{"id":25770,"date":"2025-05-12T09:29:04","date_gmt":"2025-05-12T01:29:04","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=25770"},"modified":"2025-05-12T09:29:04","modified_gmt":"2025-05-12T01:29:04","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%97%b6%e4%bb%a3%ef%bc%9aai-%e7%bd%91%e5%85%b3%e7%9a%84%e6%99%ba%e8%83%bd%e8%bf%9e%e6%8e%a5%e4%b8%8e%e5%9c%ba%e6%99%af%e5%af%b9%e6%8e%a5","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/05\/12\/25770\/","title":{"rendered":"\u5927\u6a21\u578b\u65f6\u4ee3\uff1aAI \u7f51\u5173\u7684\u667a\u80fd\u8fde\u63a5\u4e0e\u573a\u666f\u5bf9\u63a5"},"content":{"rendered":"<div><img data-dominant-color=\"ac9fae\" data-has-transparency=\"false\" style=\"--dominant-color: #ac9fae;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25772\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/86305692085e7aa83df616d3e17dd24af2296e-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/86305692085e7aa83df616d3e17dd24af2296e-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/86305692085e7aa83df616d3e17dd24af2296e-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">AI \u7f51\u5173\u901a\u8fc7\u7edf\u4e00\u63a5\u5165\u3001\u9274\u6743\u3001\u914d\u989d\u7ba1\u7406 \u548c \u6a21\u578b\u8c03\u5ea6\u652f\u6301\uff0c\u4e3a\u5927\u6a21\u578b\u63d0\u4f9b\u4e86\u9ad8\u6548\u3001\u5b89\u5168\u3001\u5b9a\u5236\u7684\u8fde\u63a5\u80fd\u529b\u3002\u540c\u65f6\uff0c\u652f\u6301\u4e86 OpenAI \u534f\u8bae\u3001\u63d0\u793a\u8bcd\u6a21\u677f \u548c MCP \u5e02\u573a\u7b49\u529f\u80fd\uff0c\u8fdb\u4e00\u6b65\u6269\u5c55\u4e86 AI \u6280\u672f\u5728\u4f01\u4e1a\u4e2d\u7684\u5e94\u7528\u573a\u666f\uff0c\u4e3a\u4e1a\u52a1\u63a5\u5165\u548c\u8d44\u6e90\u6574\u5408\u63d0\u4f9b\u4e86\u6781\u9ad8\u7684\u4fbf\u5229\u6027\u3002\u200b<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<h3>1.\u80cc\u666f<\/h3>\n<p>&nbsp;<\/p>\n<p>\u968f\u7740 AI \u6280\u672f\u5feb\u901f\u53d1\u5c55\uff0c\u4e1a\u52a1\u5bf9 AI \u80fd\u529b\u7684\u6e34\u6c42\u65e5\u76ca\u589e\u957f\u3002\u5f53 AI \u670d\u52a1\u9762\u5bf9\u5904\u7406\u5927\u89c4\u6a21\u8bf7\u6c42\u548c\u9ad8\u5e76\u53d1\u6d41\u91cf\u65f6\uff0cAI \u7f51\u5173\u4ece\u4e2d\u626e\u6f14\u7740\u81f3\u5173\u91cd\u8981\u7684\u89d2\u8272\u3002AI \u670d\u52a1\u901a\u5e38\u6d89\u53ca\u5927\u91cf\u7684\u8ba1\u7b97\u4efb\u52a1\u548c\u8bbe\u5907\u8d44\u6e90\u5360\u7528\uff0c\u6b64\u65f6\u9700\u8981\u4e00\u4e2a AI \u7f51\u5173\u8d1f\u8d23\u534f\u8c03\u8fd9\u4e9b\u8bf7\u6c42\u6765\u786e\u4fdd\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\u4e0e\u9ad8\u6548\u6027\u3002\u56e0\u6b64\uff0c\u4e0e\u4f20\u7edf\u5fae\u670d\u52a1\u67b6\u6784\u7c7b\u4f3c\uff0c\u6211\u4eec\u5c06\u76f8\u5173 API \u7ba1\u7406\u7684\u529f\u80fd\uff08\u5982\u6d41\u91cf\u63a7\u5236\u3001\u7528\u6237\u9274\u6743\u3001\u914d\u989d\u8ba1\u8d39\u3001\u8d1f\u8f7d\u5747\u8861\u3001API \u8def\u7531\u7b49\uff09\u96c6\u4e2d\u653e\u7f6e\u5728 AI \u7f51\u5173\u5c42\uff0c\u53ef\u4ee5\u964d\u4f4e\u7cfb\u7edf\u6574\u4f53\u590d\u6742\u5ea6\u5e76\u63d0\u5347\u53ef\u7ef4\u62a4\u6027\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>2.AI \u7f51\u5173\u6982\u89c8<\/h3>\n<p>&nbsp;<\/p>\n<p>AI \u7f51\u5173\u662f\u4e00\u4e2a\u7528\u4e8e\u7edf\u4e00\u63a5\u5165\u548c\u8c03\u5ea6\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u670d\u52a1\u7684\u7cfb\u7edf\uff0c\u652f\u6301\u591a\u4f9b\u5e94\u5546\u3001\u591a\u6a21\u578b\u3001\u8d1f\u8f7d\u5747\u8861\u8c03\u5ea6\u7684\u7ba1\u7406\u3002\u540c\u65f6\u5177\u5907\u7edf\u4e00\u9274\u6743\u3001Token \u914d\u989d\u7ba1\u7406\u3001\u5b89\u5168\u5ba1\u8ba1\u4e0e\u53ef\u89c2\u6d4b\u80fd\u529b\uff0c\u786e\u4fdd API \u8c03\u7528\u7684\u5b89\u5168\u6027\u548c\u7a33\u5b9a\u6027\u3002\u8d1f\u8f7d\u5747\u8861\u6a21\u5757\uff0c\u80fd\u591f\u6839\u636e\u63d0\u4f9b\u5546\u591a\u7ebf\u8def\u3001\u591a\u6a21\u578b \u548c API Key \u8fdb\u884c\u7075\u6d3b\u8def\u7531\uff0c\u5e76\u9002\u7528\u4e8e\u591a\u6a21\u578b\u63a5\u5165\u3001\u591a\u79df\u6237\u7b49\u590d\u6742\u573a\u666f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"dde9e6\" data-has-transparency=\"false\" style=\"--dominant-color: #dde9e6;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25773\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/267139e1958d239b7e48491882d7c8d78e6292.png\" width=\"1080\" height=\"613\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/267139e1958d239b7e48491882d7c8d78e6292.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/267139e1958d239b7e48491882d7c8d78e6292-300x170.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/267139e1958d239b7e48491882d7c8d78e6292-1024x581.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/267139e1958d239b7e48491882d7c8d78e6292-150x85.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/267139e1958d239b7e48491882d7c8d78e6292-768x436.