{"id":26121,"date":"2025-05-29T10:10:33","date_gmt":"2025-05-29T02:10:33","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=26121"},"modified":"2025-05-29T10:10:33","modified_gmt":"2025-05-29T02:10:33","slug":"%e4%b8%80%e6%96%87%e8%af%bb%e6%87%82%ef%bc%9a-ai-%e6%99%ba%e8%83%bd%e4%bd%93%e7%9a%84%e6%9e%b6%e6%9e%84%e5%8e%9f%e5%88%99%e3%80%81%e4%b8%89%e9%ab%98%e6%9e%b6%e6%9e%84%e3%80%81-%e5%ad%98%e5%82%a8","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/05\/29\/26121\/","title":{"rendered":"\u4e00\u6587\u8bfb\u61c2\uff1a AI \u667a\u80fd\u4f53\u7684\u67b6\u6784\u539f\u5219\u3001\u4e09\u9ad8\u67b6\u6784\u3001 \u5b58\u50a8\u67b6\u6784\u7684\u6838\u5fc3\u65b9\u6848"},"content":{"rendered":"<div><img data-dominant-color=\"d9d0cc\" data-has-transparency=\"false\" style=\"--dominant-color: #d9d0cc;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26123\" 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\u201c\u6211\u4e70\u7684\u624b\u673a\u5565\u65f6\u5019\u5230\u8d27\u201d\uff0c\u7cfb\u7edf\u91cc\u7684\u8bed\u4e49\u5206\u7c7b\u6a21\u578b\u8fc5\u901f\u5224\u65ad\u51fa\u662f\u8be2\u95ee\u7269\u6d41\u4fe1\u606f\uff0c\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\u7acb\u523b\u8c03\u51fa\u4e4b\u524d\u4e0b\u5355\u76f8\u5173\u4fe1\u606f\uff0c\u591a\u8f6e\u63a8\u7406\u72b6\u6001\u673a\u5c31\u80fd\u7ed9\u51fa\u51c6\u786e\u5230\u8d27\u65f6\u95f4\u3002\u6574\u4e2a\u8fc7\u7a0b\u6d41\u7545\u53c8\u9ad8\u6548\uff0c\u5ba2\u6237\u4f53\u9a8c\u90a3\u53eb\u4e00\u4e2a\u68d2\u3002<\/p>\n<h3>1.4 SRP \u4e0e\u677e\u8026\u5408\u539f\u5219<\/h3>\n<p>\u5355\u4e00\u8d23\u4efb\u539f\u5219\uff08SRP\uff09\u548c\u677e\u8026\u5408\u8bbe\u8ba1\uff0c\u5c31\u50cf\u7ed9\u7cfb\u7edf\u4e0a\u4e86\u4e00\u4efd \u201c\u9ad8\u6269\u5c55\u4fdd\u9669\u201d\u3002<\/p>\n<p>\u5355\u4e00\u8d23\u4efb\u539f\u5219\u8bf4\u767d\u4e86\u5c31\u662f\u5404\u8fc7\u5404\u7684\u3002 \u628a\u7cfb\u7edf\u91cc\u7684\u6bcf\u4e2a\u6a21\u5757\u5b89\u6392\u5f97\u660e\u660e\u767d\u767d\uff0c\u6bcf\u4e2a\u6a21\u5757\u53ea\u8d1f\u8d23\u81ea\u5df1\u90a3\u4e00\u4ea9\u4e09\u5206\u5730\u7684\u4e8b\u513f\u3002<\/p>\n<p>\u6bd4\u5982\u628a \u201c\u6a21\u578b\u8c03\u7528\u6a21\u5757\u201d \u4ece \u201c\u6570\u636e\u9884\u5904\u7406\u6a21\u5757\u201d \u89e3\u8026\u51fa\u6765\uff0c\u5c31\u50cf\u628a\u505a\u996d\u7684\u548c\u6d17\u7897\u7684\u5b89\u6392\u5728\u4e0d\u540c\u533a\u57df\uff0c\u5404\u5e72\u5404\u7684\uff0c\u4e92\u4e0d\u5e72\u6270\u3002<\/p>\n<p>\u8fd9\u6837\u4e00\u6765\uff0c\u4ee5\u540e\u60f3\u6362\u63a8\u7406\u6846\u67b6\u6216\u8005\u52a0\u8f7d\u4e0d\u540c\u7248\u672c\u6a21\u578b\uff0c\u5c31\u80fd\u8f7b\u677e\u641e\u5b9a\uff0c\u4e0d\u7528\u7275\u4e00\u53d1\u800c\u52a8\u5168\u8eab\u3002<\/p>\n<p>\u6709\u4e2a\u505a AI 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data-id=\"ld70c578-BAOBlXkP\">\u5e95\u5c42\u662f\u4ed3\u5e93\uff08\u57fa\u7840\u8bbe\u65bd\uff09\uff0c\u5c6f\u7cae\u5b58\u8d27<\/li>\n<\/ul>\n<p>\u6bd4\u5982\uff0c\u4e00\u4e2a\u5728\u7ebf\u6559\u80b2\u5e73\u53f0\u521a\u5f00\u59cb\u7684\u65f6\u5019\uff0c\u6240\u6709\u4e1c\u897f\u5806\u4e00\u5757\uff0c\u7ed3\u679c\u5b66\u751f\u4e0a\u8bfe\u5361\u6210PPT\u3002 \u5206\u5c42\u4e4b\u540e\uff0c\u76f4\u64ad\u3001\u8bfe\u4ef6\u3001\u7ec3\u4e60\u5404\u8d70\u5404\u7684\u9053\uff0c\u5c31\u8ddf\u5546\u573a\u5206\u7535\u5f71\u9662\u3001\u9910\u996e\u533a\u3001\u8d2d\u7269\u533a\u4f3c\u7684\uff0c\u8c01\u4e5f\u4e0d\u803d\u8bef\u8c01\u3002<\/p>\n<p>\u5728 AI \u7cfb\u7edf\u91cc\uff0c\u4e00\u822c\u5206\u6210\u63a5\u5165\u5c42\uff08\u5982 API \u7f51\u5173\uff09\uff0c\u5c31\u50cf\u7cfb\u7edf \u201c\u95e8\u536b\u201d\uff0c\u6240\u6709\u5916\u90e8\u8bf7\u6c42\u5148\u7ecf\u8fc7\u5b83\uff1b\u670d\u52a1\u5c42\uff08\u5982 NLP 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\u9ad8\u5e76\u53d1\u6cd5\u5219<\/h3>\n<p>\u6570\u636e\u5e93\u8fd9\u73a9\u610f\u513f\u5c31\u8ddf\u6625\u8fd0\u7684\u7eff\u76ae\u8f66\u4f3c\u7684\uff0c\u6324\u4e0a\u4e24\u4e09\u5343\u4eba\u5c31\u5e9f\u4e86\u3002<\/p>\n<p>\u60f3\u625b\u4f4f\u4ebf\u7ea7\u8bf7\u6c42\uff1f\u5f97\u6709\u4e09\u677f\u65a7\uff1a<\/p>\n<h4>(1) Redis\u7f13\u5b58\u5f53\u9ec4\u725b\uff1a\u5e38\u89c1\u7ed3\u679c\u76f4\u63a5\u5356&#8221;\u4e8c\u624b\u7968&#8221;<\/h4>\n<h4>(2) Kafka\u961f\u5217\u5f53\u5019\u8f66\u5ba4\uff1a\u5148\u628a\u4eba\u56e4\u8d77\u6765\u6162\u6162\u653e<\/h4>\n<h4>(3) 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Kafka\uff09\u524a\u5cf0\u586b\u8c37\u3002\u8fd9\u5c31\u50cf\u662f\u5728\u7cfb\u7edf\u524d\u6316\u4e86\u4e2a \u201c\u7f13\u51b2\u6c60\u201d\uff0c\u5f53\u8bf7\u6c42\u7279\u522b\u591a\u7684\u65f6\u5019\uff0c\u5148\u628a\u5b83\u4eec\u653e\u5230\u6c60\u5b50\u91cc\uff0c\u7b49\u7cfb\u7edf\u6709\u7a7a\u4e86\u518d\u6162\u6162\u5904\u7406\uff0c\u8fd9\u6837\u5c31\u80fd\u907f\u514d\u7cfb\u7edf\u88ab\u77ac\u95f4\u538b\u57ae\u3002<\/li>\n<li data-id=\"ld70c578-fM84qfaD\">\u628a\u90a3\u4e9b\u9700\u8981\u5f88\u957f\u65f6\u95f4\u624d\u80fd\u751f\u6210\u7684\u4efb\u52a1\u5f02\u6b65\u5904\u7406\uff0c\u524d\u7aef\u8f6e\u8be2\u8fd4\u56de\u3002\u8fd9\u5c31\u50cf\u662f\u8ba9\u987e\u5ba2\u5148\u53bb\u4f11\u606f\u533a\u7b49\u7740\uff0c\u7b49\u4ed6\u4eec\u7684\u4efb\u52a1\u5904\u7406\u5b8c\u4e86\uff0c\u518d\u901a\u77e5\u4ed6\u4eec\u6765\u53d6\u7ed3\u679c\uff0c\u8fd9\u6837\u5c31\u4e0d\u4f1a\u628a\u524d\u53f0\u7ed9\u5835\u6b7b\u4e86\u3002<\/li>\n<\/ul>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6709\u4e2a\u5f88\u706b\u7684 AI \u7ed8\u753b\u5c0f\u7a0b\u5e8f\uff0c\u4e00\u5230\u5468\u672b\uff0c\u7528\u6237\u91cf\u5c31\u7279\u522b\u5927\u3002\u4ed6\u4eec\u5c31\u7528\u4e86\u8fd9\u4e9b\u529e\u6cd5\uff0c\u628a\u751f\u6210\u7ed8\u753b\u7684\u4efb\u52a1\u5148\u653e\u5728\u6d88\u606f\u961f\u5217\u91cc\uff0c\u7b49\u6709\u7a7a\u4e86\u518d\u5904\u7406\u3002\u540c\u65f6\u7528 Redis 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\u7684\u4e24\u5927 \u94f6\u5f39\uff1a<\/p>\n<ul data-id=\"u738a58b-7RYIB7T0\">\n<li data-id=\"ld70c578-IZ92JjVl\">\u8bfb\u9760\u7f13\u5b58<\/li>\n<li data-id=\"ld70c578-QDnDkNIf\">\u5199\u9760\u5f02\u6b65<\/li>\n<\/ul>\n<p>\u6700\u540e\u54b1\u5520\u5520\u9ad8\u5e76\u53d1\u8bfb\u5199\uff0c\u8fd9\u53c8\u662f\u548b\u56de\u4e8b\u5462\uff1f<\/p>\n<p>\u5148\u8bf4\u8bfb\u6570\u636e\u2014\u2014\u6210\u5343\u4e0a\u4e07\u4eba\u540c\u65f6\u67e5\u8d44\u6599\u548b\u529e\uff1f\u76f4\u63a5\u603c\u6570\u636e\u5e93\uff1f\u90a3\u4e0d\u5f97\u70b8\u4e86\uff01\u8fd9\u65f6\u5019\u5c31\u5f97\u8bf7redis \u8fd9\u4f4d\u7f13\u5b58\u5927\u795e\uff0c\u8fdb\u884c\u6570\u636e\u7684\u7f13\u5b58\u3002Redis\u7f13\u5b58\u5f53\u9ec4\u725b\uff1a\u5e38\u89c1\u7ed3\u679c\u76f4\u63a5\u5356&#8221;\u4e8c\u624b\u7968&#8221;\u3002<\/p>\n<p>\u90a3\u5199\u6570\u636e\u7a81\u7136\u66b4\u589e\u5462\uff1f\u597d\u6bd4\u53cc\u5341\u4e00\u96f6\u70b9\u62a2\u8d2d\uff0c\u5341\u4e07\u7528\u6237\u540c\u65f6\u4e0b\u5355\u548b\u6574\uff1f\u786c\u521a\u6570\u636e\u5e93\u7edd\u5bf9\u6b7b\u7fd8\u7fd8\uff01\u8fd9\u65f6\u5019\u796d\u51fa\u4e09\u4ef6\u5957\uff1a<\/p>\n<h4>(1) \u6d88\u606f\u961f\u5217\u5f53\u5019\u8f66\u5ba4\uff08Kafka\u5148\u56e4\u7740\u8bf7\u6c42\uff09<\/h4>\n<h4>(2) \u6279\u5904\u7406\u50cf\u6253\u5305\u53d1\u8d27\uff08\u6512\u591f1000\u5355\u4e00\u8d77\u5904\u7406\uff09<\/h4>\n<h4>(3) 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\u00a0\u6765\u5feb\u901f\u5b9a\u4f4d\u5230\u76f8\u5173\u5185\u5bb9\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u65e0\u8bba\u662f\u8bfb\u8fd8\u662f\u5199\uff0c\u7cfb\u7edf\u90fd\u80fd\u987a\u7545\u5730\u8fd0\u884c\uff0c\u4e0d\u4f1a\u51fa\u73b0\u5835\u585e\u7684\u60c5\u51b5\u3002<\/p>\n<h2>\u56db\u3001\u9ad8\u6269\u5c55\u67b6\u6784\u8bbe\u8ba1<\/h2>\n<h3>4.1 \u5782\u76f4\u6269\u5c55\uff1a\u5347\u7ea7\u786c\u4ef6\uff0c\u6491\u8d77\u521d\u59cb\u7248\u672c<\/h3>\n<p>\u5148\u8bf4\u8bf4\u5782\u76f4\u6269\u5c55\uff0c\u8fd9\u5c31\u597d\u6bd4\u662f\u7ed9\u7cfb\u7edf\u5347\u7ea7\u88c5\u5907\u3002<\/p>\n<p>\u521a\u521b\u4e1a\u90a3\u4f1a\u548b\u6574\uff1f\u5f53\u7136\u662f\u53ef\u52b2\u513f\u5806\u786c\u4ef6\u554a\uff01\u8fd9\u5c31\u8ddf\u79df\u623f\u5b50\u5148\u4e70\u5f20\u8c6a\u534e\u5e8a\u57ab\u4f3c\u7684\u2014\u2014A100\u663e\u5361\u603c\u4e0a\uff0c128G\u5185\u5b58\u62c9\u6ee1\uff0cGPU\u52a0\u901f\u5e93\u8c03\u6559\u5230\u8d77\u98de\u3002\u7b80\u5355\u7c97\u66b4\u4f46\u89c1\u6548\u5feb\u554a\uff01<\/p>\n<p>\u5f53\u7cfb\u7edf\u521a\u5f00\u59cb\u7684\u65f6\u5019\uff0c\u8bf7\u6c42\u91cf\u8fd8\u4e0d\u7b97\u592a\u5927\uff0c\u8fd9\u65f6\u5019\u53ef\u4ee5\u9009\u62e9\u5782\u76f4\u6269\u5c55\u7684\u65b9\u5f0f\u3002\u6bd4\u5982\u8bf4\u7528 A100 \u670d\u52a1\u5668\uff0c\u8fd9\u5c31\u50cf\u662f\u7ed9\u7cfb\u7edf\u4f4f\u7684 \u201c\u5c0f\u623f\u5b50\u201d 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\u6c34\u5e73\u6269\u5c55\uff1a\u6a21\u5757\u5316\u90e8\u7f72\uff0c\u96c6\u7fa4\u8c03\u5ea6<\/h3>\n<p>\u968f\u7740\u63a5\u5165\u7684\u5ba2\u6237\u8d8a\u6765\u8d8a\u591a\uff0c\u670d\u52a1\u6a2a\u5411\u6269\u5c55\u5c31\u6210\u4e86\u5fc5\u7136\u7684\u9009\u62e9\u3002<\/p>\n<p>\u8fd9\u5c31\u50cf\u662f\u4ece\u4e00\u4e2a\u4eba\u5355\u6253\u72ec\u6597\u53d8\u6210\u4e00\u4e2a\u56e2\u961f\u4e00\u8d77\u5e72\u6d3b\u3002\u5229\u7528 Kubernetes \u90e8\u7f72\u591a\u4e2a\u526f\u672c\u670d\u52a1\uff0c\u8fd9\u5c31\u50cf\u662f\u5b89\u6392\u4e86\u5f88\u591a\u4e2a \u201c\u5c0f\u5175\u201d \u6765\u5206\u62c5\u4efb\u52a1\u3002\u7ed3\u5408\u670d\u52a1\u6ce8\u518c\u4e0e\u53d1\u73b0\u3001\u7070\u5ea6\u53d1\u5e03\u3001\u8d1f\u8f7d\u5747\u8861\u7b56\u7565\uff0c\u5c31\u80fd\u5b9e\u73b0\u591a\u79df\u6237\u9694\u79bb\u4e0e\u8d44\u6e90\u5206\u914d\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6709\u4e2a\u505a\u667a\u80fd\u5ba2\u670d\u7cfb\u7edf\u7684\u516c\u53f8\u3002\u4ed6\u4eec\u628a\u5ba2\u670d\u6a21\u578b\u548c\u6587\u6863\u95ee\u7b54\u6a21\u578b\u5206\u522b\u90e8\u7f72\u6210\u4e24\u4e2a\u5fae\u670d\u52a1\u3002\u8fd9\u5c31\u50cf\u662f\u5b89\u6392\u4e86\u4e24\u4e2a\u4e13\u95e8\u7684 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\u7f13\u5b58\uff1a\u5feb\u901f\u54cd\u5e94\u7684\u79d8\u5bc6\u6b66\u5668<\/h3>\n<p>\u5728 AI \u7cfb\u7edf\u91cc\uff0c\u7f13\u5b58\u5c31\u50cf\u662f\u7ed9\u7cfb\u7edf\u88c5\u4e86\u4e2a \u201c\u8d85\u7ea7\u5927\u8111\u201d\uff0c\u80fd\u628a\u7ecf\u5e38\u7528\u5230\u7684\u4fe1\u606f\u6682\u5b58\u8d77\u6765\uff0c\u65b9\u4fbf\u968f\u65f6\u53d6\u7528\u3002\u4f7f\u7528 CDN \u7f13\u5b58\u6a21\u578b\u524d\u7aef\u8d44\u6e90\uff0c\u8fd9\u5c31\u50cf\u662f\u5728\u79bb\u7528\u6237\u6700\u8fd1\u7684\u5730\u65b9\u653e\u4e86\u4e2a \u201c\u4ed3\u5e93\u201d\uff0c\u8ba9\u7528\u6237\u80fd\u5feb\u901f\u62ff\u5230\u4ed6\u4eec\u9700\u8981\u7684\u4e1c\u897f\u3002\u6d4f\u89c8\u5668\u672c\u5730\u7f13\u5b58\u7528\u6237\u914d\u7f6e\uff0c\u8fd9\u5c31\u50cf\u662f\u7ed9\u7528\u6237\u81ea\u5df1\u7559\u4e86\u4e2a \u201c\u5c0f\u62bd\u5c49\u201d\uff0c\u653e\u4ed6\u4eec\u81ea\u5df1\u7684\u4e2a\u6027\u5316\u8bbe\u7f6e\u3002Redis 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\u591a\u7c7b\u578b\u6570\u636e\u5b58\u50a8\uff1a\u9002\u914d\u591a\u6a21\u6001 AI \u4e1a\u52a1<\/h3>\n<p>\u5148\u6765\u60f3\u60f3\uff0c\u4e00\u4e2a AI \u6559\u80b2\u5e73\u53f0\uff0c\u53ef\u80fd\u4f1a\u540c\u65f6\u5904\u7406\u6587\u672c\u95ee\u7b54\u3001\u6559\u5b66\u89c6\u9891\u3001\u8bed\u97f3\u8bc4\u5206\u7b49\u4efb\u52a1\u3002\u8fd9\u5c31\u50cf\u662f\u4e00\u4e2a\u9910\u9986\u8981\u540c\u65f6\u505a\u4e2d\u9910\u3001\u897f\u9910\u3001\u65e5\u6599\u4e00\u6837\uff0c\u5f97\u6709\u4e0d\u540c\u7684 \u201c\u53a8\u623f\u201d \u6765\u5904\u7406\u4e0d\u540c\u7684\u98df\u6750\u3002<\/p>\n<p>\u6240\u4ee5\u8bf4\uff0c\u4ed6\u4eec\u5f97\u7528\u4e0d\u540c\u7684\u5b58\u50a8\u65b9\u5f0f\u3002<\/p>\n<p>AI\u5e73\u53f0\u6570\u636e\u8ddf\u98df\u6750\u4f3c\u7684\uff0c\u5f97\u5206\u95e8\u522b\u7c7b\u5b58\u653e\uff1a<\/p>\n<ul data-id=\"u738a58b-p1eXaFlX\">\n<li data-id=\"ld70c578-V8bI9EVb\">MySQL\u50cf\u51b0\u7bb1\u653e\u9c9c\u8089\uff08\u4ea4\u6613\u8bb0\u5f55\u8fd9\u4e9b\u89c4\u6574\u6570\u636e\uff09<\/li>\n<li data-id=\"ld70c578-Lc93KNOJ\">MongoDB\u662f\u8c03\u6599\u67b6\uff08\u5404\u79cdJSON\u914d\u7f6e\u968f\u4fbf\u585e\uff09<\/li>\n<li data-id=\"ld70c578-8Xe5dkua\">MinIO\u5f53\u51b7\u5e93\uff08\u89c6\u9891\u97f3\u9891\u8fd9\u4e9b\u5927\u5bb6\u4f19\uff09<\/li>\n<li