{"id":68735,"date":"2025-05-30T10:36:26","date_gmt":"2025-05-30T02:36:26","guid":{"rendered":"https:\/\/fwq.ai\/blog\/?p=68735"},"modified":"2025-05-30T10:37:22","modified_gmt":"2025-05-30T02:37:22","slug":"%e5%bf%ab%e9%80%9f%e5%bc%80%e5%8f%91ai%e5%ba%94%e7%94%a8%ef%bc%9a%e6%b7%b1%e5%85%a5%e8%a7%a3%e6%9e%90cloud-run%e4%b8%8eai-studio%e7%9a%84%e9%9b%86%e6%88%90%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/68735\/","title":{"rendered":"\u5feb\u901f\u5f00\u53d1AI\u5e94\u7528\uff1a\u6df1\u5165\u89e3\u6790Cloud Run\u4e0eAI Studio\u7684\u96c6\u6210\u5b9e\u8df5"},"content":{"rendered":"<h2>\u6982\u8ff0<\/h2>\n<p>\u5728\u73b0\u4ee3\u4e91\u8ba1\u7b97\u4e0e\u4eba\u5de5\u667a\u80fd\u6280\u672f\u4e0d\u65ad\u878d\u5408\u7684\u4eca\u5929\uff0c\u5feb\u901f\u90e8\u7f72\u3001\u7075\u6d3b\u6269\u5c55\u7684AI\u5e94\u7528\u5e73\u53f0\u6b63\u6210\u4e3a\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u7684\u91cd\u8981\u9009\u62e9\u3002\u672c\u6587\u5c06\u5e26\u60a8\u4e86\u89e3\u7531Google\u4e91\u670d\u52a1\u63a8\u51fa\u7684 <strong>Cloud Run<\/strong> \u548c <strong>AI Studio<\/strong> \u5982\u4f55\u5b9e\u73b0\u9ad8\u6548AI\u90e8\u7f72\uff0c\u53ca\u5176\u5728\u642d\u5efaAI\u5e94\u7528\u4e2d\u7684\u5178\u578b\u4f18\u52bf\u3002\u7279\u522b\u9002\u5408\u5173\u6ce8<strong>\u7f8e\u56fdvps<\/strong>\u3001<strong>\u7f8e\u56fd\u670d\u52a1\u5668<\/strong>\u7b49\u4e91\u8ba1\u7b97\u8d44\u6e90\u7684\u6280\u672f\u4eba\u5458\u53ca\u670d\u52a1\u5668\u91c7\u8d2d\u8005\u6df1\u5165\u4e86\u89e3\u3002<\/p>\n<hr \/>\n<h2>\u4e00\u3001Cloud Run\u4e0eAI Studio\u6982\u8ff0<\/h2>\n<p><strong>Cloud Run<\/strong> \u662f\u4e00\u4e2a\u57fa\u4e8e\u5bb9\u5668\u7684\u65e0\u670d\u52a1\u5668\u5e73\u53f0\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u5c06\u4efb\u610f\u8bed\u8a00\u7f16\u5199\u7684\u5bb9\u5668\u5316\u5e94\u7528\u90e8\u7f72\u5230\u4e91\u7aef\uff0c\u652f\u6301\u81ea\u52a8\u6269\u7f29\u5bb9\u548c\u201c\u96f6\u5b9e\u4f8b\u201d\u4f11\u7720\u673a\u5236\uff0c\u5927\u5927\u964d\u4f4e\u8fd0\u7ef4\u6210\u672c\u3002<\/p>\n<p><strong>AI Studio<\/strong> \u5219\u662fGoogle\u63a8\u51fa\u7684\u4e00\u4f53\u5316AI\u5f00\u53d1\u73af\u5883\uff0c\u652f\u6301\u76f4\u63a5\u8c03\u7528\u524d\u6cbfAI\u6a21\u578b\uff08\u5982Gemini\u3001Gemma\u7cfb\u5217\uff09\u8fdb\u884c\u5e94\u7528\u5f00\u53d1\u3002\u4e24\u8005\u7ed3\u5408\u540e\uff0c\u53ef\u5b9e\u73b0\u4ece\u6a21\u578b\u5f00\u53d1\u5230\u5e94\u7528\u90e8\u7f72\u7684\u4e00\u4f53\u5316\u6d41\u7a0b\uff0c\u663e\u8457\u63d0\u5347AI\u9879\u76ee\u7684\u4e0a\u7ebf\u6548\u7387\u3002<\/p>\n<hr \/>\n<h2>\u4e8c\u3001\u6838\u5fc3\u529f\u80fd\u4eae\u70b9\u89e3\u6790<\/h2>\n<h3>\u4e00\u952e\u90e8\u7f72AI\u6a21\u578b\u5e94\u7528<\/h3>\n<p>AI Studio\u652f\u6301\u76f4\u63a5\u5c06\u8bad\u7ec3\u597d\u7684\u6a21\u578b\uff0c\u901a\u8fc7\u56fe\u5f62\u5316\u754c\u9762\u4e00\u952e\u90e8\u7f72\u81f3Cloud Run\u3002\u51e0\u79d2\u5185\u5373\u53ef\u751f\u6210\u53ef\u516c\u5f00\u8bbf\u95ee\u7684HTTPS\u94fe\u63a5\uff0c\u9002\u5408\u5feb\u901f\u539f\u578b\u6d4b\u8bd5\u548c\u5c0f\u578b\u751f\u4ea7\u73af\u5883\u90e8\u7f72\u3002<\/p>\n<h3>Gemma 3\u6a21\u578b\u539f\u751f\u652f\u6301<\/h3>\n<p>Cloud Run\u652f\u6301\u90e8\u7f72\u8f7b\u91cf\u7ea7\u9ad8\u6027\u80fdAI\u6a21\u578b\u2014\u2014<strong>Gemma 3<\/strong>\u3002\u8be5\u6a21\u578b\u80fd\u591f\u5728\u5355GPU\u73af\u5883\u4e0b\u8fd0\u884c\uff0c\u5b9e\u4f8b\u542f\u52a8\u65f6\u95f4\u5c0f\u4e8e5\u79d2\uff0c\u5e76\u652f\u6301\u6309\u9700\u6269\u5c55\uff0c\u975e\u5e38\u9002\u5408\u5728<strong>\u7f8e\u56fd\u670d\u52a1\u5668<\/strong>\u73af\u5883\u4e2d\u90e8\u7f72\u9ad8\u54cd\u5e94\u7684\u667a\u80fd\u5e94\u7528\u3002<\/p>\n<h3>\u652f\u6301MCP\u534f\u8bae\u7684AI\u4ee3\u7406\u96c6\u6210<\/h3>\n<p>Cloud Run\u539f\u751f\u652f\u6301MCP\uff08Model Context Protocol\uff09\u534f\u8bae\uff0c\u5141\u8bb8AI\u52a9\u624b\u3001IDE\u63d2\u4ef6\u7b49\u4ee3\u7406\u670d\u52a1\u81ea\u52a8\u914d\u7f6e\u5e76\u90e8\u7f72\u5e94\u7528\uff0c\u63d0\u5347\u5f00\u53d1\u81ea\u52a8\u5316\u7a0b\u5ea6\uff0c\u9002\u5408\u6784\u5efa\u667a\u80fd\u5316\u5fae\u670d\u52a1\u4f53\u7cfb\u3002<\/p>\n<hr \/>\n<h2>\u4e09\u3001\u4ee3\u7801\u5b9e\u6218\uff1a\u8c03\u7528Cloud Run\u90e8\u7f72\u7684Gemma 3\u670d\u52a1<\/h2>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u4f7f\u7528Python\u4e0eCloud Run\u96c6\u6210\u8c03\u7528Gemma 3\u6a21\u578b\u7684\u7b80\u5355\u793a\u4f8b\uff1a<\/p>\n<pre><code class=\"language-python\">from google import genai\r\nfrom google.genai.types import HttpOptions\r\n\r\nclient = genai.Client(\r\n    api_key=\"\u4f60\u7684API\u5bc6\u94a5\",\r\n    http_options=HttpOptions(base_url=\"\u4f60\u7684CloudRun\u5e94\u7528URL\")\r\n)\r\n\r\nresponse = client.models.generate_content_stream(\r\n    model=\"gemma-3-4b-it\",\r\n    contents=[\"\u5199\u4e00\u4e2a\u5173\u4e8e\u9b54\u6cd5\u80cc\u5305\u7684\u6545\u4e8b\uff0c\u4f60\u662f\u4e92\u52a8\u6587\u5b57\u5192\u9669\u6e38\u620f\u7684\u53d9\u8ff0\u8005\u3002\"]\r\n)\r\n\r\nfor chunk in response:\r\n    print(chunk.text, end=\"\")\r\n<\/code><\/pre>\n<hr \/>\n<h2>\u56db\u3001AI Studio\u90e8\u7f72Cloud Run\u7684\u6d41\u7a0b\u6b65\u9aa4<\/h2>\n<p>\u6574\u4e2a\u90e8\u7f72\u6d41\u7a0b\u7b80\u5355\u6613\u61c2\uff0c\u9002\u5408\u521d\u5b66\u8005\u548c\u4e13\u4e1a\u5f00\u53d1\u8005\uff1a<\/p>\n<ol>\n<li>\u5728AI Studio\u4e2d\u521b\u5efa\u6216\u5bfc\u5165AI\u6a21\u578b\u5e94\u7528\uff1b<\/li>\n<li>\u70b9\u51fb\u201c\u90e8\u7f72\u5230Cloud Run\u201d\u6309\u94ae\uff1b<\/li>\n<li>\u7cfb\u7edf\u81ea\u52a8\u751f\u6210\u4e91\u7aef\u5e94\u7528\u5e76\u5206\u914dHTTPS\u8bbf\u95ee\u94fe\u63a5\uff1b<\/li>\n<li>\u5982\u9700\u66f4\u65b0\u6a21\u578b\u4ee3\u7801\uff0c\u76f4\u63a5\u4fee\u6539\u540e\u518d\u6b21\u90e8\u7f72\u5373\u53ef\u3002<\/li>\n<\/ol>\n<hr \/>\n<h2>\u4e94\u3001MCP\u914d\u7f6e\u793a\u4f8b\uff1a\u5b9e\u73b0AI\u4ee3\u7406\u81ea\u52a8\u90e8\u7f72<\/h2>\n<p>\u5982\u679c\u60a8\u9700\u8981\u901a\u8fc7AI\u4ee3\u7406\u5de5\u5177\u5b9e\u73b0\u81ea\u52a8\u90e8\u7f72\uff0c\u53ef\u4ee5\u53c2\u8003\u4ee5\u4e0bCloud Run MCP\u914d\u7f6e\uff1a<\/p>\n<pre><code class=\"language-json\">{\r\n  \"cloud-run\": {\r\n    \"command\": \"npx\",\r\n    \"args\": [\"-y\", \"https:\/\/github.com\/GoogleCloudPlatform\/cloud-run-mcp\"]\r\n  }\r\n}\r\n<\/code><\/pre>\n<p>\u8be5\u914d\u7f6e\u652f\u6301\u4e0e\u5e38\u89c1\u7684AI\u96c6\u6210\u5f00\u53d1\u73af\u5883\uff08IDE\uff09\u65e0\u7f1d\u8054\u52a8\uff0c\u9002\u5408\u5927\u89c4\u6a21\u90e8\u7f72\u81ea\u52a8\u5316\u573a\u666f\u3002<\/p>\n<hr \/>\n<h2>\u516d\u3001Cloud Run\u7684\u4e91\u8ba1\u7b97\u4f18\u52bf<\/h2>\n<p>Cloud Run\u9664\u4e86\u652f\u6301AI\u573a\u666f\u4e4b\u5916\uff0c\u4e5f\u975e\u5e38\u9002\u5408\u901a\u7528\u5e94\u7528\u90e8\u7f72\uff0c\u5c24\u5176\u9002\u5408\u642d\u914d<strong>\u7f8e\u56fdvps<\/strong>\u4ea7\u54c1\u7684\u7528\u6237\u4f7f\u7528\uff1a<\/p>\n<ul>\n<li><strong>\u5f39\u6027\u6269\u5c55<\/strong>\uff1a\u6839\u636e\u6d41\u91cf\u81ea\u52a8\u8c03\u6574\u5b9e\u4f8b\u6570\u91cf\uff0c\u786e\u4fdd\u6027