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h4>\u6574\u4f53\u67b6\u6784<\/h4>\n<p>&nbsp;<\/p>\n<p>AI \u7f51\u5173\u7684\u6574\u4f53\u67b6\u6784\u548c\u4f20\u7edf API \u7f51\u5173\u53ca\u5176\u7c7b\u4f3c\uff0c\u5728\u6570\u636e\u9762\u548c\u63a7\u5236\u9762\u4e0a\u6709\u51e0\u4e4e\u76f8\u540c\u7684\u8bbe\u8ba1\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"ece8e0\" data-has-transparency=\"false\" style=\"--dominant-color: #ece8e0;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25774\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/f353b9097aa931944cf518e953c1af8232df0d.png\" width=\"1080\" height=\"735\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/f353b9097aa931944cf518e953c1af8232df0d.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/f353b9097aa931944cf518e953c1af8232df0d-300x204.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/f353b9097aa931944cf518e953c1af8232df0d-1024x697.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/f353b9097aa931944cf518e953c1af8232df0d-150x102.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/f353b9097aa931944cf518e953c1af8232df0d-768x523.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>\u5b9e\u9645\u4e0a AI \u7f51\u5173\u5c31\u662f\u884d\u751f\u4e8e\u4e4b\u524d\u5fae\u670d\u52a1\u56e2\u961f\u7684 API Gateway\uff0c\u6211\u4eec\u5728 API Gateway \u7684\u57fa\u7840\u4e0a\u505a\u4e86\u4e00\u4e9b\u9488\u5bf9 AI \u4e1a\u52a1\u63a5\u53e3\u7684\u7279\u6027\u4f18\u5316\uff0c\u5982\u65e0\u7f13\u51b2\u533a\u7684\u8bf7\u6c42\u4ee3\u7406\uff0c\u652f\u6301\u57df\u540d\u3001\u670d\u52a1\u53d1\u73b0\u7b49\u6df7\u5408\u8c03\u5ea6\uff0cAI \u8d85\u957f\u54cd\u5e94\u65f6\u95f4\u8bf7\u6c42\u7684\u4f18\u96c5\u9000\u51fa\u7b49\u529f\u80fd\u3002<\/p>\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\u6211\u4eec\u4f7f\u7528\u4e8e API Gateway \u76f8\u7c7b\u4f3c\u7684\u6570\u636e\u9762\u3001\u63a7\u5236\u9762\u5206\u79bb\u7684\u67b6\u6784\uff0c\u63a7\u5236\u9762\u4f1a\u5c06\u53d8\u66f4\u540e\u7684\u7f51\u5173\u914d\u7f6e\u51c6\u5b9e\u65f6\u4e0b\u53d1\u81f3\u6570\u636e\u9762\u8282\u70b9\u3002\u6570\u636e\u9762\u8282\u70b9\u8bc6\u522b\u914d\u7f6e\u6709\u66f4\u65b0\u540e\u5728\u8fd0\u884c\u65f6\u4f1a\u52a8\u6001\u5207\u6362\u4ee3\u7406\u5f15\u64ce\u81f3\u65b0\u7684\u4ee3\u7406\u903b\u8f91\u4e0b\uff0c\u5e76\u4fdd\u8bc1\u8001\u7684\u4ee3\u7406\u903b\u8f91\u4f1a\u5904\u7406\u5b8c\u5f53\u4e0b\u88ab\u5206\u914d\u7684\u8bf7\u6c42\u3002<\/p>\n<p>\u5728\u6570\u636e\u9762\u4e2d\uff0c\u6211\u4eec\u5bf9\u8bf7\u6c42\u8fc7\u6ee4\u5668\u6709\u4e24\u79cd\u6a21\u5f0f\u7684\u62bd\u8c61\uff1a\u8bf7\u6c42\u8fc7\u6ee4\u5668\u548c\u6a21\u578b\u8fc7\u6ee4\u5668\u3002\u8bf7\u6c42\u8fc7\u6ee4\u5668\u4f5c\u7528\u4e8e\u7528\u6237\u7684\u539f\u59cb\u8bf7\u6c42\uff0c\u8fd9\u7c7b\u8fc7\u6ee4\u5668\u5f80\u5f80\u88ab\u8bbe\u8ba1\u7528\u4e8e\u5904\u7406\u9274\u6743\u3001\u9650\u6d41\u7b49\u903b\u8f91\u3002\u800c\u6a21\u578b\u8fc7\u6ee4\u5668\u4f5c\u7528\u4e8e\u8bf7\u6c42\u88ab\u8f6c\u53d1\u81f3\u8be5\u6a21\u578b\u65f6\uff0c\u5e38\u7528\u4e8e\u6a21\u578b API \u7684\u517c\u5bb9\u903b\u8f91\u3002\u6bd4\u5982\u6a21\u578b\u53d1\u5c55\u4e2d\u76ee\u524d\u5bf9\u6df1\u5ea6\u601d\u8003 &lt;think&gt; \u7684\u6807\u7b7e\u5904\u7406\uff0c\u63a8\u7406\u5f15\u64ce\u81ea\u5b9a\u4e49\u53c2\u6570\u7684\u517c\u5bb9\u4fee\u6b63\u7b49\u3002<\/p>\n<p>\u9664\u6b64\u4e4b\u5916\u63a7\u5236\u9762\u4e5f\u4f1a\u63d0\u4f9b OpenAPI \u4f9b AI \u6a21\u578b\u4f9b\u7ed9\u56e2\u961f\u4e0a\u67b6\u6a21\u578b\uff0c\u65b0\u589e API Key \u7b49\u65e5\u5e38\u8fd0\u8425\u80fd\u529b\u3002\u6a21\u578b\u63d0\u4f9b\u65b9\u53ef\u4ee5\u5728\u4e0a\u67b6\u6a21\u578b\u65f6\u652f\u6301\u4e3a\u6a21\u578b\u914d\u7f6e\u76f8\u5e94\u7684 RPM\u3001TPM \u4e0a\u9650\uff0c\u5e76\u6839\u636e\u6a21\u578b\u7684\u63a8\u7406\u5f15\u64ce\u9009\u62e9\u76f8\u5e94\u7684\u517c\u5bb9\u7b56\u7565\u3002\u4e5f\u53ef\u4ee5\u901a\u8fc7 OpenAPI \u4e3a\u5355\u4e2a API Key \u6388\u6743\u76f8\u5e94\u6a21\u578b\u7b49\u529f\u80fd\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h4>\u9274\u6743\u8ba4\u8bc1<\/h4>\n<p>&nbsp;<\/p>\n<p>\u5728\u9274\u6743\u673a\u5236\u4e2d\uff0c\u91c7\u7528\u76ee\u524d\u4e3b\u6d41 OpenAI SDK \u517c\u5bb9\u7684 API Key \u8ba4\u8bc1\u65b9\u6848\u3002<\/p>\n<p>&nbsp;<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">Authorization<\/span>: Bearer <span class=\"token operator\">&lt;<\/span>YOUR_API_KEY<span class=\"token operator\">&gt;<\/span><\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<p>\u5728 API Key \u7684\u8ba4\u8bc1\u57fa\u7840\u4e0a\u8fd8\u63d0\u4f9b\u7ec6\u7c92\u5ea6\u7684\u6743\u9650\u63a7\u5236\u529f\u80fd\uff0c\u5141\u8bb8\u4e3a\u6bcf\u4e2a API Key \u914d\u7f6e\u53ef\u8bbf\u95ee\u7684\u6a21\u578b\u8303\u56f4\uff0c\u4ee5\u53ca\u5bf9\u4e0d\u540c\u6a21\u578b\u7684\u8bbe\u7f6e\u4e0d\u540c\u7684\u914d\u989d\u3002<\/p>\n<p>\u53e6\u5916\u652f\u6301\u7075\u6d3b\u7684 API Key \u6709\u6548\u671f\u914d\u7f6e\uff0c\u7528\u6237\u53ef\u6839\u636e\u9700\u6c42\u8bbe\u7f6e API Key \u7684 \u8fc7\u671f\u65f6\u95f4 \u6216 \u4e0d\u8fc7\u671f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"f5f5f9\" data-has-transparency=\"false\" style=\"--dominant-color: #f5f5f9;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25775\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/9351cec396458ad7ba758504c2e075810dc368.jpg\" width=\"1080\" height=\"757\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/9351cec396458ad7ba758504c2e075810dc368.