data-id=\"ld70c578-GWKirBsN\">Milvus\u582a\u6bd4\u667a\u80fd\u6a71\u67dc\uff08\u7279\u5f81\u5411\u91cf\u5206\u95e8\u522b\u7c7b\u653e\uff09<\/li>\n<\/ul>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6709\u4e2a\u5728\u7ebf\u8bed\u8a00\u5b66\u4e60\u5e73\u53f0\u3002\u8bfe\u7a0b\u8868\u653eMySQL\uff0c\u6559\u5b66\u89c6\u9891\u6254MinIO\uff0c\u5b66\u751f\u8bed\u97f3\u7279\u5f81\u5b58Milvus\u3002<\/p>\n<p>\u8fd9\u5c31\u8ddf\u540e\u53a8\u5206\u533a\u7ba1\u7406\u4f3c\u7684\uff0c\u627e\u5565\u98df\u6750\u90fd\u4e0d\u4f1a\u624b\u5fd9\u811a\u4e71\u3002<\/p>\n<p>\u6bd4\u5982\u8bf4\uff0cMySQL \u5b58\u50a8\u7ed3\u6784\u5316\u4e8b\u52a1\u6570\u636e\u3002\u8fd9\u5c31\u50cf\u662f\u7528\u6587\u4ef6\u67dc\u6765\u5b58\u653e\u90a3\u4e9b\u6709\u56fa\u5b9a\u683c\u5f0f\u7684\u6587\u4ef6\uff0c\u6bd4\u5982\u5b66\u751f\u7684\u6210\u7ee9\u3001\u8bfe\u7a0b\u5b89\u6392\u8fd9\u4e9b\u6709\u660e\u786e\u7ed3\u6784\u7684\u4fe1\u606f\u3002<\/p>\n<p>MongoDB \u5b58\u50a8\u590d\u6742 JSON \u914d\u7f6e\u3002\u8fd9\u5c31\u50cf\u662f\u7528\u4e00\u4e2a\u5927\u6742\u70e9\u7684\u9505\u6765\u716e\u90a3\u4e9b\u5f62\u72b6\u4e0d\u89c4\u5219\u7684\u98df\u6750\uff0c\u6bd4\u5982\u4e00\u4e9b\u590d\u6742\u7684\u7cfb\u7edf\u914d\u7f6e\u4fe1\u606f\uff0c\u53ef\u80fd\u6709\u5404\u79cd\u5d4c\u5957\u548c\u4e0d\u89c4\u5219\u7684\u7ed3\u6784\u3002<\/p>\n<p>MinIO \u5b58\u50a8\u97f3\u89c6\u9891\u5927\u6587\u4ef6\u3002\u8fd9\u5c31\u50cf\u662f\u7ed9\u5927\u4ef6\u884c\u674e\u5b89\u6392\u4e86\u4e2a\u4e13\u95e8\u7684\u4ed3\u5e93\uff0c\u4e13\u95e8\u5b58\u653e\u90a3\u4e9b\u4f53\u79ef\u5927\u7684\u97f3\u89c6\u9891\u6587\u4ef6\uff0c\u65b9\u4fbf\u7ba1\u7406\u548c\u5feb\u901f\u53d6\u7528\u3002<\/p>\n<p>Milvus \u5b58\u50a8\u5411\u91cf\u6570\u636e\u7528\u4e8e\u76f8\u4f3c\u5ea6\u68c0\u7d22\u3002\u8fd9\u5c31\u50cf\u662f\u6709\u4e2a\u4e13\u95e8\u7528\u6765\u627e\u76f8\u4f3c\u7269\u54c1\u7684\u5de5\u5177\uff0c\u6bd4\u5982\u8bf4\u8981\u627e\u548c\u67d0\u4e2a\u6559\u5b66\u89c6\u9891\u98ce\u683c\u76f8\u4f3c\u7684\u5176\u4ed6\u89c6\u9891\uff0cMilvus \u5c31\u80fd\u5feb\u901f\u5e2e\u4f60\u627e\u51fa\u6765\u3002<\/p>\n<h3>7.2 \u6570\u636e\u7d22\u5f15\u4e0e\u68c0\u7d22\u4f18\u5316\uff1a\u4e3a\u6bcf\u4e00\u6b21\u67e5\u8be2\u8282\u7701\u6beb\u79d2<\/h3>\n<p>\u627e\u6570\u636e\u6700\u6015\u5565\uff1f\u5927\u6d77\u635e\u9488\u5457\uff01<\/p>\n<p>\u5728\u641e AI \u8fd9\u884c\u5f53\u7684\uff0c\u90fd\u77e5\u9053\u6784\u5efa\u5411\u91cf\u68c0\u7d22\u65f6\uff0c\u628a\u5012\u6392\u7d22\u5f15\u548c\u5206\u7247\u673a\u5236\u7ed3\u5408\u8d77\u6765\uff0c\u5c31\u80fd\u50cf\u7ed9\u56fe\u4e66\u9986\u7684\u4e66\u540c\u65f6\u7f16\u4e86\u7d22\u5f15\u548c\u5206\u4e86\u4e0d\u540c\u7684\u533a\u57df\u4e00\u6837\uff0c\u80fd\u663e\u8457\u63d0\u5347\u53ec\u56de\u6548\u7387\u3002<\/p>\n<p>Elasticsearch\u5c31\u662f\u6d3b\u5730\u56fe\uff0c\u7ed9\u6240\u6709\u6587\u6863\u8d34\u6807\u7b7e\u3001\u505a\u7d22\u5f15\u3002<\/p>\n<p>Milvus \u66f4\u7edd\uff0c\u76f4\u63a5\u7ed9\u5411\u91cf\u6570\u636e\u88c5GPS\uff0c\u627e\u76f8\u4f3c\u5185\u5bb9\u6bd4\u76f8\u4eb2\u5339\u914d\u8fd8\u5feb\u3002<\/p>\n<p>\u67d0\u5199\u4f5c\u5e73\u53f0\u53bb\u5e74\u88ab\u7528\u6237\u9a82\u68c0\u7d22\u6162\uff0c\u4e0a\u4e86FAISS\u540e\u73b0\u5728\u627e\u76f8\u4f3c\u6587\u7ae0\u53ea\u89810.5\u79d2\u3002\u8fd9\u5c31\u8ddf\u4ece\u7eb8\u8d28\u5730\u56fe\u5347\u7ea7\u5230\u9ad8\u5fb7\u5bfc\u822a\uff0c\u6548\u7387\u76f4\u63a5\u8d77\u98de\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6709\u4e2a\u505a