n    limit&#061;2,  # \u8fd4\u56de\u7684\u6700\u5927\u7ed3\u679c\u6570\u91cf&#xff08;\u8fd9\u91cc\u662f 2 \u6761&#xff09;<br \/>\n    output_fields&#061;[&#034;text&#034;, &#034;subject&#034;],  # \u6307\u5b9a\u8fd4\u56de\u7684\u5b57\u6bb5&#xff08;\u8fd9\u91cc\u8fd4\u56de &#034;text&#034; \u548c &#034;subject&#034;&#xff09;<br \/>\n)<br \/>\n# \u8f93\u51fa\u641c\u7d22\u7ed3\u679c<br \/>\nprint(&#034;Search result:&#034;, res)<\/p>\n<p># \u6267\u884c\u67e5\u8be2\u64cd\u4f5c<br \/>\n# \u6839\u636e\u6761\u4ef6\u7b5b\u9009\u8bb0\u5f55&#xff08;\u7c7b\u4f3c\u4e8e SQL \u67e5\u8be2&#xff09;<br \/>\nres &#061; client.query(<br \/>\n    collection_name&#061;&#034;demo_collection&#034;,  # \u6307\u5b9a\u76ee\u6807\u96c6\u5408<br \/>\n    filter&#061;&#034;subject &#061;&#061; &#039;history&#039;&#034;,  # \u7b5b\u9009\u6761\u4ef6&#xff1a;\u53ea\u8fd4\u56de\u4e3b\u9898\u4e3a &#034;history&#034; \u7684\u8bb0\u5f55<br \/>\n    output_fields&#061;[&#034;text&#034;, &#034;subject&#034;],  # \u6307\u5b9a\u8fd4\u56de\u7684\u5b57\u6bb5&#xff08;\u8fd9\u91cc\u8fd4\u56de &#034;text&#034; \u548c &#034;subject&#034;&#xff09;<br \/>\n)<br \/>\n# \u8f93\u51fa\u67e5\u8be2\u7ed3\u679c<br \/>\nprint(&#034;Query result:&#034;, res)<\/p>\n<p># \u5220\u9664\u8bb0\u5f55<br \/>\n# \u6839\u636e\u6761\u4ef6\u5220\u9664\u8bb0\u5f55<br \/>\nres &#061; client.delete(<br \/>\n    collection_name&#061;&#034;demo_collection&#034;,  # \u6307\u5b9a\u76ee\u6807\u96c6\u5408<br \/>\n    filter&#061;&#034;subject &#061;&#061; &#039;history&#039;&#034;,  # \u5220\u9664\u6761\u4ef6&#xff1a;\u5220\u9664\u4e3b\u9898\u4e3a &#034;history&#034; \u7684\u8bb0\u5f55<br \/>\n)<br \/>\n# \u8f93\u51fa\u5220\u9664\u7ed3\u679c<br \/>\nprint(&#034;Delete result:&#034;, res) <\/p>\n<h2>5\u3001Milvus \u5355\u673a\u7248<\/h2>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0Milvus Standalone \u662f\u5355\u673a\u670d\u52a1\u5668\u90e8\u7f72\u3002Milvus Standalone \u7684\u6240\u6709\u7ec4\u4ef6\u90fd\u6253\u5305\u5230\u4e00\u4e2aDocker \u955c\u50cf\u4e2d&#xff0c;\u90e8\u7f72\u8d77\u6765\u975e\u5e38\u65b9\u4fbf\u3002\u5982\u679c\u4f60\u6709\u751f\u4ea7\u5de5\u4f5c\u8d1f\u8f7d&#xff0c;\u4f46\u53c8\u4e0d\u60f3\u4f7f\u7528 Kubernetes&#xff0c;\u90a3\u4e48\u5728\u5185\u5b58\u5145\u8db3\u7684\u5355\u673a\u4e0a\u8fd0\u884c Milvus Standalone \u662f\u4e00\u4e2a\u4e0d\u9519\u7684\u9009\u62e9\u3002\u6b64\u5916&#xff0c;Milvus Standalone \u901a\u8fc7\u4e3b\u4ece\u590d\u5236\u652f\u6301\u9ad8\u53ef\u7528\u6027&#xff0c;\u6211\u4f7f\u7528\u7684\u662f\u534e\u4e3a\u4e91\u670d\u52a1\u5668&#xff0c;\u4e5f\u53ef\u4ee5\u4f7f\u7528\u4f18\u4e91\u667a\u7b97&#xff0c;\u76f8\u5bf9\u4fbf\u5b9c\u4e9b\u3002<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"466\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304121909-69a8233d6a226.png\" width=\"887\" \/><\/p>\n<h3>\u00a0 \u00a0 \u00a0 \u00a0 1\u3001\u5b89\u88c5<\/h3>\n<h4 style=\"background-color:transparent\">\u00a0 \u00a0 \u00a0 \u00a0 \u5b89\u88c5docker<\/h4>\n<p>#\u5b89\u88c5\u5fc5\u8981\u652f\u6301<br \/>\nsudo apt install apt-transport-https ca-certificates curl software-properties-common gnupg lsb-release<\/p>\n<p># \u914d\u7f6e \u963f\u91cc\u6e90&#xff08;\u63a8\u8350\u4f7f\u7528\u963f\u91cc\u7684gpg KEY&#xff09;,\u4e0d\u540c\u5382\u5546\u7684\u52a0\u901f\u5668\u53ef\u80fd\u4e0d\u540c&#xff0c;\u6709\u95ee\u9898\u8bf7\u8054\u7cfb\u5382\u5546\u652f\u6301<br \/>\ncurl -fsSL https:\/\/mirrors.aliyun.com\/docker-ce\/linux\/ubuntu\/gpg | sudo gpg &#8211;dearmor -o \/usr\/share\/keyrings\/docker-archive-keyring.gpg<br \/>\necho &#034;deb [arch&#061;$(dpkg &#8211;print-architecture) signed-by&#061;\/usr\/share\/keyrings\/docker-archive-keyring.gpg] https:\/\/mirrors.aliyun.com\/docker-ce\/linux\/ubuntu $(lsb_release -cs) stable&#034; | sudo tee \/etc\/apt\/sources.list.d\/docker.list &gt; \/dev\/null<br \/>\n#\u66f4\u65b0 \u6e90<br \/>\nsudo apt update<br \/>\nsudo apt-get update<\/p>\n<p>#\u5b89\u88c5\u6700\u65b0\u7248\u672c\u7684Docker<br \/>\nsudo apt install docker-ce docker-ce-cli containerd.io docker-compose-plugin<br \/>\n#\u7b49\u5f85\u5b89\u88c5\u5b8c\u6210<\/p>\n<p>#\u67e5\u770bDocker\u7248\u672c<br \/>\nsudo docker version<\/p>\n<p>#\u67e5\u770bDocker\u8fd0\u884c\u72b6\u6001<br \/>\nsudo systemctl status docker <\/p>\n<h4 id=\"\u5728-docker-\u4e2d\u5b89\u88c5-milvus\" style=\"background-color:transparent\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u5728 Docker \u4e2d\u5b89\u88c5 Milvus<\/h4>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0Milvus \u63d0\u4f9b\u4e86\u4e00\u4e2a\u5b89\u88c5\u811a\u672c&#xff0c;\u53ef\u5c06\u5176\u5b89\u88c5\u4e3a docker \u5bb9\u5668\u3002\u8be5\u811a\u672c\u53ef\u5728Milvus \u5b58\u50a8\u5e93\u4e2d\u627e\u5230\u3002\u8981\u5728 Docker \u4e2d\u5b89\u88c5 Milvus&#xff0c;\u53ea\u9700\u8fd0\u884c<\/p>\n<p># \u4e0b\u8f7d\u5b98\u65b9\u63d0\u4f9b\u7684\u5b89\u88c5\u811a\u672c<br \/>\ncurl -sfL https:\/\/raw.githubusercontent.com\/milvus-io\/milvus\/master\/scripts\/standalone_embed.sh -o standalone_embed.sh<\/p>\n<p># \u5b89\u88c5Milvus \u5e76\u4e14\u542f\u52a8<br \/>\nbash standalone_embed.sh start<\/p>\n<p># \u505c\u6b62Milvus\u670d\u52a1<br \/>\nbash standalone_embed.sh stop<br \/>\n# \u5220\u9664Milvus\u7684\u6240\u6709\u5bb9\u5668<br \/>\nbash standalone_embed.sh delete <\/p>\n<h3>\u00a0 \u00a0 \u00a0 \u00a0 2\u3001\u4ee3\u7801\u6d4b\u8bd5<\/h3>\n<p>\u00a0 \u00a0 \u00a0 \u00a0 Milvus\u6709\u4e24\u4e2a\u7aef\u53e3&#xff1a;9091&#xff0c;19530&#xff1b;9091\u5bf9\u5e94WebUI\u7684\u7aef\u53e3&#xff0c;\u8fd0\u884cMilvus\u540e\u6253\u5f009091,\u6253\u5f00http:\/\/127.0.0.1:9091\/webui\/,\u5c31\u53ef\u4ee5\u6253\u5f00\u5176Web\u754c\u9762,\u5982\u4e0b\u56fe&#xff1b;19530\u662f\u6570\u636e\u5e93\u7684\u8fde\u63a5\u7aef\u53e3&#xff0c;XXXX\u4e3a\u4f60\u7684\u670d\u52a1\u5668\u5916\u7f51IP\u5730\u5740<\/p>\n<p>client &#061; MilvusClient(uri&#061;&#034;http:\/\/XXXX:19530&#034; <\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"990\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304121909-69a8233d8afdf.png\" width=\"2104\" \/><\/p>\n<p>\u00a0 \u00a0 \u00a0 \u00a0 \u6d4b\u8bd5\u4ee3\u7801&#xff1a;<\/p>\n<p>from pymilvus import MilvusClient<br \/>\nimport numpy as np<\/p>\n<p>client&#061;MilvusClient(uri&#061;&#039;xxxx&#039;)<\/p>\n<p>client.drop_collection(collection_name&#061;&#039;xxxx&#039;)<\/p>\n<p>client.create_collection(<br \/>\n    collection_name&#061;&#039;xxxx&#039;,<br \/>\n    dimension&#061;384<br \/>\n)<\/p>\n<p>docs&#061;[<br \/>\n    &#034;Artificial intelligence was founded as an academic discipline in 1956.&#034;,  # \u6587\u6863 1<br \/>\n    &#034;Alan Turing was the first person to conduct substantial research in AI.&#034;,  # \u6587\u6863 2<br \/>\n    &#034;Born in Maida Vale, London, Turing was raised in southern England.&#034;,  # \u6587\u6863 3<br \/>\n]<\/p>\n<p>vectors&#061;[[np.random.uniform(-1,1) for _ in range(384)] for _ in range(len(docs))]<\/p>\n<p>data&#061;[<br \/>\n    {&#034;id&#034;:i,&#034;vector&#034;:vectors[i],&#034;text&#034;:docs[i],&#034;subject&#034;:&#034;history&#034;}<br \/>\n    for i in range(len(docs))<br \/>\n]<\/p>\n<p>client.insert(<br \/>\n    collection_name&#061;&#039;xxxx&#039;,<br \/>\n    data&#061;data<br \/>\n)<\/p>\n<p># client.release_collection(collection_name&#061;&#039;demo_collection&#039;)<br \/>\n# Milvus \u4f1a\u5c06\u7d22\u5f15\u6587\u4ef6\u548c\u6240\u6709\u5b57\u6bb5\u7684\u539f\u59cb\u6570\u636e\u52a0\u8f7d\u5230\u5185\u5b58\u4e2d&#xff0c;\u4ee5\u4fbf\u5feb\u901f\u54cd\u5e94\u641c\u7d22\u548c\u67e5\u8be2\u3002<br \/>\n# client.load_collection(collection_name&#061;&#039;demo_collection&#039;)<\/p>\n<p>res&#061;client.search(<br \/>\n    collection_name&#061;&#039;xxxx&#039;,<br \/>\n    data&#061;vectors[0],<br \/>\n    filter&#061;&#034;subject &#061;&#061; &#039;history&#039;&#034;,<br \/>\n    limit&#061;2,<br \/>\n    output_fields&#061;[&#039;text&#039;,&#039;subject&#039;]<br \/>\n)<\/p>\n<p>print(&#034;search result:&#034;,res) <\/p>\n","protected":false},"excerpt":{"rendered":"<p>1\u3001Milvus \u6982\u8ff0 \u5411\u91cf\u662f\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u8f93\u51fa\u6570\u636e\u683c\u5f0f&#xff0c;\u53ef\u4ee5\u6709\u6548\u5730\u5bf9\u4fe1\u606f\u8fdb\u884c\u7f16\u7801&#xff0c;\u5728\u77e5\u8bc6\u5e93\u3001\u8bed\u4e49\u641c\u7d22\u3001\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff08;RAG&#xff09;\u7b49\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u4e2d\u53d1\u6325\u7740\u4e3e\u8db3\u8f7b\u91cd\u7684\u4f5c\u7528\u3002Milvus \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u5411\u91cf\u6570\u636e\u5e93&#xff0c;\u9002\u5408\u5404\u79cd\u89c4\u6a21\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u3002Milvus \u662f\u4e00\u79cd\u9ad8\u6027\u80fd\u3001\u9ad8\u6269\u5c55\u6027\u7684\u5411\u91cf\u6570\u636e\u5e93&#xff0c;\u53ef\u5728\u4ece\u7b14\u8bb0\u672c\u7535\u8111\u5230\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u7cfb\u7edf\u7b49\u5404\u79cd\u73af\u5883\u4e2d\u9ad8\u6548\u8fd0\u884c\u3002\u5b83\u65e2\u53ef\u4ee5\u5f00\u6e90\u8f6f\u4ef6\u7684\u5f62\u5f0f\u63d0\u4f9b&#xff0c;\u4e5f\u53ef\u4ee5\u4e91\u670d\u52a1\u7684\u5f62\u5f0f<\/p>\n","protected":false},"author":2,"featured_media":80273,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[1741],"topic":[],"class_list":["post-80277","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-milvus"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>milvus\u6570\u636e\u5e93\u7b80\u4ecb\u548c\u8fde\u63a5\u64cd\u4f5c - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/80277.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"milvus\u6570\u636e\u5e93\u7b80\u4ecb\u548c\u8fde\u63a5\u64cd\u4f5c - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"1\u3001Milvus \u6982\u8ff0 \u5411\u91cf\u662f\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u8f93\u51fa\u6570\u636e\u683c\u5f0f&#xff0c;\u53ef\u4ee5\u6709\u6548\u5730\u5bf9\u4fe1\u606f\u8fdb\u884c\u7f16\u7801&#xff0c;\u5728\u77e5\u8bc6\u5e93\u3001\u8bed\u4e49\u641c\u7d22\u3001\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff08;RAG&#xff09;\u7b49\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u4e2d\u53d1\u6325\u7740\u4e3e\u8db3\u8f7b\u91cd\u7684\u4f5c\u7528\u3002Milvus \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u5411\u91cf\u6570\u636e\u5e93&#xff0c;\u9002\u5408\u5404\u79cd\u89c4\u6a21\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u3002Milvus 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