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/9351cec396458ad7ba758504c2e075810dc368-300x210.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/9351cec396458ad7ba758504c2e075810dc368-1024x718.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/9351cec396458ad7ba758504c2e075810dc368-150x105.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/9351cec396458ad7ba758504c2e075810dc368-768x538.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h4>\u914d\u989d\u7ba1\u7406<\/h4>\n<p>&nbsp;<\/p>\n<p>\u5728\u914d\u989d\u7ba1\u7406\u4f53\u7cfb\u91cc\u53ef\u4ee5\u9650\u5236\u6a21\u578b\u6d88\u8d39\u8005\u7684\u8c03\u7528\u901f\u7387\uff0c\u5728\u8fd9\u91cc\u4e3b\u8981\u53c2\u8003\u4e86 OpenAI \u7684\u914d\u989d\u7b56\u7565\uff1a\u00a0RPM\uff08\u6bcf\u5206\u949f\u8bf7\u6c42\u6570\uff09\u548c TPM\uff08\u6bcf\u5206\u949f Tokens \u6570\uff09<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"f7f7f8\" data-has-transparency=\"false\" style=\"--dominant-color: #f7f7f8;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25776\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c233fa686ba5c63287b806792a449273376f51.png\" width=\"1080\" height=\"490\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c233fa686ba5c63287b806792a449273376f51.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c233fa686ba5c63287b806792a449273376f51-300x136.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c233fa686ba5c63287b806792a449273376f51-1024x465.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c233fa686ba5c63287b806792a449273376f51-150x68.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/c233fa686ba5c63287b806792a449273376f51-768x348.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>\u5728\u8fd9\u91cc\u53ef\u4ee5\u6309\u7167\u4e3a\u6bcf\u4e2a\u7528\u6237\u5206\u914d\u4e0d\u540c\u6a21\u578b\u7684 Token \u914d\u989d\uff0c\u6216\u6307\u5b9a\u5355\u4f4d\u65f6\u95f4\u7684\u8bf7\u6c42\u6570\u9650\u5236\uff0c\u4ee5\u786e\u4fdd AI \u670d\u52a1\u7684\u9ad8\u6548\u8fd0\u884c\u5e76\u9632\u6b62\u8d85\u51fa\u9884\u7b97\u3002<\/p>\n<p>\u540c\u65f6\u6211\u4eec\u8fd8\u652f\u6301\u6708\u7ef4\u5ea6\u7684 Token \u914d\u989d\uff0c\u4e1a\u52a1\u6309\u81ea\u7136\u6708\u8fdb\u884c\u9884\u7b97\u7533\u8bf7\uff0c\u8d85\u8fc7\u9884\u7b97\u65f6\u8bf7\u6c42\u5c06\u88ab\u9650\u5236\u3002\u5bf9\u4e8e\u63a5\u5165 AI \u80fd\u529b\u800c\u8a00\uff0c\u6bcf\u4e2a\u4e1a\u52a1\u90fd\u9700\u8981\u63d0\u524d\u7533\u8bf7\u9884\u7b97\u989d\u5ea6\uff0c\u907f\u514d\u5e26\u6765\u96be\u4ee5\u8d1f\u62c5\u7684\u6210\u672c\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h4>\u591a\u6a21\u578b\u8bbf\u95ee<\/h4>\n<p>&nbsp;<\/p>\n<p>\u76ee\u524d\u7248\u672c\u4ec5\u652f\u6301\u57fa\u4e8e\u00a0OpenAI API\u00a0\u7684\u534f\u8bae\u8f6c\u53d1\u3002\u4ee5\u76ee\u524d\u63a8\u7406\u5f15\u64ce\u53d1\u5c55\u548c\u5728\u7ebf AI \u4e91\u670d\u52a1\u800c\u8a00\uff0c\u517c\u5bb9 OpenAI API \u534f\u8bae\u5df2\u7ecf\u6210\u4e3a\u4e1a\u754c\u5171\u8bc6\uff0c\u5728\u6b64\u57fa\u7840\u4e0a\u6211\u4eec\u53ea\u9700\u8981\u5b9e\u73b0\u6839\u636e\u7528\u6237\u9700\u6c42\u7684\u6a21\u578b\u540d\uff0c\u62e9\u4f18\u9009\u62e9\u4e00\u4e2a\u76f8\u5e94\u6a21\u578b\u7684\u4e0a\u6e38 API \u63d0\u4f9b\u5546\uff08\u516c\u53f8\u81ea\u5efa IDC\u6216\u516c\u6709\u4e91\uff09\uff0c\u5e76\u66ff\u6362\u6210\u76f8\u5e94\u670d\u52a1\u5546\u7684 API Key \u548c Upstream \u57df\u540d\u5c31\u53ef\u4ee5\u8fdb\u884c\u8d1f\u8f7d\u5747\u8861\u3002<\/p>\n<p>\u5bf9\u4e8e\u516c\u53f8 IDC \u81ea\u5efa\u7684\u6a21\u578b\u670d\u52a1\u800c\u8a00\uff0c\u6211\u4eec\u7ee7\u7eed\u6cbf\u7528\u57fa\u4e8e discovery \u7b49\u670d\u52a1\u53d1\u73b0\u6280\u672f\u6765\u53d1\u73b0\u63a8\u7406\u5f15\u64ce\u8282\u70b9\uff0c\u76f4\u63a5\u5c06\u8bf7\u6c42\u5305\u88c5\u8c03\u5ea6\u81f3\u8fd9\u4e9b\u81ea\u5efa\u6a21\u578b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h4>\u6a21\u578b\u8d1f\u8f7d\u5747\u8861<\/h4>\n<p>&nbsp;<\/p>\n<p>LLM API \u7684\u8d1f\u8f7d\u5747\u8861\u548c\u4f20\u7edf\u5b9e\u65f6 API \u7684\u6a21\u5f0f\u6709\u5f88\u5927\u7684\u4e0d\u540c\u3002\u4f20\u7edf API \u5f00\u53d1\u4e2d\uff0c\u4e00\u6b21\u8bf7\u6c42\u5f80\u5f80\u88ab\u8bbe\u8ba1\u6210\u4f1a\u6781\u5927\u6982\u7387\u5730\u547d\u4e2d\u4e00\u5757\u7ed3\u679c\u7f13\u5b58\uff0c\u4e14\u7f13\u5b58 Key \u7684\u8ba1\u7b97\u90fd\u6bd4\u8f83\u7b80\u5355\uff0c\u56e0\u6b64\u5f88\u591a\u8d1f\u8f7d\u5747\u8861\u90fd\u7b80\u5355\u57fa\u4e8e\u8bf7\u6c42\u76f8\u5e94\u65f6\u95f4\u3001\u8fde\u63a5\u6570\u7b49\u7b49\u3002\u5728 LLM \u63a8\u7406\u573a\u666f\u4e0b\uff0c\u6bcf\u4e2a\u63a8\u7406\u8bf7\u6c42\u90fd\u4f1a\u5e26\u6765\u7f51\u5173\u672c\u8eab\u96be\u4ee5\u8bc4\u4f30\u7684\u8ba1\u7b97\u65f6\u95f4\u548c\u8bbe\u5907\u8d44\u6e90\u5360\u7528\uff0c\u6b64\u65f6\u57fa\u4e8e