AI \u5199\u4f5c\u8f85\u52a9\u7684\u5e73\u53f0\u3002\u4ed6\u4eec\u7528 Elasticsearch \u6765\u641c\u7d22\u5927\u91cf\u7684\u6587\u672c\u8d44\u6599\uff0c\u6bd4\u5982\u4e66\u7c4d\u3001\u6587\u7ae0\u7b49\uff0c\u5f53\u7528\u6237\u8f93\u5165\u4e00\u4e2a\u5173\u952e\u8bcd\u6216\u8005\u77ed\u8bed\uff0c\u7cfb\u7edf\u80fd\u5feb\u901f\u5730\u5728\u8fd9\u4e9b\u6587\u672c\u91cc\u627e\u5230\u76f8\u5173\u5185\u5bb9\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u4ed6\u4eec\u7528 Milvus\u6765\u52a0\u901f\u5411\u91cf\u68c0\u7d22\uff0c\u6bd4\u5982\u8bf4\u5f53\u7528\u6237\u4e0a\u4f20\u4e00\u7bc7\u81ea\u5df1\u5199\u7684\u4f5c\u6587\uff0c\u7cfb\u7edf\u80fd\u901a\u8fc7\u5411\u91cf\u68c0\u7d22\u627e\u5230\u548c\u8fd9\u7bc7\u4f5c\u6587\u98ce\u683c\u76f8\u4f3c\u7684\u5176\u4ed6\u4f5c\u6587\u793a\u4f8b\uff0c\u7ed9\u7528\u6237\u66f4\u591a\u53c2\u8003\u548c\u7075\u611f\u3002<\/p>\n<h3>7.3 \u5206\u7247\u7b56\u7565\uff1a\u7075\u6d3b\u6269\u5bb9\u7684\u4fdd\u8bc1<\/h3>\n<p>\u5206\u7247\u7b56\u7565\u5c31\u50cf\u662f\u7ed9\u6570\u636e\u5b89\u6392\u4e86\u4e0d\u540c\u7684 \u201c\u4f4f\u5bbf\u65b9\u5f0f\u201d\uff0c\u8ba9\u5b83\u80fd\u6839\u636e\u4e0d\u540c\u7684\u60c5\u51b5\u7075\u6d3b\u8c03\u6574\u3002\u5c31\u597d\u6bd4\u662f\u6839\u636e\u5ba2\u4eba\u7684\u4e0d\u540c\u9700\u6c42\uff0c\u628a\u4ed6\u4eec\u5b89\u6392\u5728\u4e0d\u540c\u7684\u623f\u95f4\u7c7b\u578b\u91cc\u3002<\/p>\n<p>\u5e38\u7528\u7684\u5206\u7247\u7b56\u7565\u6709\uff1a<\/p>\n<ul data-id=\"u738a58b-bY8YRFhF\">\n<li data-id=\"ld70c578-xT71dns1\">Range \u5206\u7247\uff1a\u8fd9\u5c31\u50cf\u662f\u6309\u7167\u65f6\u95f4\u987a\u5e8f\u6765\u5b89\u6392\u4f4f\u5904\uff0c\u9002\u5408\u90a3\u4e9b\u6709\u660e\u663e\u65f6\u95f4\u5e8f\u5217\u7684\u6570\u636e\uff0c\u6bd4\u5982\u8bf4\u6309\u7167\u65e5\u671f\u6765\u5b58\u50a8\u4ea4\u6613\u8bb0\u5f55\u3002<\/li>\n<li data-id=\"ld70c578-lSwa0VxV\">Hash \u53d6\u6a21\u5206\u7247\uff1a\u8fd9\u5c31\u50cf\u662f\u628a\u5ba2\u4eba\u968f\u673a\u5747\u5300\u5730\u5206\u914d\u5230\u4e0d\u540c\u7684\u623f\u95f4\uff0c\u9002\u5408\u90a3\u4e9b\u9700\u8981\u5747\u5300\u5206\u5e03\u7684\u6570\u636e\uff0c\u6bd4\u5982\u8bf4\u7528\u6237\u7684\u57fa\u672c\u4fe1\u606f\u3002<\/li>\n<li data-id=\"ld70c578-cDeS8vNB\">\u4e00\u81f4\u6027\u54c8\u5e0c\uff1a\u8fd9\u5c31\u50cf\u662f\u7ed9\u5ba2\u4eba\u5b89\u6392\u4e86\u53ef\u4ee5\u7075\u6d3b\u8c03\u6574\u7684\u623f\u95f4\uff0c\u65b9\u4fbf\u5728\u52a8\u6001\u6269\u5bb9\u65f6\uff0c\u4e0d\u4f1a\u8ba9\u5927\u90e8\u5206\u5ba2\u4eba\u9700\u8981\u6362\u623f\u95f4\u3002<\/li>\n<\/ul>\n<p>\u6570\u636e\u5206\u7247\u5c31\u8ddf\u79df\u623f\u9009\u6237\u578b\u4f3c\u7684\uff1a<\/p>\n<ul data-id=\"u738a58b-GJMll3Cf\">\n<li data-id=\"ld70c578-0shi24aS\">\u65f6\u95f4\u5206\u7247\u50cf\u957f\u79df\u516c\u5bd3\uff08\u6309\u5e74\u6708\u5f52\u6863\u65e5\u5fd7\uff09<\/li>\n<li data-id=\"ld70c578-e6Q9TLIf\">\u54c8\u5e0c\u5206\u7247\u662f\u5408\u79df\u623f\uff08\u628a\u7528\u6237\u6253\u6563\u5747\u5206\uff09<\/li>\n<li