{"id":21703,"date":"2026-10-12T15:46:30","date_gmt":"2026-10-12T07:46:30","guid":{"rendered":"https:\/\/92it.top\/?p=21703"},"modified":"2026-10-12T15:46:30","modified_gmt":"2026-10-12T07:46:30","slug":"%e6%af%8f%e5%a4%a9%e5%90%83%e9%80%8f%e4%b8%80%e4%b8%aa-ai-%e7%9f%a5%e8%af%86%e7%82%b9-%e5%90%91%e9%87%8f%e6%95%b0%e6%8d%ae%e5%ba%93","status":"publish","type":"post","link":"https:\/\/92it.top\/?p=21703","title":{"rendered":"\u6bcf\u5929\u5403\u900f\u4e00\u4e2a AI \u77e5\u8bc6\u70b9 \u2014 \u5411\u91cf\u6570\u636e\u5e93"},"content":{"rendered":"\n<p>\u8f6c\u8f7d\uff1a\u5c0f\u7ea2\u4e66 AI\u4ea7\u54c1\u8d75\u54e5<\/p>\n\n\n\n<p><strong>\u524d\u8a00 \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5728\u4e4b\u524d\u7684\u7b14\u8bb0\u91cc\uff0c\u54b1\u4eec\u804a\u4e86 RAG\uff0c\u804a\u4e86\u7f13\u5b58\u3002\u5f88\u591a\u4eba\u95ee\u6211\uff0c\u4f60\u53cd\u590d\u63d0\u5230\u7684<strong>\u5411\u91cf\u6570\u636e\u5e93<\/strong>\uff0c\u80fd\u4e0d\u80fd\u5c55\u5f00\u8bb2\u8bb2\uff1f<\/p>\n\n\n\n<p>\u5982\u679c\u8bf4\u5927\u8bed\u8a00\u6a21\u578b\u662f AI \u7684\u5927\u8111\uff0c\u5411\u91cf\u6570\u636e\u5e93\u5c31\u662f AI \u7684\u7b2c\u516d\u611f\u3002<\/p>\n\n\n\n<p>\u4f60\u6709\u6ca1\u6709\u60f3\u8fc7\uff1a<\/p>\n\n\n\n<ul>\n<li>\u4e3a\u4ec0\u4e48\u5728\u8d2d\u7269\u7f51\u7ad9\u641c &#8220;\u84dd\u8272\u788e\u82b1\u8fde\u8863\u88d9&#8221;\uff0c\u5b83\u4f1a\u7ed9\u4f60\u63a8\u8350 &#8220;\u5929\u84dd\u8272\u5c0f\u96cf\u83ca\u77ed\u88d9&#8221; \u548c &#8220;\u85cf\u9752\u8272\u5370\u82b1\u957f\u88d9&#8221;\uff1f\u660e\u660e\u5173\u952e\u8bcd\u4e0d\u5b8c\u5168\u5339\u914d<\/li>\n\n\n\n<li>\u4e3a\u4ec0\u4e48\u97f3\u4e50 App \u80fd\u5728\u4f60\u542c\u5b8c\u4e00\u9996\u6c11\u8c23\u540e\uff0c\u7cbe\u51c6\u63a8\u8350\u98ce\u683c\u76f8\u4f3c\u4f46\u4f60\u4ece\u672a\u542c\u8fc7\u7684\u6b4c\uff1f<\/li>\n\n\n\n<li>\u4e3a\u4ec0\u4e48 AI \u7ed8\u753b\u5de5\u5177\u80fd\u770b\u61c2\u4e00\u5f20\u7167\u7247\uff0c\u7136\u540e\u753b\u51fa\u98ce\u683c\u8fe5\u5f02\u4f46\u5185\u5bb9\u76f8\u5173\u7684\u56fe\u7247\uff1f<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u90fd\u79bb\u4e0d\u5f00\u5411\u91cf\u6570\u636e\u5e93\u3002<\/p>\n\n\n\n<p>\u522b\u88ab &#8220;\u6570\u636e\u5e93&#8221; \u4e09\u4e2a\u5b57\u529d\u9000\u3002\u5b83\u8ddf\u4f60\u542c\u8fc7\u7684 MySQL\u3001Oracle \u4e0d\u662f\u4e00\u7801\u4e8b\u513f\u3002\u4eca\u5929\uff0c\u54b1\u4eec\u4e00\u8d77\u6765\u804a\u804a\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4ee5\u53ca\u5b83\u662f\u600e\u4e48\u5728\u5927\u6a21\u578b\u7684\u8fd0\u8f6c\u4e2d\u53d1\u6325\u4f5c\u7528\u7684\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e00\u3001\u4f20\u7edf\u6570\u636e\u5e93\u9047\u5230\u7684\u95ee\u9898 \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8ba4\u8bc6\u65b0\u670b\u53cb\u4e4b\u524d\uff0c\u5148\u770b\u770b\u8001\u670b\u53cb \u2014\u2014 <strong>\u4f20\u7edf\u6570\u636e\u5e93<\/strong>\uff0c\u6bd4\u5982 MySQL\u3001SQL Server\u3002\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u4e00\u4e2a\u7ba1\u7406\u5f97\u4e95\u4e95\u6709\u6761\u7684\u8d85\u5927\u7684\u6863\u6848\u67dc\uff0c\u6838\u5fc3\u5de5\u4f5c\u65b9\u5f0f\u662f<strong>\u7cbe\u786e\u5339\u914d<\/strong>\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"928\" height=\"630\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-6.png\" alt=\"\" class=\"wp-image-21704\" style=\"width:360px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-6.png 928w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-6-300x204.