RPS\u3001TTFB\u3001\u8fde\u63a5\u6570\u7b49\u8d1f\u8f7d\u5747\u8861\u7b56\u7565\u5c06\u4e0d\u518d\u9002\u7528\u3002<\/p>\n<p>\u5728 AI \u7f51\u5173\u7684\u9ed8\u8ba4\u8d1f\u8f7d\u5747\u8861\u7b56\u7565\u4e2d\uff0c\u6211\u4eec\u4e3b\u8981\u57fa\u4e8e\u5355\u6a21\u578b\u670d\u52a1\u8282\u70b9\u5904\u7406 Token \u7684\u541e\u5410\u548c\u65f6\u5ef6\u80fd\u529b\uff0c\u5728\u9ed1\u76d2\u6a21\u5f0f\u4e0b\u8bc4\u4f30\u8282\u70b9\u7684\u9971\u548c\u5ea6\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u63a8\u7406\u5f15\u64ce\u81ea\u8eab\u548c\u663e\u5361\u5176\u5b9e\u4e5f\u66b4\u9732\u4e86\u8bb8\u591a\u548c\u6267\u884c\u961f\u5217\u76f8\u5173\u7684\u6307\u6807\uff0c\u7efc\u5408\u8fd9\u4e9b\u6307\u6807\u540c\u6837\u9884\u8ba1\u80fd\u83b7\u5f97\u6bd4\u4f20\u7edf\u8d1f\u8f7d\u5747\u8861\u66f4\u6709\u6548\u7684\u4f53\u9a8c\u3002<\/p>\n<p>\u53e6\u5916\u57fa\u4e8e Prefix Cache \u7684\u8282\u70b9\u9009\u62e9\u540c\u6837\u4f1a\u662f\u4e00\u4e2a\u76f8\u5f53\u6709\u6548\u7684\u8c03\u5ea6\u7b56\u7565\uff0c\u4f46 Prefix Cache \u7684\u8ba1\u7b97\u80fd\u529b\u5f80\u5f80\u9700\u8981\u5916\u90e8\u670d\u52a1\u6765\u8fdb\u884c\uff0c\u56e0\u6b64 AI \u7f51\u5173\u540c\u6837\u652f\u6301\u63a5\u5165\u5916\u7f6e\u7684\u8d1f\u8f7d\u5747\u8861\u7b97\u6cd5\uff0c\u901a\u8fc7\u524d\u7f6e\u7684 RPC \u6765\u8ba9\u5916\u7f6e\u670d\u52a1\u9009\u62e9\u6700\u5408\u9002\u7684\u6a21\u578b\u8282\u70b9\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h4>\u591a\u79df\u6237\u9694\u79bb<\/h4>\n<p>&nbsp;<\/p>\n<p>\u4e1a\u52a1\u4e3b\u8981\u901a\u8fc7\u00a0\u57df\u540d + API Key\u00a0\u8fdb\u884c\u8bbf\u95ee\u5927\u6a21\u578b\u63a8\u7406\uff0c\u53ef\u4ee5\u901a\u8fc7\u57df\u540d\u8fdb\u884c\u7ba1\u7406\u5bf9\u63a5\u7684\u63a5\u53e3\u8def\u7531\uff0c\u8fdb\u884c\u914d\u7f6e\u8f6c\u53d1\u5230\u6307\u5b9a Model Provider \u670d\u52a1\u3002\u5982\u679c\u9700\u8981\u8fdb\u884c\u591a\u4e1a\u52a1\u9694\u79bb\uff0c\u53ea\u9700\u8981\u901a\u8fc7\u4e0d\u540c\u7684\u57df\u540d\u8bbf\u95ee\u5e76\u914d\u7f6e\u4e0d\u540c\u7684\u8f6c\u53d1\u76ee\u6807\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h4>\u53ef\u89c2\u6d4b\u80fd\u529b<\/h4>\n<p>&nbsp;<\/p>\n<p>\u4ece\u4e1a\u52a1\u89c6\u89d2\uff0c\u4e3b\u8981\u5206\u4e3a\u00a0Gateway\u3001 Domain\u3001Consumer\u3001Provider\u3001UserModel\u3001UpstreamModel\u00a0\u7ef4\u5ea6\uff0c\u8fdb\u884c\u67e5\u8be2\u548c\u89c2\u5bdf\u8bf7\u6c42\u63a5\u53e3\u7684\u53ef\u7528\u7387\uff0c\u4ee5\u53ca QPS\u3001Latency\u30015xx\u3001Quota \u7b49\u6307\u6807\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>3.API \u4e1a\u52a1\u573a\u666f\u4e0e\u5e94\u7528\u5bf9\u63a5<\/h3>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>\u5728 AI \u7f51\u5173\u4e2d\uff0c\u6211\u4eec\u4e3b\u8981\u4ee5 OpenAI \u63d0\u4f9b\u7684 API \u4f5c\u4e3a\u57fa\u7840\u534f\u8bae\uff0c\u8ba9\u5f00\u53d1\u8005\u57fa\u4e8e OpenAI SDK \u5b9e\u73b0\u5404\u79cd\u4e1a\u52a1\u573a\u666f\u5bf9\u63a5\u3002\u76ee\u524d\u652f\u6301\u7684 API \u534f\u8bae\u6709\uff1a\u5bf9\u8bdd\u5f0f\u6a21\u578b\u4ea4\u4e92\uff08CHAT_COMPLETION\uff09\u3001\u901a\u7528\u6587\u672c\u5411\u91cf\u63a5\u53e3\uff08EMBEDDING\uff09\u3001\u63d0\u793a\u8bcd\u6a21\u677f\uff08CHAT_TEMPLATE\uff09\u548c \u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff08MODEL_CONTEXT_PROTOCOL\uff09 \uff0c\u4e1a\u52a1\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u4e0d\u540c\u7684\u573a\u666f\u8fdb\u884c\u9009\u62e9\u5bf9\u5e94\u7684\u534f\u8bae\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"f9fafa\" data-has-transparency=\"false\" style=\"--dominant-color: #f9fafa;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25777\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a2423a807b6a08b72ee1921243be4f5502f3dc.jpg\" width=\"1080\" height=\"397\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a2423a807b6a08b72ee1921243be4f5502f3dc.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a2423a807b6a08b72ee1921243be4f5502f3dc-300x110.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a2423a807b6a08b72ee1921243be4f5502f3dc-1024x376.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a2423a807b6a08b72ee1921243be4f5502f3dc-150x55.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/a2423a807b6a08b72ee1921243be4f5502f3dc-768x282.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h4>1\uff09\u5bf9\u8bdd\u5f0f\u6a21\u578b\u4ea4\u4e92\uff08CHAT_COMPLETION\uff09<\/h4>\n<p>&nbsp;<\/p>\n<p>\u5bf9\u8bdd\u5f0f\u6a21\u578b\u4ea4\u4e92\u662f\u6700\u57fa\u7840\u7684\u534f\u8bae\uff0c\u7528\u4e8e\u6784\u5efa\u5177\u6709\u590d\u6742\u903b\u8f91\u7684\u5bf9\u8bdd\u4ea4\u4e92\u3002\u540c\u65f6 API \u652f\u6301\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u5bf9\u8bdd\uff0c\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u7406\u89e3\u548c\u54cd\u5e94\u591a\u8f6e\u4ea4\u6d41\uff0c\u5e76\u5728\u5bf9\u8bdd\u4e2d\u4fdd\u6301\u5408\u7406\u7684\u903b\u8f91\u548c\u8bed\u5883\u4e00\u81f4\u6027\u3002<\/p>\n<p>\u5bf9\u8bdd\u63a5\u53e3\u662f LLM \u4e0e\u73b0\u5b9e\u4e16\u754c\u6c9f\u901a\u7684\u91cd\u8981\u6e20\u9053\uff0c\u5927\u91cf AI \u9700\u6c42\u5b9e\u9645\u4e0a\u5c31\u662f\u5728\u4e0e\u6a21\u578b\u8fdb\u884c\u4e00\u8f6e\u6216\u591a\u8f6e\u5bf9\u8bdd\u5b9e\u73b0\u7684\u3002<\/p>\n<p>\u4f8b\u5982\u4e1a\u52a1\u5e0c\u671b\u901a\u8fc7 LLM \u6392\u67e5\u7ebf\u4e0a\u6545\u969c\u7684\u6f5c\u5728\u539f\u56e0\uff0c\u7b80\u5355\u6765\u8bf4\u5c31\u662f\u5c06\u5e94\u7528\u7684\u5404\u9879\u53ef\u89c2\u6d4b\u6307\u6807\u3001\u6545\u969c\u671f\u95f4\u7684\u65e5\u5fd7\u8bb0\u5f55\u6216\u5e94\u7528\u4e0a\u4e0b\u6e38\u7684\u53d8\u66f4\u8bb0\u5f55\u4ee5\u5bf9\u8bdd\u5f62\u5f0f\u544a\u77e5 LLM\uff0c\u5e76\u8ba9 LLM \u8f93\u51fa\u4e00\u6bb5\u4fbf\u4e8e\u7a0b\u5e8f\u7406\u89e3\u7684\u7ed3\u679c\u8868\u8fbe\u6a21\u5f0f\uff0c\u8ba9 LLM \u4ece\u6a21\u578b\u6570\u636e\u4e2d\u8ba1\u7b97\u51fa\u7b26\u5408\u76f4\u89c9\u6f5c\u5728\u6545\u969c\u539f\u56e0\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h4>2\uff09\u901a\u7528\u6587\u672c\u5411\u91cf\uff08EMBEDDING\uff09<\/h4>\n<p>&nbsp;<\/p>\n<p>\u901a\u7528\u6587\u672c\u5411\u91cf\uff08EMBEDDING\uff09\u63a5\u53e3\u7684\u6838\u5fc3\u529f\u80fd\u662f\u5c06\u6587\u672c\u8f6c\u5316\u4e3a\u9ad8\u7ef4\u5411\u91cf\uff0c\u6355\u6349\u5176\u8bed\u4e49\u7279\u5f81\u3002\u8fd9\u5728\u9700\u8981\u8fdb\u884c\u5927\u89c4\u6a21\u4fe1\u606f\u68c0\u7d22\u3001\u5339\u914d\u548c\u77e5\u8bc6\u7ba1\u7406\u7684\u573a\u666f\u4e2d\u5c24\u4e3a\u5173\u952e\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h4>3\uff09\u63d0\u793a\u8bcd\u6a21\u677f\uff08CHAT_TEMPLATE\uff09<\/h4>\n<p>&nbsp;<\/p>\n<p>\u63d0\u793a\u8bcd\u6a21\u677f\u662f\u4e00\u79cd\u7ed3\u6784\u5316\u7684\u5bf9\u8bdd\u751f\u6210\u65b9\u5f0f\uff0c\u5141\u8bb8\u4e1a\u52a1\u901a\u8fc7\u8bbe\u7f6e\u9884\u5b9a\u4e49\u7684\u6a21\u677f\u6765\u751f\u6210\u7cfb\u7edf\u5316\u7684\u56de\u590d\u3002\u8fd9\u79cd\u65b9\u5f0f\u5c06\u8bed\u8a00\u6a21\u578b\u7684\u751f\u6210\u80fd\u529b\u4e0e\u6a21\u677f\u5316\u7ed3\u6784\u76f8\u7ed3\u5408\uff0c\u4f7f\u4e1a\u52a1\u80fd\u591f\u4ee5\u666e\u901a API \u7684\u65b9\u5f0f\u8fdb\u884c\u8bf7\u6c42\u4ea4\u4e92\uff0c\u5e76\u53ef\u4ee5\u66f4\u96c6\u4e2d\u5316\u5730\u63a7\u5236\u751f\u6210\u5185\u5bb9\u7684\u6837\u5f0f\u548c\u683c\u5f0f\u3002<\/p>\n<p>\u540c\u65f6\u6211\u4eec\u4e5f\u652f\u6301\u5185\u5d4c\u51fd\u6570\uff0c\u4ee5\u65b9\u4fbf\u5728\u63d0\u793a\u8bcd\u6a21\u677f\u8fdb\u884c\u5904\u7406\u5185\u5bb9\uff1a<\/p>\n<ul data-id=\"ueafa794-igA9NYF0\">\n<li data-id=\"ld70c578-gsizLa7z\">len(v any) string<\/li>\n<li data-id=\"ld70c578-trRLeWu2\">jsonify(v any) string<\/li>\n<li data-id=\"ld70c578-3Egqw0B1\">make_json_object(v &#8230;any) map[string]any<\/li>\n<li data-id=\"ld70c578-bJETxFju\">slice_to_index_map(v any, startBy int) map[int]any<\/li>\n<\/ul>\n<p>\u4ee5\u8bc4\u8bba\u5185\u5bb9\u7ffb\u8bd1\u7684\u573a\u666f\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token operator\">-<\/span> path: <span class=\"token operator\">\/<\/span>v1<span class=\"token operator\">\/<\/span>reply<span class=\"token operator\">-<\/span><span class=\"token keyword\">to<\/span><span class=\"token operator\">-<\/span>en\r\n  protocol: HTTP\r\n  timeout: <span class=\"token number\">300<\/span>s\r\n  middlewares:\r\n  <span class=\"token operator\">-<\/span> name: v1_chat_template\r\n    options:\r\n<span class=\"token string\">'@type'<\/span>: <span class=\"token keyword\">type<\/span><span class=\"token punctuation\">.<\/span>googleapis<span class=\"token punctuation\">.<\/span>com<span class=\"token operator\">\/<\/span>infra<span class=\"token punctuation\">.<\/span>gateway<span class=\"token punctuation\">.<\/span>middleware<span class=\"token punctuation\">.<\/span>llm<span class=\"token punctuation\">.<\/span>v1<span class=\"token punctuation\">.<\/span>contrib<span class=\"token punctuation\">.<\/span>ChatTemplateConfig\r\n      provider: bilibili\r\n      model_name: <span class=\"token keyword\">index<\/span>\r\n      prompt_template: <span class=\"token operator\">|<\/span>\r\n        \u4f60\u7684\u4efb\u52a1\uff1a\u4ee5\u4e0b\u7ed9\u5b9a\u6587\u672c\u662f\u4e00\u4e2aB\u7ad9\u89c6\u9891\u7684\u76f8\u5173\u6587\u672c\u4fe1\u606f\uff0c\u53ef\u80fd\u4e3a\u6807\u9898\u3001\u7b80\u4ecb\u3001\u5f39\u5e55\u6216\u8bc4\u8bba\uff0c\u8bf7\u4f60\u5c06\u7ed9\u5b9a\u7684\u6587\u672c\u9010\u6761\u7ffb\u8bd1\u6210\u82f1\u6587\u3002\u8f93\u5165\u4e3a\u4e00\u4e2ajson\u683c\u5f0f\uff0c<span class=\"token keyword\">key<\/span>\u4e3a\u5e8f\u53f7\uff0c<span class=\"token keyword\">value<\/span>\u4e3a\u5f85\u7ffb\u8bd1\u7684\u5f39\u5e55\uff0c\u4e00\u5171\u6709{{ len <span class=\"token punctuation\">.