data-id=\"ld70c578-ZksiPZ51\">\u4e00\u81f4\u6027\u54c8\u5e0c\u50cf\u7075\u6d3b\u77ed\u79df\uff08\u6269\u5bb9\u65f6\u4e0d\u6298\u817e\uff09<\/li>\n<\/ul>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6709\u4e2a\u505a\u7535\u5546 AI \u63a8\u8350\u7cfb\u7edf\u7684\u5e73\u53f0\u3002\u4ed6\u4eec\u7528 Range \u5206\u7247\u6765\u5b58\u50a8\u7528\u6237\u7684\u8d2d\u4e70\u8bb0\u5f55\uff0c\u6309\u7167\u8d2d\u4e70\u65f6\u95f4\u6765\u5206\u7247\uff0c\u8fd9\u6837\u5728\u67e5\u8be2\u67d0\u4e2a\u65f6\u95f4\u6bb5\u7684\u8d2d\u4e70\u8bb0\u5f55\u65f6\u80fd\u5f88\u5feb\u627e\u5230\u3002\u5bf9\u4e8e\u7528\u6237\u7684\u4e2a\u4eba\u4fe1\u606f\uff0c\u5219\u91c7\u7528 Hash \u53d6\u6a21\u5206\u7247\uff0c\u5747\u5300\u5730\u5206\u5e03\u5230\u4e0d\u540c\u7684\u6570\u636e\u5e93\u8282\u70b9\u4e0a\uff0c\u4fdd\u8bc1\u67e5\u8be2\u6548\u7387\u3002\u5f53\u9700\u8981\u589e\u52a0\u65b0\u7684\u670d\u52a1\u5668\u8282\u70b9\u65f6\uff0c\u91c7\u7528\u4e00\u81f4\u6027\u54c8\u5e0c\u7b56\u7565\uff0c\u8fd9\u6837\u53ea\u6709\u5c11\u91cf\u7684\u6570\u636e\u9700\u8981\u8fc1\u79fb\uff0c\u4e0d\u4f1a\u5bf9\u7cfb\u7edf\u9020\u6210\u592a\u5927\u5f71\u54cd\u3002<\/p>\n<h2>\u516b\u3001\u9ad8\u6548\u80fd\u67b6\u6784\u8bbe\u8ba1<\/h2>\n<p>\u9ad8\u6548\u80fd\u67b6\u6784\u8bbe\u8ba1\uff0c\u4e3b\u8981\u662f \u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\uff0c DevOps\u4e0eCI\/CD<\/p>\n<p>\u6a21\u578b\u548b\u4ece\u5b9e\u9a8c\u5ba4\u8dd1\u5230\u7ebf\u4e0a\uff1f<\/p>\n<p>DevOps\u5c31\u662f\u81ea\u52a8\u4f20\u9001\u5e26\uff01\u6a21\u578b\u6ce8\u518c\u626b\u7801\u5165\u5e93\uff0c\u9a8c\u7b7e\u5c31\u50cf\u5976\u8336\u5e97\u68c0\u67e5\u539f\u6599\u4fdd\u8d28\u671f\uff0cCI\/CD\u6d41\u6c34\u7ebf\u5c31\u662f\u5168\u81ea\u52a8\u5c01\u53e3\u673a\u3002\u67d0AI\u56e2\u961f\u73b0\u5728\u6bcf\u5929\u80fd\u4e0a\u7ebf20\u4e2a\u65b0\u6a21\u578b\uff0c\u8ddf\u5976\u8336\u5e97\u51fa\u65b0\u54c1\u901f\u5ea6\u6709\u4e00\u62fc\u3002<\/p>\n<p>\u6a21\u578b\u90e8\u7f72\u6d41\u7a0b\u4ece\u6a21\u578b\u6ce8\u518c\u3001\u6a21\u578b\u9a8c\u7b7e\u3001\u4e0a\u7ebf\u53d1\u5e03\u5168\u90e8\u81ea\u52a8\u5316\uff0c\u8ba9\u6a21\u578b\u8fed\u4ee3\u901f\u5ea6\u8ddf\u5f97\u4e0a\u4e1a\u52a1\u3002\u8fd9\u5c31\u50cf\u662f\u7ed9\u6a21\u578b\u7684\u751f\u4ea7\u3001\u6d4b\u8bd5\u3001\u4e0a\u7ebf\u5b89\u6392\u4e86\u4e00\u6761\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\uff0c\u6a21\u578b\u5c31\u50cf\u4e00\u4e2a\u4e2a\u4ea7\u54c1\uff0c\u7ecf\u8fc7\u6ce8\u518c\u3001\u9a8c\u7b7e\u3001\u6d4b\u8bd5\u7b49\u4e00\u7cfb\u5217\u5de5\u5e8f\u540e\uff0c\u81ea\u52a8\u4e0a\u7ebf\u53d1\u5e03\uff0c\u4e0d\u7528\u4eba\u5de5\u4e00\u70b9\u70b9\u53bb\u64cd\u4f5c\uff0c\u5927\u5927\u63d0\u9ad8\u4e86\u6548\u7387\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6709\u4e2aAI\u79d1\u7814\u56e2\u961f\u3002\u4ed6\u4eec\u6bcf\u5929\u90fd\u6709\u65b0\u7684\u6a21\u578b\u9700\u8981\u90e8\u7f72\u4e0a\u7ebf\u3002\u901a\u8fc7DevOps\u548cCI\/CD\u6d41\u7a0b\uff0c\u5f53\u6a21\u578b\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u81ea\u52a8\u8fdb\u884c\u6ce8\u518c\uff0c\u7136\u540e\u7cfb\u7edf\u4f1a\u81ea\u52a8\u5bf9\u6a21\u578b\u8fdb\u884c\u9a8c\u7b7e\uff0c\u68c0\u67e5\u6a21\u578b\u662f\u5426\u7b26\u5408\u5b89\u5168\u6807\u51c6\u548c\u8d28\u91cf\u8981