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-6-768x521.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-6-830x563.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-6-230x156.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-6-350x238.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-6-480x326.png 480w\" sizes=\"(max-width: 928px) 100vw, 928px\" \/><\/figure><\/div>\n\n\n<p>\u7ed3\u6784\u5316\u6570\u636e\uff1a\u50cf\u6863\u6848\u67dc\u4e00\u6837\u7cbe\u786e\u67e5\u627e \u901a\u8fc7\u660e\u786e\u7684\u5b57\u6bb5\u548c\u7d22\u5f15\uff0c\u5feb\u901f\u5b9a\u4f4d\u5230\u9700\u8981\u7684\u5177\u4f53\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u60f3\u627e\u6570\u636e\uff0c\u5fc5\u987b\u7ed9\u5b83\u975e\u5e38\u660e\u786e\u7684\u6307\u4ee4\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">WHERE \u59d3\u540d = '\u5f20\u4e09'\nWHERE \u5e74\u9f84 > 30\nWHERE \u57ce\u5e02 = '\u4e0a\u6d77' AND \u8ba2\u5355\u91d1\u989d > 1000<\/pre>\n\n\n\n<p>\u5b83\u53ea\u80fd\u7406\u89e3 &#8220;\u662f&#8221; \u6216 &#8220;\u4e0d\u662f&#8221;\u3001&#8221;\u5927\u4e8e&#8221; \u6216 &#8220;\u5c0f\u4e8e&#8221; \u7684\u521a\u6027\u903b\u8f91\u3002\u80fd\u5e2e\u4f60\u627e\u5230\u6240\u6709\u59d3\u5f20\u3001\u5e74\u9f84 31\u3001\u4f4f\u5728\u5317\u4eac\u7684\u4eba\u3002<\/p>\n\n\n\n<p>\u4f46\u5982\u679c\u4f60\u95ee\u5b83\uff1a&#8221;\u5e2e\u6211\u627e\u548c\u5f20\u4e09\u6c14\u8d28\u6700\u50cf\u7684\u4eba&#8221;\uff0c\u5b83\u4f1a\u77ac\u95f4\u5b95\u673a\u3002\u5b83\u4f1a\u4e00\u8138\u61f5\u903c\u5730\u770b\u7740\u4f60\uff1a&#8221;\u6c14\u8d28&#8221; \u662f\u4ec0\u4e48\uff1f\u600e\u4e48\u8861\u91cf\uff1f\u8868\u683c\u91cc\u6839\u672c\u6ca1\u6709\u8fd9\u4e00\u5217\u554a\uff01<\/p>\n\n\n\n<p>\u8fd9\u5c31\u662f\u4f20\u7edf\u6570\u636e\u5e93\u7684\u5c40\u9650\u3002\u5b83\u64c5\u957f\u5904\u7406\u7ed3\u6784\u5316\u7684\u3001\u53ef\u4ee5\u7cbe\u786e\u63cf\u8ff0\u7684\u6570\u636e\uff08\u6587\u5b57\u3001\u6570\u5b57\u3001\u65e5\u671f\uff09\uff0c\u4f46\u5bf9\u4e8e\u975e\u7ed3\u6784\u5316\u7684\u3001\u5145\u6ee1\u6a21\u7cca\u6027\u7684\u6570\u636e\uff08\u56fe\u7247\u3001\u97f3\u9891\u3001&#8221;\u5fe7\u90c1&#8221; \u8fd9\u6837\u7684\u6587\u5b57\u63cf\u8ff0\uff09\uff0c\u5b83\u5c31\u65e0\u80fd\u4e3a\u529b\u4e86\u3002\u5b83\u65e0\u6cd5\u7406\u89e3 &#8220;\u76f8\u4f3c&#8221;\u3001&#8221;\u63a5\u8fd1&#8221;\u3001&#8221;\u98ce\u683c\u7c7b\u4f3c&#8221; \u8fd9\u79cd\u57fa\u4e8e\u8bed\u4e49\u7684\u542b\u4e49\u3002<\/p>\n\n\n\n<p>\u800c\u6211\u4eec\u4eca\u5929\u7684 AI \u65f6\u4ee3\uff0c\u662f\u975e\u7ed3\u6784\u5316\u6570\u636e\u7684\u65f6\u4ee3\u3002\u4e92\u8054\u7f51\u4e0a 80% \u4ee5\u4e0a\u7684\u6570\u636e\u90fd\u662f\u56fe\u7247\u3001\u89c6\u9891\u3001\u6587\u672c\u3001\u8bed\u97f3\u3002AI \u7684\u6838\u5fc3\u4efb\u52a1\u4e4b\u4e00\uff0c\u5c31\u662f\u7406\u89e3\u548c\u5904\u7406\u8fd9\u4e9b\u6a21\u7cca\u7684\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\uff0c\u6211\u4eec\u9700\u8981\u4e00\u79cd\u5168\u65b0\u7684\u6570\u636e\u5e93\uff0c\u4e00\u79cd\u80fd\u591f\u7406\u89e3\u610f\u4e49\u548c\u76f8\u4f3c\u5ea6\u7684\u6570\u636e\u5e93\u3002\u5494\u5693\u4e00\u58f0\u5de8\u96f7\uff0c<strong>\u5411\u91cf\u6570\u636e\u5e93<\/strong>\u8bde\u751f\u4e86\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e8c\u3001\u5411\u91cf\uff1a\u4e07\u7269\u7684 &#8220;\u610f\u4e49\u5750\u6807&#8221; \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8981\u7406\u89e3\u5411\u91cf\u6570\u636e\u5e93\uff0c\u5fc5\u987b\u5148\u641e\u61c2\u5b83\u7684\u6838\u5fc3\u5143\u7d20 \u2014\u2014 <strong>\u5411\u91cf<\/strong>\u3002<\/p>\n\n\n\n<p>\u5411\u91cf\u8fd9\u4e2a\u8bcd\u542c\u8d77\u6765\u5f88\u6570\u5b66\uff0c\u4f46\u4f60\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u6210\u4e00\u4e2a\u4e8b\u7269\u7684 &#8220;\u610f\u4e49\u5750\u6807&#8221;\u3002\u5b83\u662f\u4e00\u4e32\u7528\u6765\u63cf\u8ff0\u67d0\u4e2a\u5bf9\u8c61\u7279\u5f81\u7684\u6570\u5b57\uff0c\u7531\u53eb\u505a <strong>Embedding Model<\/strong> \u7684\u7279\u6b8a AI \u6a21\u578b\u751f\u6210\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd392.1 \u4e07\u7269\u7686\u53ef\u5411\u91cf\u5316<\/strong><\/p>\n\n\n\n<p>\u60f3\u8c61\u4e00\u4e2a\u8d85\u7ea7\u54c1\u9274\u5e08\uff08\u5176\u5b9e\u5c31\u662f Embedding Model\uff09\uff0c\u5b83\u7684\u5de5\u4f5c\u662f\u7ed9\u4e16\u754c\u4e0a\u4efb\u4f55\u4e1c\u897f\u6253\u5206\uff0c\u6253\u5206\u7ef4\u5ea6\u975e\u5e38\u5947\u7279\uff0c\u591a\u8fbe\u51e0\u767e\u751a\u81f3\u4e0a\u5343\u4e2a\u3002<\/p>\n\n\n\n<ul>\n<li>\u54c1\u9274\u4e00\u676f\u8349\u8393\u5976\u6614\uff1a\u54c1\u9274\u5e08\u5c1d\u4e86\u4e00\u53e3\uff0c\u5728\u4e00\u5f20\u8d85\u957f\u7684\u6253\u5206\u8868\u4e0a\u5199\u4e0b\u4e00\u4e32\u6570\u5b57\uff1a<code>[\u751c\u5ea6\uff1a0.9\uff0c\u51b0\u51c9\u611f\uff1a0.8\uff0c\u5976\u5473\u6d53\u5ea6\uff1a0.7\uff0c\u6c34\u679c\u98ce\u5473\uff1a0.95\uff0c\u9178\u5ea6\uff1a0.1\uff0c\u70ed\u91cf\u611f\uff1a0.4\uff0c\u2026]<\/code>\u3002\u8fd9\u4e32\u6570\u5b57\u5c31\u662f\u8349\u8393\u5976\u6614\u7684\u5411\u91cf\u3002<\/li>\n\n\n\n<li>\u54c1\u9274\u4e00\u4e2a\u8bcd\u8bed\u5f00\u5fc3\uff1a<code>[\u6b63\u9762\u60c5\u7eea\uff1a0.98\uff0c\u8d1f\u9762\u60c5\u7eea\uff1a0.01\uff0c\u5f3a\u5ea6\uff1a0.8\uff0c\u4e0e'\u559c\u60a6'\u5173\u8054\u5ea6\uff1a0.9\uff0c\u4e0e'\u60b2\u4f24'\u5173\u8054\u5ea6\uff1a-0.9\uff0c\u2026]<\/code>\u3002\u8fd9\u5c31\u662f\u5f00\u5fc3\u7684\u5411\u91cf\u3002<\/li>\n\n\n\n<li>\u54c1\u9274\u4e00\u5f20\u5c0f\u72d7\u5728\u8349\u5730\u4e0a\u5954\u8dd1\u7684\u56fe\u7247\uff1a<code>[\u52a8\u7269\u5143\u7d20\uff1a0.9\uff0c\u81ea\u7136\u573a\u666f\uff1a0.8\uff0c\u52a8\u6001\u611f\uff1a0.7\uff0c\u5ba4\u5185\u5143\u7d20\uff1a0.05\uff0c\u5305\u542b'\u732b'\uff1a0.01\uff0c\u8272\u5f69'\u7eff\u8272'\u5360\u6bd4\uff1a0.6\uff0c\u2026]<\/code>\u3002\u8fd9\u5c31\u662f\u56fe\u7247\u7684\u5411\u91cf\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd392.2 \u5411\u91cf\u7684\u9b54\u529b\uff1a\u8ddd\u79bb\u4ee3\u8868\u610f\u4e49<\/strong><\/p>\n\n\n\n<p>\u7ecf\u8fc7\u54c1\u9274\u5e08\u7684\u6253\u5206\uff0c\u6240\u6709\u4e8b\u7269\u90fd\u88ab\u6620\u5c04\u5230\u4e00\u4e2a\u9ad8\u7ef4\u7a7a\u95f4\u91cc\u3002\u4f60\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u4e00\u4e2a &#8220;<strong>\u8bed\u4e49\u5b87\u5b99<\/strong>&#8220;\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u4e2a\u5b87\u5b99\u91cc\uff0c\u6bcf\u4e2a\u4e8b\u7269\u90fd\u662f\u4e00\u9897\u661f\u661f\uff0c\u5b83\u7684\u5411\u91cf\u5c31\u662f\u5750\u6807\u3002\u8fd9\u4e2a\u5b87\u5b99\u7684\u6cd5\u5219\uff1a<strong>\u5728\u7a7a\u95f4\u4e2d\u8ddd\u79bb\u8d8a\u8fd1\u7684\u661f\u661f\uff0c\u610f\u4e49\u8d8a\u76f8\u4f3c\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>&#8220;\u8349\u8393\u5976\u6614&#8221; \u548c &#8220;\u8292\u679c\u51b0\u6c99&#8221; \u7684\u5750\u6807\u4f1a\u79bb\u5f97\u5f88\u8fd1\uff0c\u56e0\u4e3a\u90fd\u662f\u51b0\u51c9\u7684\u6c34\u679c\u996e\u54c1\u3002\u4f46\u5b83\u4eec\u79bb &#8220;\u7ea2\u70e7\u8089&#8221; \u7684\u5750\u6807\u975e\u5e38\u8fdc\u3002<\/li>\n\n\n\n<li>&#8220;\u5f00\u5fc3&#8221;\u3001&#8221;\u559c\u60a6&#8221;\u3001&#8221;\u5174\u594b&#8221; \u7684\u5750\u6807\u805a\u96c6\u5728\u4e00\u8d77\uff0c\u5f62\u6210 &#8220;\u79ef\u6781\u60c5\u7eea&#8221; \u661f\u4e91\u3002\u800c &#8220;\u60b2\u4f24&#8221;\u3001&#8221;\u5fe7\u90c1&#8221;\u3001&#8221;\u6cae\u4e27&#8221; \u5728\u5b87\u5b99\u53e6\u4e00\u7aef\u62b1\u56e2\u3002<\/li>\n\n\n\n<li>\u4e00\u5f20 &#8220;\u767d\u8272\u5c0f\u732b&#8221; \u7684\u56fe\u7247\uff0c\u548c &#8220;\u94f6\u8272\u5c0f\u732b&#8221; \u7684\u56fe\u7247\u6328\u5f97\u5f88\u8fd1\uff0c\u4f46\u548c &#8220;\u9ed1\u8272\u5927\u72d7&#8221; \u7684\u56fe\u7247\u76f8\u8ddd\u751a\u8fdc\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"743\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-8-1024x743.png\" alt=\"\" class=\"wp-image-21706\" style=\"width:372px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-8-1024x743.png 1024w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-8-300x218.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-8-768x557.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-8-1536x1115.png 1536w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-8-830x602.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-8-550x400.png 550w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-8-230x167.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-8-350x254.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-8-480x348.png 480w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-8.png 1684w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u5411\u91cf\u662f AI \u7528\u6765\u7406\u89e3\u4e16\u754c\u7684\u6570\u5b66\u8bed\u8a00\u3002\u5b83\u628a\u6a21\u7cca\u7684<strong>\u8bed\u4e49\u76f8\u4f3c\u5ea6\u95ee\u9898<\/strong>\uff0c\u8f6c\u5316\u6210\u4e86\u53ef\u4ee5\u88ab\u7cbe\u786e\u8ba1\u7b97\u7684<strong>\u7a7a\u95f4\u8ddd\u79bb\u95ee\u9898<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u5411\u91cf\u6570\u636e\u5e93<\/strong>\uff0c\u5c31\u662f\u4e13\u95e8\u4e3a\u5b58\u50a8\u3001\u7ba1\u7406\u548c\u8ba1\u7b97\u8fd9\u4e9b &#8220;\u610f\u4e49\u5750\u6807&#8221; \u800c\u751f\u7684\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e09\u3001\u5411\u91cf\u6570\u636e\u5e93\u7684\u6838\u5fc3\u4e24\u4ef6\u4e8b\u513f\uff1a\u7d22\u5f15\u4e0e\u641c\u7d22 \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u73b0\u5728\u6709\u4e86\u6210\u5343\u4e0a\u4e07\u4e2a\u4e8b\u7269\u7684\u610f\u4e49\u5750\u6807\uff0c\u9700\u8981\u4e00\u4e2a\u5730\u65b9\u5b58\u50a8\u5e76\u80fd\u5feb\u901f\u627e\u5230\u60f3\u8981\u7684\u3002\u8fd9\u5c31\u662f\u5411\u91cf\u6570\u636e\u5e93\u3002<\/p>\n\n\n\n<p>\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u8bed\u4e49\u5b87\u5b99\u7684 &#8220;\u661f\u56fe\u7ba1\u7406\u5458&#8221;\uff0c\u6838\u5fc3\u5de5\u4f5c\u5c31\u4e24\u4ef6\u4e8b\uff1a<\/p>\n\n\n\n<p><strong>\ud83d\udd393.1 \u5efa\u7acb\u7d22\u5f15 \u2014\u2014 \u7ed8\u5236\u9ad8\u6548\u7684\u5b87\u5b99\u661f\u56fe<\/strong><\/p>\n\n\n\n<p>\u5047\u8bbe\u6709 10 \u4ebf\u5f20\u56fe\u7247\uff0c\u610f\u5473\u7740 10 \u4ebf\u4e2a\u5411\u91cf\u3002\u5982\u679c\u8ba9\u4f60\u627e\u548c\u67d0\u5f20\u65b0\u56fe\u7247\u6700\u50cf\u7684 10 \u5f20\uff0c\u6700\u7b28\u7684\u529e\u6cd5\u662f\u628a\u65b0\u56fe\u7247\u7684\u5411\u91cf\u548c\u90a3 10 \u4ebf\u4e2a\u9010\u4e00\u8ba1\u7b97\u8ddd\u79bb\uff0c\u7136\u540e\u6392\u5e8f\u3002\u8fd9\u53eb<strong>\u66b4\u529b\u641c\u7d22<\/strong>\u3002\u6570\u636e\u91cf\u5c0f\u7684\u65f6\u5019\u8fd8\u884c\uff0c\u4e00\u65e6\u4e0a\u5230\u767e\u4e07\u3001\u5343\u4e07\u7ea7\u522b\uff0c\u8ba1\u7b97\u91cf\u4f1a\u8ba9\u4efb\u4f55\u8ba1\u7b97\u673a\u5d29\u6e83\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"556\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-10-1024x556.png\" alt=\"\" class=\"wp-image-21708\" style=\"width:444px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-10-1024x556.png 1024w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-10-300x163.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-10-768x417.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-10-1536x834.png 1536w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-10-830x451.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-10-230x125.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-10-350x190.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-10-480x261.png 480w, https:\/\/92it.top\/wp-content\/uploads\/2026\/10\/\u56fe\u7247-10.png 2008w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u6240\u4ee5\u5411\u91cf\u6570\u636e\u5e93\u4e0d\u4f1a\u4e71\u7cdf\u7cdf\u5806\u5728\u4e00\u8d77\uff0c\u800c\u662f\u9884\u5148\u5efa\u7acb\u9ad8\u6548\u7684<strong>\u7d22\u5f15<\/strong>\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u5c31\u597d\u50cf\u5728\u7ed8\u5236\u4e00\u5f20\u5206\u5c42\u6b21\u3001\u6709\u7ed3\u6784\u7684\u5b87\u5b99\u661f\u56fe\u3002\u5b83\u4f1a\u9884\u5148\u5bf9\u661f\u661f\u8fdb\u884c<strong>\u5206\u533a\u548c\u805a\u7c7b<\/strong>\uff1a<\/p>\n\n\n\n<ul>\n<li>\u8fd9\u4e00\u5927\u7247\u661f\u4e91\uff0c\u4e3b\u8981\u662f\u5173\u4e8e &#8220;\u52a8\u7269&#8221; \u7684\uff1b<\/li>\n\n\n\n<li>\u5728\u90a3\u7247\u661f\u4e91\u91cc\uff0c\u8fd9\u4e2a\u5c0f\u89d2\u843d\u662f\u5173\u4e8e &#8220;\u732b\u79d1\u52a8\u7269&#8221; \u7684\uff1b<\/li>\n\n\n\n<li>\u5728\u732b\u79d1\u52a8\u7269\u7684\u89d2\u843d\u91cc\uff0c\u8fd9\u51e0\u9897\u661f\u661f\u90fd\u4ee3\u8868\u7740 &#8220;\u6a58\u732b&#8221;<\/li>\n<\/ul>\n\n\n\n<p>\u5b83\u7528\u4e86\u5404\u79cd\u590d\u6742\u4f46\u9ad8\u6548\u7684\u7b97\u6cd5\uff08\u6bd4\u5982 HNSW\u3001IVF\u3001LSH \u7b49\uff09\uff0c\u6765\u6784\u5efa\u8fd9\u79cd\u5c42\u7ea7\u7ed3\u6784\u3002\u8fd9\u5c31\u50cf\u4e3a\u5b87\u5b99\u5efa\u7acb\u4e86\u4e00\u5957\u9ad8\u901f\u516c\u8def\u7f51\u3002<\/p>\n\n\n\n<p>\u6709\u4e86\u8fd9\u4e2a\u7d22\u5f15\uff0c\u641c\u7d22\u65f6\u4e0d\u7528\u8ddf\u6bcf\u4e00\u9897\u661f\u661f\u6bd4\u5bf9\u8ddd\u79bb\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd393.2 \u8fd1\u4f3c\u6700\u8fd1\u90bb\u641c\u7d22\uff08ANN\uff09\u2014\u2014 \u5728\u661f\u56fe\u4e2d\u5149\u901f\u5bfc\u822a<\/strong><\/p>\n\n\n\n<p>\u5f53\u4e00\u4e2a\u67e5\u8be2\u8bf7\u6c42\u8fdb\u6765\u65f6\uff0c\u5411\u91cf\u6570\u636e\u5e93\u6267\u884c\u4ee5\u4e0b\u64cd\u4f5c\uff1a<\/p>\n\n\n\n<ol>\n<li><strong>\u67e5\u8be2\u5411\u91cf\u5316<\/strong>\uff1a\u628a\u8fd9\u4e2a\u65b0\u7684\u67e5\u8be2\u8bf7\u6c42\u901a\u8fc7 Embedding \u6a21\u578b\u53d8\u6210\u4e00\u4e2a\u5411\u91cf \u2014\u2014 \u4e00\u9897\u65b0\u7684\u661f\u661f\uff1b<\/li>\n<\/ol>\n\n\n\n<ol start=\"2\">\n<li><strong>\u542f\u52a8 ANN \u641c\u7d22<\/strong>\uff1a\u62ff\u7740\u65b0\u661f\u661f\u7684\u5750\u6807\uff0c\u5728\u5efa\u597d\u7684\u5b87\u5b99\u661f\u56fe\u4e0a\u5f00\u59cb\u5bfc\u822a\u3002\u5b83\u4f1a\u5229\u7528\u9ad8\u901f\u516c\u8def\u7f51\uff0c\u800c\u4e0d\u662f\u66b4\u529b\u641c\u7d22<\/li>\n<\/ol>\n\n\n\n<ul>\n<li>\u4ece\u6700\u9876\u5c42\u7684\u7a00\u758f\u7f51\u7edc\u5f00\u59cb\uff0c\u5feb\u901f\u5b9a\u4f4d\u5230\u79bb\u65b0\u661f\u661f\u6700\u8fd1\u7684\u51e0\u4e2a\u5927\u661f\u533a\uff1b<\/li>\n\n\n\n<li>\u8fdb\u5165\u8fd9\u4e9b\u661f\u533a\uff0c\u5728\u66f4\u5bc6\u96c6\u7684\u7f51\u7edc\u4e2d\u8fdb\u4e00\u6b65\u7f29\u5c0f\u8303\u56f4\uff1b<\/li>\n\n\n\n<li>\u5c42\u5c42\u9012\u8fdb\uff0c\u6700\u7ec8\u5728\u6700\u5e95\u5c42\u7684\u5bc6\u96c6\u7f51\u7edc\u91cc\uff0c\u627e\u5230\u548c\u65b0\u661f\u661f\u8ddd\u79bb\u6700\u8fd1\u7684 K \u4e2a\u90bb\u5c45\uff08K-Nearest Neighbors\uff0cK-NN\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u53eb<strong>\u8fd1\u4f3c\u6700\u8fd1\u90bb\u641c\u7d22\uff08ANN\uff0cApproximate Nearest Neighbor\uff09<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e3a\u4ec0\u4e48\u53eb\u8fd1\u4f3c\uff1f\u56e0\u4e3a<strong>\u4e3a\u4e86\u8ffd\u6c42\u6781\u81f4\u901f\u5ea6\uff0c\u727a\u7272\u4e86\u4e00\u70b9\u70b9\u7684\u7cbe\u786e\u6027<\/strong>\u3002\u5b83\u627e\u5230\u7684\u7ed3\u679c\u53ef\u80fd\u662f 99.99% \u51c6\u786e\u7684\u6700\u90bb\u8fd1\uff0c\u800c\u4e0d\u662f 100% \u7edd\u5bf9\u7684\u6700\u90bb\u8fd1\u3002\u4f46\u5728\u7edd\u5927\u591a\u6570 AI \u5e94\u7528\u573a\u666f\u91cc\uff0c\u8fd9\u70b9\u5fae\u5c0f\u727a\u7272\u6362\u6765\u6210\u5343\u4e0a\u4e07\u500d\u7684\u901f\u5ea6\u63d0\u5347\uff0c\u5b8c\u5168\u503c\u5f97\u3002<\/p>\n\n\n\n<p>\u8fd9\u5c31\u597d\u6bd4\u627e\u79bb\u4f60\u6700\u8fd1\u7684\u5496\u5561\u5e97\uff0c\u4f60\u4e0d\u4f1a\u7528\u5c3a\u5b50\u6d4b\u91cf\u5168\u57ce\u6240\u6709\u5496\u5561\u5e97\u7684\u7cbe\u786e\u8ddd\u79bb\uff0c\u800c\u662f\u6253\u5f00\u5730\u56fe App\uff0c\u5b83\u4f1a\u5feb\u901f\u7ed9\u4f60\u63a8\u8350\u9644\u8fd1\u7684\u90a3\u51e0\u5bb6\u3002\u53ef\u80fd\u6709\u4e00\u5bb6\u5728\u5c0f\u5df7\u5b50\u91cc\u6bd4\u63a8\u8350\u7684\u8fd8\u8fd1 