<\/span>reply_list }}\u4e2a\u6587\u672c\u3002\u793a\u4f8b\u5982\u4e0b:\r\n        \u8f93\u5165: {<span class=\"token string\">\"1\"<\/span>: <span class=\"token string\">\"xxx\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"2\"<\/span>: <span class=\"token string\">\"xxx\"<\/span>}\r\n\r\n\r\n        \u8f93\u51fa: {<span class=\"token string\">\"1\"<\/span>: <span class=\"token string\">\"xxx\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"2\"<\/span>: <span class=\"token string\">\"xxx\"<\/span>}\r\n\r\n\r\n        \u6ce8\u610f\uff0c\u7528{dyn:xxx}\u7b26\u53f7\u5305\u88f9\u7684\u662f\u56fe\u7247\u5f15\u7528\uff0c\u4e0d\u9700\u8981\u7ffb\u8bd1\uff0c\u76f4\u63a5\u4fdd\u7559\u3002\u7528<span class=\"token punctuation\">[<\/span>xxx<span class=\"token punctuation\">]<\/span>\u5305\u88f9\u7684\u662f\u8868\u60c5\u7b26\u53f7\uff0c\u4e0d\u9700\u8981\u7ffb\u8bd1\uff0c\u76f4\u63a5\u4fdd\u7559\u3002\u73b0\u5728\u8bf7\u6839\u636e\u4e0a\u8ff0\u8981\u6c42\u5b8c\u6210\u5982\u4e0b\u7247\u6bb5\u7684\u7ffb\u8bd1\uff0c\u8f93\u51fa\u4e00\u5171{{ len <span class=\"token punctuation\">.<\/span>reply_list }}\u4e2a\u7ffb\u8bd1\u540e\u7684\u7ed3\u679c\uff0c\u76f4\u63a5\u8f93\u51fa\u7ffb\u8bd1\u540e\u7684\u82f1\u6587\uff0c\u4e0d\u8981\u8fdb\u884c\u4efb\u4f55\u89e3\u91ca\u3002\r\n        \u8f93\u5165: {{ jsonify <span class=\"token punctuation\">(<\/span>slice_to_index_map <span class=\"token punctuation\">.<\/span>reply_list <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span> }}\r\n        \u8f93\u51fa:<\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<p>\u63d0\u793a\u8bcd\u6a21\u7248\u63a5\u53e3\u5b9e\u9645\u4e0a\u662f\u57fa\u4e8e\u5bf9\u8bdd\u63a5\u53e3\u7684\u4e00\u79cd\u9ad8\u6548\u5bf9\u63a5\u6a21\u5f0f\u3002\u4f17\u6240\u5468\u77e5\uff0c\u81ea OpenAI \u53d1\u5e03 ChatGPT \u540e\uff0c\u63d0\u793a\u8bcd\u5de5\u7a0b\uff08Prompt Engineering\uff09\u672c\u8eab\u88ab\u5f53\u4f5c\u4e00\u79cd\u6280\u672f\u8def\u7ebf\u800c\u63d0\u51fa\u3002\u63d0\u793a\u8bcd\u5de5\u7a0b\u4e3b\u8981\u5173\u6ce8\u63d0\u793a\u8bcd\u5f00\u53d1\u4e0e\u4f18\u5316\uff0c\u5e2e\u52a9\u7528\u6237\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u7528\u4e8e\u5404\u573a\u666f\u548c\u7814\u7a76\u9886\u57df\u3002\u7814\u7a76\u4eba\u5458\u53ef\u5229\u7528\u63d0\u793a\u5de5\u7a0b\u6765\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\u5904\u7406\u590d\u6742\u4efb\u52a1\u573a\u666f\u7684\u80fd\u529b\uff0c\u5982\u95ee\u7b54\u548c\u7b97\u672f\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p>\u5bf9\u4e8e\u63a5\u5165 LLM \u7684\u4e1a\u52a1\u7814\u53d1\u800c\u8a00\uff0c\u4ed6\u53ef\u80fd\u672c\u8eab\u4e0d\u5177\u5907\u5f88\u5f3a\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\u80fd\u529b\uff1b\u751a\u81f3\u63d0\u793a\u8bcd\u7684\u4f18\u5316\u672c\u8eab\u4e5f\u53d6\u51b3\u4e8e\u6a21\u578b\u7684\u8fed\u4ee3\u66f4\u65b0\u3002\u56e0\u6b64\u5bf9\u4e8e\u89e3\u51b3\u7279\u5b9a\u9886\u57df\u7684\u4e1a\u52a1\u573a\u666f\uff0cAI \u5de5\u7a0b\u5e08\u5f80\u5f80\u4f1a\u57fa\u4e8e\u6700\u4f18\u6a21\u578b\u5199\u51fa\u6700\u7cbe\u51c6\u7684\u63d0\u793a\u8bcd\uff0c\u901a\u8fc7 AI \u7f51\u5173\u7684\u63d0\u793a\u8bcd\u6a21\u7248\u63a5\u53e3\u53d1\u5e03\u3002\u4e1a\u52a1\u63d0\u4ea4\u7b80\u5355 JSON KV \u5bf9\u540e\uff0c\u6e32\u67d3\u51fa\u6700\u6709\u6548\u7684\u5b8c\u6574\u63d0\u793a\u8bcd\uff0cLLM \u57fa\u4e8e\u6709\u6548\u63d0\u793a\u8bcd\u8f93\u51fa\u6700\u7cbe\u786e\u7684\u7ed3\u679c\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h4>4\uff09\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff08MODEL_CONTEXT_PROTOCOL\uff09<\/h4>\n<p>&nbsp;<\/p>\n<p>MCP (Model Context Protocol\uff0c\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae) \u662f\u7531 Anthropic \u5728 2024 \u5e74\u5e95\u63a8\u51fa\u7684\u4e00\u79cd\u5f00\u653e\u534f\u8bae\uff0c\u65e8\u5728\u8ba9\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u80fd\u591f\u4ee5\u6807\u51c6\u5316\u7684\u65b9\u5f0f\u8fde\u63a5\u5230\u5916\u90e8\u6570\u636e\u6e90\u548c\u5de5\u5177\u3002\u8be5\u534f\u8bae\u62bd\u8c61\u5e76\u6807\u51c6\u5316\u4e86 Resources\u3001Prompts\u3001Tools \u7b49\u8d44\u6e90\u53ca\u5176\u63a5\u5165\u65b9\u5f0f\uff0c\u5141\u8bb8 LLM Client \u5e94\u7528\u4ee5\u4e00\u81f4\u7684\u65b9\u5f0f\u8fde\u63a5\u5230\u5404\u79cd\u6570\u636e\u6e90\u548c\u5de5\u5177\uff0c\u5982\u6587\u4ef6\u3001\u6570\u636e\u5e93\u3001API \u7b49\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"f1f3f1\" data-has-transparency=\"false\" style=\"--dominant-color: #f1f3f1;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25778\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/472aa7c76ba8fc86d71053a65c9259a2b80d80.png\" width=\"1080\" height=\"504\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/472aa7c76ba8fc86d71053a65c9259a2b80d80.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/472aa7c76ba8fc86d71053a65c9259a2b80d80-300x140.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/472aa7c76ba8fc86d71053a65c9259a2b80d80-1024x478.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/472aa7c76ba8fc86d71053a65c9259a2b80d80-150x70.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/472aa7c76ba8fc86d71053a65c9259a2b80d80-768x358.