\u6c42\u3002\u9a8c\u7b7e\u901a\u8fc7\u540e\uff0c\u6a21\u578b\u4f1a\u81ea\u52a8\u4e0a\u7ebf\u53d1\u5e03\uff0c\u6574\u4e2a\u8fc7\u7a0b\u4e0d\u9700\u8981\u4eba\u5de5\u8fc7\u591a\u5e72\u9884\u3002\u8fd9\u6837\uff0c\u6a21\u578b\u7684\u8fed\u4ee3\u901f\u5ea6\u5c31\u80fd\u8ddf\u4e0a\u4e1a\u52a1\u53d1\u5c55\u7684\u6b65\u4f10\uff0c\u79d1\u7814\u4eba\u5458\u53ef\u4ee5\u66f4\u4e13\u6ce8\u4e8e\u6a21\u578b\u7684\u7814\u53d1\uff0c\u800c\u4e0d\u662f\u88ab\u7e41\u7410\u7684\u90e8\u7f72\u6d41\u7a0b\u62d6\u4f4f\u540e\u817f\u3002<\/p>\n<h2>8\u5927AI\u7cfb\u7edf\u67b6\u6784\u7684\u603b\u7ed3<\/h2>\n<p>\u641e\u67b6\u6784\u8bbe\u8ba1\u5c31\u50cf\u5f00\u8f66\uff0c\u65b0\u624b\u53ea\u7ba1\u8e29\u6cb9\u95e8\uff0c\u8001\u53f8\u673a\u5f97\u61c2\u770b\u8def\u51b5\u9884\u5224\u98ce\u9669\u3002\u4f60\u8bf4\u90a3\u4e9b\u7194\u65ad\u3001\u9694\u79bb\u3001\u53cc\u6d3b\u7684\u8bbe\u8ba1\uff0c\u4e0d\u5c31\u662f\u7ed9\u7cfb\u7edf\u7cfb\u5b89\u5168\u5e26\u3001\u88c5\u5b89\u5168\u6c14\u56ca\u5417\uff1f<\/p>\n<p>\u89c1\u8fc7\u592a\u591a\u56e2\u961f\u524d\u671f\u56fe\u7701\u4e8b\uff0c\u540e\u671f\u5929\u5929\u6551\u706b\u3002\u5c31\u8ddf\u88c5\u4fee\u4e0d\u820d\u5f97\u4e70\u597d\u7535\u7ebf\uff0c\u4f4f\u8fdb\u53bb\u4e09\u5929\u4e24\u5934\u8df3\u95f8\u3002\u6240\u4ee5\u8bf4\u554a\uff0c\u67b6\u6784\u5e08\u7684\u773c\u5149\u5f97\u6bd4\u4e1a\u52a1\u8dd1\u5f97\u5feb\u534a\u6b65\uff0c\u65e2\u8981\u625b\u5f97\u4f4f\u4eca\u5929\u7684\u91cf\uff0c\u8fd8\u8981\u515c\u5f97\u4f4f\u660e\u5929\u7684\u9669\u3002<\/p>\n<p>\u8fd9\u884c\u5f53\u6700\u8ff7\u4eba\u7684\u5730\u65b9\u5c31\u5728\u8fd9\u513f\u2014\u2014\u4f60\u8bbe\u8ba1\u7684\u6bcf\u4e2a\u51b3\u7b56\uff0c\u90fd\u5728\u9ed8\u9ed8\u5b88\u62a4\u7740\u5343\u4e07\u7528\u6237\u7684\u4f53\u9a8c\u3002\u5f53\u7528\u6237\u4e1d\u6ed1\u5730\u7528\u7740AI\u529f\u80fd\u65f6\uff0c\u54ea\u77e5\u9053\u540e\u53f0\u7ecf\u5386\u8fc7\u591a\u5c11\u60ca\u5fc3\u52a8\u9b44\u7684\u6218\u5f79\uff1f\u8fd9\u4efd\u6df1\u85cf\u529f\u4e0e\u540d\u7684\u6210\u5c31\u611f\uff0c\u4e0d\u5c31\u662f\u6280\u672f\u4eba\u6700\u597d\u7684\u5956\u8d4f\u5417\uff1f<\/p>\n<p>\u53ea\u6709\u771f\u6b63\u7406\u89e3\u4e1a\u52a1\u53d1\u5c55\u80cc\u540e\u7684\u8282\u594f\u53d8\u5316\uff0c\u6d1e\u5bdf\u67b6\u6784\u5404\u5c42\u4e4b\u95f4\u7684\u52a8\u6001\u5173\u7cfb\uff0c\u7cfb\u7edf\u624d\u80fd\u5177\u5907\u6301\u4e45\u7684\u751f\u547d\u529b\u3002<\/p>\n<p>\u5728\u6bcf\u4e00\u6b21\u5e76\u53d1\u66b4\u6da8\u3001\u6a21\u578b\u70ed\u66f4\u3001\u5f02\u5e38\u6545\u969c\u3001\u4e1a\u52a1\u7206\u53d1\u7684\u80cc\u540e\uff0c\u90fd\u662f\u67b6\u6784\u8bbe\u8ba1\u8005\u4e00\u6b21\u6b21\u4e3a\u7cfb\u7edf\u7b51\u7262\u7684\u201c\u9690\u5f62\u62a4\u57ce\u6cb3\u201d\u3002<\/p>\n<p>\u597d\u7684\u67b6\u6784\u5e08\u5c31\u662f\u90a3\u4f4d\u7ecf\u9a8c\u4e30\u5bcc\u7684\u8239\u957f\uff0c\u63d0\u524d\u9884\u5224\u98ce\u6d6a\uff0c\u52a0\u56fa\u8239\u8eab\uff0c\u8ba9\u8239\u80fd\u5e73\u7a33\u5730\u7a7f\u8d8a\u5404\u79cd\u6076\u52a3\u5929\u6c14\uff0c\u5b89\u5168\u62b5\u8fbe\u76ee\u7684\u5730\u3002<\/p>\n<p>\u6700\u540e\uff0c\u5c3c\u6069\u5728\u8fd9\u4e2a 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