10 \u7c73\uff0c\u4f46 App \u63a8\u8350\u7684\u7ed3\u679c\u5df2\u7ecf\u8db3\u591f\u597d\uff0c\u800c\u4e14\u5feb\u5f97\u591a\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u56db\u3001\u5411\u91cf\u6570\u636e\u5e93\u7684\u7528\u6b66\u4e4b\u5730 \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u7406\u89e3\u4e86\u5411\u91cf\u6570\u636e\u5e93\u7684\u5de5\u4f5c\u539f\u7406\uff0c\u518d\u770b\u6587\u7ae0\u5f00\u5934\u7684\u90a3\u4e9b\u95ee\u9898\uff0c\u5c31\u4f1a\u8c41\u7136\u5f00\u6717\u3002<\/p>\n\n\n\n<p><strong>\ud83d\udd394.1 \u4ee5\u56fe\u641c\u56fe \/ \u667a\u80fd\u641c\u7d22<\/strong><\/p>\n\n\n\n<ul>\n<li>\u51c6\u5907\u5de5\u4f5c\uff1a\u7535\u5546\u5e73\u53f0\u63d0\u524d\u628a\u6570\u767e\u4e07\u4ef6\u5546\u54c1\u7684\u56fe\u7247\u548c\u63cf\u8ff0\u6587\u5b57\u5168\u90e8\u53d8\u6210\u5411\u91cf\uff0c\u5b58\u5165\u5411\u91cf\u6570\u636e\u5e93\uff0c\u5e76\u5efa\u7acb\u597d\u7d22\u5f15\uff1b<\/li>\n\n\n\n<li>\u7528\u6237\u641c\u7d22\uff1a\u4e0a\u4f20\u4e00\u5f20 &#8220;\u84dd\u8272\u788e\u82b1\u8fde\u8863\u88d9&#8221; \u7684\u56fe\u7247\u6216\u8f93\u5165\u6587\u5b57\u3002\u7cfb\u7edf\u7acb\u523b\u628a\u67e5\u8be2\u4e5f\u53d8\u6210\u5411\u91cf\uff1b<\/li>\n\n\n\n<li>\u641c\u7d22\u8fc7\u7a0b\uff1a\u5411\u91cf\u6570\u636e\u5e93\u6267\u884c ANN \u641c\u7d22\uff0c\u5728\u5546\u54c1\u5e93\u4e2d\u627e\u51fa\u4e0e\u67e5\u8be2\u5411\u91cf\u8ddd\u79bb\u6700\u8fd1\u7684 N \u4e2a\u5546\u54c1\u5411\u91cf\uff1b<\/li>\n\n\n\n<li>\u7ed3\u679c\u5448\u73b0\uff1a\u8fd9\u4e9b\u88ab\u627e\u5230\u7684\u5546\u54c1\uff0c\u5c31\u662f\u8bed\u4e49\u4e0a\u4e0e &#8220;\u84dd\u8272\u788e\u82b1\u8fde\u8863\u88d9&#8221; \u6700\u76f8\u4f3c\u7684\uff0c\u5373\u4f7f\u6807\u9898\u91cc\u6ca1\u6709\u8fd9\u4e9b\u8bcd\uff1b<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd394.2 \u63a8\u8350\u7cfb\u7edf<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u7528\u6237\u753b\u50cf<\/strong>\uff1a\u97f3\u4e50 App \u91cc\u542c\u8fc7\u3001\u6536\u85cf\u8fc7\u7684\u6bcf\u4e00\u9996\u6b4c\u90fd\u4f1a\u88ab\u5411\u91cf\u5316\u3002\u8fd9\u4e9b\u5411\u91cf\u7684\u5e73\u5747\u503c\u6216\u52a0\u6743\u5e73\u5747\u503c\uff0c\u6784\u6210\u4f60\u7684<strong>\u97f3\u4e50\u54c1\u5473\u5411\u91cf<\/strong>\uff1b<\/li>\n\n\n\n<li><strong>\u63a8\u8350\u8fc7\u7a0b<\/strong>\uff1aApp \u62ff\u7740\u4f60\u7684\u54c1\u5473\u5411\u91cf\uff0c\u53bb\u66f2\u5e93\uff08\u4e00\u4e2a\u5de8\u5927\u7684\u5411\u91cf\u6570\u636e\u5e93\uff09\u91cc\u8fdb\u884c ANN \u641c\u7d22\uff0c\u627e\u51fa\u548c\u4f60\u54c1\u5473\u6700\u63a5\u8fd1\u7684\u6b4c\u66f2\uff1b<\/li>\n\n\n\n<li><strong>\u7ed3\u679c<\/strong>\uff1a\u63a8\u8350\u7cfb\u7edf\u6709\u65f6\u5019\u6bd4\u4f60\u81ea\u5df1\u8fd8\u61c2\u4f60\u3002\u4f60\u559c\u6b22\u7684\u6bcf\u4e00\u4e2a\u5185\u5bb9\uff0c\u90fd\u5728\u65e0\u5f62\u4e2d\u5851\u9020\u4e86\u4f60\u5728\u8bed\u4e49\u5b87\u5b99\u4e2d\u7684\u5750\u6807\uff1b<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd394.3 RAG<\/strong><\/p>\n\n\n\n<p>\u8fd9\u662f\u4e4b\u524d\u8bb2\u8fc7\u7684\u91cd\u70b9\u3002RAG \u7684\u6838\u5fc3\u5c31\u662f\u7ed9\u5927\u6a21\u578b\u4e00\u4e2a\u5916\u90e8\u77e5\u8bc6\u5e93\uff0c\u8fd9\u4e2a\u77e5\u8bc6\u5e93\u5c31\u662f\u4e00\u4e2a\u5411\u91cf\u6570\u636e\u5e93\u3002<\/p>\n\n\n\n<ul>\n<li><strong>\u77e5\u8bc6\u5165\u5e93<\/strong>\uff1a\u628a\u516c\u53f8\u6240\u6709\u6587\u6863\u3001PDF\u3001\u7f51\u9875\u5207\u5757\u540e\u5168\u90e8 Embedding\uff0c\u5b58\u5165\u5411\u91cf\u6570\u636e\u5e93\uff1b<\/li>\n\n\n\n<li><strong>\u95ee\u7b54\u8fc7\u7a0b<\/strong>\uff1a\u63d0\u95ee\u65f6\uff0c\u95ee\u9898\u88ab\u5411\u91cf\u5316\uff0c\u7136\u540e\u53bb\u5411\u91cf\u6570\u636e\u5e93\u91cc\u68c0\u7d22\u51fa\u6700\u76f8\u5173\u7684\u51e0\u4e2a\u77e5\u8bc6\u7247\u6bb5\uff1b<\/li>\n\n\n\n<li><strong>\u751f\u6210\u7b54\u6848<\/strong>\uff1a\u5927\u6a21\u578b\u53c2\u8003\u7740\u8fd9\u4e9b\u7cbe\u51c6\u7684\u3001\u5b9e\u65f6\u7684\u77e5\u8bc6\u7247\u6bb5\u6765\u751f\u6210\u7b54\u6848\uff0c\u907f\u514d\u80e1\u8bf4\u516b\u9053\uff1b<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd394.4 \u66f4\u591a\u5e94\u7528<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>\u4eba\u8138\u8bc6\u522b \/ \u58f0\u7eb9\u8bc6\u522b<\/strong>\uff1a\u8138\u90e8\u7279\u5f81\u6216\u58f0\u97f3\u7279\u5f81\u88ab\u63d0\u53d6\u6210\u5411\u91cf\uff0c\u9a8c\u8bc1\u65f6\u7528\u5f53\u524d\u7279\u5f81\u5411\u91cf\u53bb\u6570\u636e\u5e93\u6bd4\u5bf9\uff1b<\/li>\n\n\n\n<li><strong>\u5f02\u5e38\u68c0\u6d4b<\/strong>\uff1a\u6b63\u5e38\u4ea4\u6613\u884c\u4e3a\u6216\u7f51\u7edc\u6d41\u91cf\u5f62\u6210\u4e00\u4e2a\u5bc6\u96c6\u7684 &#8220;\u6b63\u5e38\u661f\u4e91&#8221;\uff0c\u4efb\u4f55\u4e00\u4e2a\u8fdc\u79bb\u8fd9\u4e2a\u661f\u4e91\u7684 &#8220;\u5b64\u7acb\u661f\u661f&#8221; \u4f1a\u88ab\u7acb\u523b\u8bc6\u522b\u5e76\u62a5\u8b66\uff1b<\/li>\n\n\n\n<li><strong>\u836f\u7269\u53d1\u73b0<\/strong>\uff1a\u5c06\u5206\u5b50\u7ed3\u6784\u5411\u91cf\u5316\uff0c\u79d1\u5b66\u5bb6\u53ef\u4ee5\u5feb\u901f\u5728\u6d77\u91cf\u5316\u5408\u7269\u6570\u636e\u5e93\u4e2d\u5bfb\u627e\u4e0e\u67d0\u79cd\u5df2\u77e5\u6709\u6548\u836f\u7269\u7ed3\u6784\u76f8\u4f3c\u7684\u65b0\u5316\u5408\u7269\uff0c\u52a0\u901f\u65b0\u836f\u7814\u53d1\uff1b<\/li>\n<\/ul>\n\n\n\n<p>\u53ea\u8981\u4e00\u4e2a\u573a\u666f\u9700\u8981\u5904\u7406\u548c\u6bd4\u8f83\u975e\u7ed3\u6784\u5316\u6570\u636e\u7684 &#8220;\u76f8\u4f3c\u6027&#8221;\uff0c\u90a3\u91cc\u5c31\u662f\u5411\u91cf\u6570\u636e\u5e93\u7684\u7528\u6b66\u4e4b\u5730\u3002\u5b83\u5df2\u7ecf\u6210\u4e3a AIGC \u65f6\u4ee3\u4e0d\u53ef\u6216\u7f3a\u7684\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e94\u3001\u5411\u91cf\u6570\u636e\u5e93\u7684\u6c5f\u6e56 \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u968f\u7740 AI \u7684\u706b\u7206\uff0c\u5411\u91cf\u6570\u636e\u5e93\u6210\u4e86\u7099\u624b\u53ef\u70ed\u7684\u8d5b\u9053\uff0c\u6d8c\u73b0\u51fa\u8bb8\u591a\u4f18\u79c0\u4ea7\u54c1\uff1a<\/p>\n\n\n\n<p><strong>\ud83d\udd395.1 \u5f00\u6e90\u65b0\u8d35<\/strong><\/p>\n\n\n\n<ul>\n<li>Milvus\uff1a\u4e2d\u56fd\u56e2\u961f\u6253\u9020\uff0c\u76ee\u524d\u6700\u6d41\u884c\u3001\u751f\u6001\u6700\u6210\u719f\u7684\u5f00\u6e90\u5411\u91cf\u6570\u636e\u5e93\u4e4b\u4e00\uff1b<\/li>\n\n\n\n<li>Chroma DB\uff1a\u4ee5 &#8220;\u4e3a AI \u800c\u751f&#8221; 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