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>\u914d\u7f6e\u8f6c\u53d1\u5230\u6ce8\u518c\u4e2d\u5fc3\u7684 MCP \u670d\u52a1\uff1a<\/p>\n<p>&nbsp;<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token operator\">-<\/span> path: <span class=\"token operator\">\/<\/span>example<span class=\"token operator\">-<\/span>mcp<span class=\"token operator\">\/<\/span><span class=\"token operator\">*<\/span>\r\n  protocol: HTTP\r\n  timeout: <span class=\"token number\">300<\/span>s\r\n  middlewares:\r\n  <span class=\"token operator\">-<\/span> name: v1_mcp_server\r\n    options:\r\n      <span class=\"token string\">'@type'<\/span>: <span class=\"token keyword\">type<\/span><span class=\"token punctuation\">.<\/span>googleapis<span class=\"token punctuation\">.<\/span>com<span class=\"token operator\">\/<\/span>infra<span class=\"token punctuation\">.<\/span>gateway<span class=\"token punctuation\">.<\/span>middleware<span class=\"token punctuation\">.<\/span>llm<span class=\"token punctuation\">.<\/span>v1<span class=\"token punctuation\">.<\/span>contrib<span class=\"token punctuation\">.<\/span>MCPServerConfig\r\n      proxy:\r\n        name: example<span class=\"token operator\">-<\/span>mcp\r\n        upstreams:\r\n        <span class=\"token operator\">-<\/span> url: <span class=\"token string\">'discovery:\/\/infra.example.example-mcp'<\/span><\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<p>\u914d\u7f6e\u901a\u8fc7\u4e1a\u52a1 API \u8fdb\u884c\u8f6c\u53d1\u6362 MCP \u670d\u52a1\uff1a<\/p>\n<p>&nbsp;<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token operator\">-<\/span> path: <span class=\"token operator\">\/<\/span>logging<span class=\"token operator\">-<\/span>mcp<span class=\"token operator\">\/<\/span><span class=\"token operator\">*<\/span>\r\n  protocol: HTTP\r\n  timeout: <span class=\"token number\">300<\/span>s\r\n  middlewares:\r\n  <span class=\"token operator\">-<\/span> name: v1_mcp_server\r\n    options:\r\n      <span class=\"token string\">'@type'<\/span>: <span class=\"token keyword\">type<\/span><span class=\"token punctuation\">.<\/span>googleapis<span class=\"token punctuation\">.<\/span>com<span class=\"token operator\">\/<\/span>infra<span class=\"token punctuation\">.<\/span>gateway<span class=\"token punctuation\">.<\/span>middleware<span class=\"token punctuation\">.<\/span>llm<span class=\"token punctuation\">.<\/span>v1<span class=\"token punctuation\">.<\/span>contrib<span class=\"token punctuation\">.<\/span>MCPServerConfig\r\n      apiOrchestrator:\r\n        server:\r\n          name: logging<span class=\"token operator\">-<\/span>mcp\r\n        tools:\r\n        <span class=\"token operator\">-<\/span> name: query<span class=\"token operator\">-<\/span>logs\r\n          description: \u901a\u8fc7 AppID \u83b7\u53d6\u76f8\u5e94\u73af\u5883\u7684\u670d\u52a1\u65e5\u5fd7\u4fe1\u606f\r\n          args:\r\n          <span class=\"token operator\">-<\/span> name: env\r\n            description: \u5e94\u7528\u90e8\u7f72\u73af\u5883\r\n            <span class=\"token keyword\">type<\/span>: string\r\n            default_value: <span class=\"token string\">\"uat\"<\/span>\r\n            position: query\r\n          <span class=\"token operator\">-<\/span> name: appid\r\n            description: \u5e94\u7528\u540d\u79f0\uff0c\u4e5f\u79f0\u4e3aAppID\r\n            <span class=\"token keyword\">type<\/span>: string\r\n            required: <span class=\"token boolean\">true<\/span>\r\n            position: query\r\n          <span class=\"token operator\">-<\/span> name: <span class=\"token keyword\">level<\/span>\r\n            description: \u67e5\u8be2\u65e5\u5fd7\u7684\u7b49\u7ea7\r\n            enum_values:\r\n            <span class=\"token operator\">-<\/span> DEBUG\r\n            <span class=\"token operator\">-<\/span> INFO\r\n            <span class=\"token operator\">-<\/span> WARN\r\n            <span class=\"token operator\">-<\/span> ERROR\r\n            <span class=\"token keyword\">type<\/span>: string\r\n            required: <span class=\"token boolean\">true<\/span>\r\n            position: query\r\n          <span class=\"token operator\">-<\/span> name: keyword\r\n            description: \u67e5\u8be2\u65e5\u5fd7\u7684\u5173\u952e\u5b57\r\n            <span class=\"token keyword\">type<\/span>: string\r\n            required: <span class=\"token boolean\">true<\/span>\r\n            position: query\r\n          request_template:\r\n            upstream:\r\n              url: http:<span class=\"token comment\">\/\/api.exmaple.com\/logging\/query?env={{ .env }}&amp;appid={{ .appid }}&amp;level={{ .level }}&amp;keyword={{ .keyword }}<\/span>\r\n            method: GET\r\n          response_template:\r\n            body: <span class=\"token string\">'{{ . }}'<\/span><\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<li>38.<\/li>\n<li>39.<\/li>\n<li>40.<\/li>\n<li>41.<\/li>\n<li>42.<\/li>\n<li>43.<\/li>\n<li>44.<\/li>\n<li>45.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<h3>4.