\u80fd\u4e0e\u6210\u672c\u5e73\u8861\uff1b<\/li>\n<li><strong>\u7cbe\u7ec6\u8ba1\u8d39<\/strong>\uff1a\u6309100\u6beb\u79d2\u8ba1\u8d39\uff0c\u6700\u5927\u7a0b\u5ea6\u964d\u4f4e\u7a7a\u95f2\u8d44\u6e90\u6d6a\u8d39\uff1b<\/li>\n<li><strong>\u514d\u8d39\u989d\u5ea6\u5145\u8db3<\/strong>\uff1a\u6bcf\u6708\u652f\u6301\u9ad8\u8fbe200\u4e07\u6b21\u8bf7\u6c42\u7684\u514d\u8d39\u8d44\u6e90\uff1b<\/li>\n<li><strong>\u5b89\u5168\u6027\u9ad8<\/strong>\uff1aAPI\u5bc6\u94a5\u4ec5\u4fdd\u5b58\u5728\u670d\u52a1\u7aef\uff0c\u63d0\u5347\u6574\u4f53\u5b89\u5168\u9632\u62a4\u80fd\u529b\uff1b<\/li>\n<li><strong>\u652f\u6301GPU\u52a0\u901f<\/strong>\uff1a\u9002\u5408\u90e8\u7f72\u9700\u8981\u6df1\u5ea6\u5b66\u4e60\u63a8\u7406\u7684\u6a21\u578b\u670d\u52a1\u3002<\/li>\n<\/ul>\n<hr \/>\n<h2>\u4e03\u3001\u603b\u7ed3\u4e0e\u63a8\u5e7f\u5efa\u8bae<\/h2>\n<p>\u5bf9\u4e8e\u5e0c\u671b\u5feb\u901f\u6784\u5efaAI\u4ea7\u54c1\u5e76\u90e8\u7f72\u4e8e<strong>\u7f8e\u56fd\u4e91\u670d\u52a1\u5668<\/strong>\u73af\u5883\u7684\u7528\u6237\u6765\u8bf4\uff0cCloud Run\u4e0eAI Studio\u7684\u7ec4\u5408\u63d0\u4f9b\u4e86\u4e00\u5957\u6781\u5177\u6027\u4ef7\u6bd4\u7684\u89e3\u51b3\u65b9\u6848\u3002\u65e0\u8bba\u662f\u5c0f\u578bAI\u539f\u578b\u5f00\u53d1\uff0c\u8fd8\u662f\u6784\u5efa\u53ef\u5f39\u6027\u6269\u5c55\u7684\u667a\u80fd\u5e94\u7528\uff0c\u90fd\u53ef\u5b9e\u73b0\u5feb\u901f\u90e8\u7f72\u4e0e\u7a33\u5b9a\u8fd0\u884c\u3002\u5982\u679c\u60a8\u6b63\u5728\u5bfb\u627e\u9ad8\u6027\u80fd\u3001\u9ad8\u6027\u4ef7\u6bd4\u7684<a href=\"https:\/\/fwq.ai\/\"><strong>\u7f8e\u56fd\u670d\u52a1\u5668<\/strong><\/a>\u6765\u642d\u5efaAI\u9879\u76ee\uff0c\u4e0d\u59a8\u524d\u5f80\u6211\u4eec\u7684\u5e73\u53f0\u6df1\u5165\u4e86\u89e3\u6211\u4eec\u670d\u52a1\u5668\u4ea7\u54c1\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6982\u8ff0 \u5728\u73b0\u4ee3\u4e91\u8ba1\u7b97\u4e0e\u4eba\u5de5\u667a\u80fd\u6280\u672f\u4e0d\u65ad\u878d\u5408\u7684\u4eca\u5929\uff0c\u5feb\u901f\u90e8\u7f72\u3001\u7075\u6d3b\u6269\u5c55\u7684AI\u5e94\u7528\u5e73\u53f0\u6b63\u6210\u4e3a\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u7684\u91cd\u8981\u9009\u62e9\u3002\u672c\u6587\u5c06\u5e26\u60a8\u4e86\u89e3\u7531Google\u4e91\u670d\u52a1\u63a8\u51fa\u7684 Cloud Run \u548c AI Studio 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