\u4f01\u4e1a MCP \u5e02\u573a\u4e0e API \u63a5\u5165<\/h3>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>MCP \u5e02\u573a\u5176\u5b9e\u5c31\u662f\u4e00\u4e2a\u516c\u53f8\u5185\u90e8\u7684\u8d44\u6e90\u5171\u4eab\u548c\u534f\u4f5c\u5e73\u53f0\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u5b83\u53ef\u4ee5\u770b\u4f5c\u662f\u4f01\u4e1a\u5185\u7684\u5c0f\u578b\u201cApp Store\u201d\uff0c\u4e13\u95e8\u7528\u6765\u63d0\u4f9b\u5404\u79cd\u670d\u52a1\u548c\u8d44\u6e90\u7684\u63a5\u5165\u5165\u53e3\u3002\u53ef\u4ee5\u8ba9\u4e1a\u52a1\u901a\u8fc7\u8fd9\u4e2a\u5e73\u53f0\u8f7b\u677e\u83b7\u53d6\u3001\u6574\u5408\u3001\u4f7f\u7528\u8fd9\u4e9b\u8d44\u6e90\uff0c\u4f7f\u4e1a\u52a1\u5bf9\u63a5\u66f4\u52a0\u5730\u7b80\u5355\u3002<\/p>\n<p>\u7528\u6237\u53ef\u4ee5\u628a\u81ea\u5df1\u7684 MCP \u670d\u52a1\u5feb\u901f\u53d1\u5e03\u5230\u5e02\u573a\u4e0a\uff0c\u5e76\u4e14\u63a5\u5165\u5230 MCP Gateway \u540e\u5373\u53ef\u4f7f\u7528\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img data-dominant-color=\"fafafa\" data-has-transparency=\"false\" style=\"--dominant-color: #fafafa;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25779\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/396349b97b05b737d7d655c786cc5b53c40b00.png\" width=\"1080\" height=\"444\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/396349b97b05b737d7d655c786cc5b53c40b00.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/396349b97b05b737d7d655c786cc5b53c40b00-300x123.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/396349b97b05b737d7d655c786cc5b53c40b00-1024x421.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/396349b97b05b737d7d655c786cc5b53c40b00-150x62.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/396349b97b05b737d7d655c786cc5b53c40b00-768x316.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>\u5f53\u524d\u7684 MCP \u534f\u8bae\u4e2d\u4e3b\u8981\u6709\u4e24\u4e2a\u7aef\u70b9\uff1a<\/p>\n<ul data-id=\"ueafa794-amMH5gc7\">\n<li data-id=\"ld70c578-Baka50QY\">\/sse\uff0c\u662f\u4e00\u4e2a Events \u957f\u8fde\u63a5\u901a\u77e5\u534f\u8bae\uff0c\u7528\u4e8e\u5b9e\u65f6\u901a\u77e5\u8d44\u6e90\u4fe1\u606f\u7684\u53d8\u66f4\u3002<\/li>\n<li data-id=\"ld70c578-sUYxfB1r\">\/message\uff0c\u7528\u4e8e JSONRPC \u901a\u4fe1\u7aef\u70b9\uff0c\u80fd\u591f\u4ee5 JSONRPC \u65b9\u5f0f\u8fdb\u884c\u901a\u4fe1\u4ea4\u4e92\u3002<\/li>\n<\/ul>\n<p>\u800c\u6211\u4eec\u5728 MCP Gateway \u4e2d\uff0c\u6211\u4eec\u5728\u4f01\u4e1a\u5185\u90e8\u5c06\u901a\u8fc7\u7edf\u4e00\u7684\u57df\u540d\u8fdb\u884c\u63d0\u4f9b\u4e1a\u52a1\u63a5\u5165\uff0c\u5e76\u4e14\u8fdb\u884c\u7ba1\u7406\u6bcf\u4e00\u4e2a MCP\u670d\u52a1\u7684\u63a5\u53e3\uff0c\u4f8b\u5982\uff1ahttps:\/\/mcp.example.com\/logging-mcp\u3002<\/p>\n<p>\u540c\u65f6\u5728 MCP\u670d\u52a1\u4e2d\uff0c\u9700\u8981\u4f7f\u7528\u76f8\u540c\u7684\u6839\u8def\u5f84 \/logging-mcp\uff0c\u56e0\u4e3a\u5728 MCP \u534f\u8bae\u4e2d\uff0c\u4f1a\u5148\u8fde\u63a5\u5230 \/sse \u7aef\u70b9\uff0c\u518d\u8fd4\u56de\u5bf9\u5e94\u7684 \/message \u7aef\u70b9\u4fe1\u606f\uff0c\u6240\u4ee5\u8bf7\u6c42\u8def\u5f84\u9700\u8981\u4fdd\u6301\u8ddf\u7f51\u5173\u4e00\u81f4\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>5.\u603b\u7ed3<\/h3>\n<p>AI \u7f51\u5173\u901a\u8fc7\u7edf\u4e00\u63a5\u5165\u3001\u9274\u6743\u3001\u914d\u989d\u7ba1\u7406 \u548c \u6a21\u578b\u8c03\u5ea6\u652f\u6301\uff0c\u4e3a\u5927\u6a21\u578b\u63d0\u4f9b\u4e86\u9ad8\u6548\u3001\u5b89\u5168\u3001\u5b9a\u5236\u7684\u8fde\u63a5\u80fd\u529b\u3002\u540c\u65f6\uff0c\u652f\u6301\u4e86 OpenAI \u534f\u8bae\u3001\u63d0\u793a\u8bcd\u6a21\u677f \u548c MCP \u5e02\u573a\u7b49\u529f\u80fd\uff0c\u8fdb\u4e00\u6b65\u6269\u5c55\u4e86 AI \u6280\u672f\u5728\u4f01\u4e1a\u4e2d\u7684\u5e94\u7528\u573a\u666f\uff0c\u4e3a\u4e1a\u52a1\u63a5\u5165\u548c\u8d44\u6e90\u6574\u5408\u63d0\u4f9b\u4e86\u6781\u9ad8\u7684\u4fbf\u5229\u6027\u3002<\/p>\n<\/div>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_25770\" class=\"pvc_stats total_only  \" data-element-id=\"25770\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>AI \u7f51\u5173\u901a\u8fc7\u7edf\u4e00\u63a5\u5165\u3001\u9274\u6743\u3001\u914d\u989d\u7ba1\u7406 \u548c \u6a21\u578b\u8c03\u5ea6\u652f\u6301\uff0c\u4e3a\u5927\u6a21\u578b\u63d0\u4f9b\u4e86\u9ad8\u6548\u3001\u5b89\u5168\u3001\u5b9a\u5236\u7684\u8fde\u63a5\u80fd\u529b\u3002\u540c\u65f6\uff0c\u652f\u6301 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_25770\" class=\"pvc_stats total_only  \" data-element-id=\"25770\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":25772,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,20,80],"tags":[124,1680,1264],"class_list":["post-25770","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-23","category-20","category-80","tag-ai","tag-1680","tag-1264"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/25770","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=25770"}],"version-history":[{"count":0,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/25770\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/25772"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=25770"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=25770"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=25770"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}