{"id":1493,"date":"2026-01-12T12:06:14","date_gmt":"2026-01-12T04:06:14","guid":{"rendered":"https:\/\/blog.humh.cn\/?p=1493"},"modified":"2026-08-25T12:09:09","modified_gmt":"2026-08-25T04:09:09","slug":"%e5%b7%a5%e5%85%b7%e8%b0%83%e7%94%a8-%e6%8e%a9%e8%94%bdtoken%e7%9a%84logits","status":"publish","type":"post","link":"https:\/\/blog.humh.cn\/?p=1493","title":{"rendered":"\u5de5\u5177\u8c03\u7528-\u63a9\u853dtoken\u7684logits"},"content":{"rendered":"\n<figure class=\"wp-block-pullquote is-style-default\"><blockquote class=\"has-text-color has-cyan-bluish-gray-color\"><p><a href=\"https:\/\/manus.im\/zh-cn\/blog\/Context-Engineering-for-AI-Agents-Lessons-from-Building-Manus\">https:\/\/manus.im\/zh-cn\/blog\/Context-Engineering-for-AI-Agents-Lessons-from-Building-Manus<\/a><\/p><cite>\u968f\u7740\u4ee3\u7406\u80fd\u529b\u7684\u589e\u5f3a\uff0c\u5176\u884c\u52a8\u7a7a\u95f4\u81ea\u7136\u53d8\u5f97\u66f4\u52a0\u590d\u6742\u2014\u2014\u7b80\u5355\u6765\u8bf4\uff0c\u5de5\u5177\u6570\u91cf\u7206\u70b8\u5f0f\u589e\u957f\u3002\u6700\u8fd1\u6d41\u884c\u7684MCP\u53ea\u4f1a\u706b\u4e0a\u6d47\u6cb9\u3002\u5982\u679c\u4f60\u5141\u8bb8\u7528\u6237\u81ea\u5b9a\u4e49\u5de5\u5177\uff0c\u76f8\u4fe1\u6211\uff1a\u603b\u4f1a\u6709\u4eba\u5c06\u6570\u767e\u4e2a\u795e\u79d8\u5de5\u5177\u63d2\u5165\u5230\u4f60\u7cbe\u5fc3\u7b56\u5212\u7684\u884c\u52a8\u7a7a\u95f4\u4e2d\u3002\u7ed3\u679c\uff0c\u6a21\u578b\u66f4\u53ef\u80fd\u9009\u62e9\u9519\u8bef\u7684\u884c\u52a8\u6216\u91c7\u53d6\u4f4e\u6548\u7684\u8def\u5f84\u3002\u7b80\u800c\u8a00\u4e4b\uff0c\u4f60\u6b66\u88c5\u8fc7\u5ea6\u7684\u4ee3\u7406\u53d8\u5f97\u66f4\u52a0\u611a\u8822\u3002<br>\u4e00\u4e2a\u81ea\u7136\u7684\u53cd\u5e94\u662f\u8bbe\u8ba1\u4e00\u4e2a\u52a8\u6001\u884c\u52a8\u7a7a\u95f4\u2014\u2014\u53ef\u80fd\u662f\u4f7f\u7528\u7c7b\u4f3c\u4e8eRAG\u7684\u65b9\u6cd5\u6309\u9700\u52a0\u8f7d\u5de5\u5177\u3002\u6211\u4eec\u5728mAnus\u4e2d\u4e5f\u5c1d\u8bd5\u8fc7\u8fd9\u79cd\u65b9\u6cd5\u3002\u4f46\u6211\u4eec\u7684\u5b9e\u9a8c\u8868\u660e\u4e86\u4e00\u4e2a\u660e\u786e\u7684\u89c4\u5219\uff1a\u9664\u975e\u7edd\u5bf9\u5fc5\u8981\uff0c\u907f\u514d\u5728\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\u52a8\u6001\u6dfb\u52a0\u6216\u79fb\u9664\u5de5\u5177\u3002\u8fd9\u4e3b\u8981\u6709\u4e24\u4e2a\u539f\u56e0\uff1a<br>1.\u5728\u5927\u591a\u6570LLM\u4e2d\uff0c\u5de5\u5177\u5b9a\u4e49\u5728\u5e8f\u5217\u5316\u540e\u4f4d\u4e8e\u4e0a\u4e0b\u6587\u7684\u524d\u90e8\uff0c\u901a\u5e38\u5728\u7cfb\u7edf\u63d0\u793a\u4e4b\u524d\u6216\u4e4b\u540e\u3002\u56e0\u6b64\u4efb\u4f55\u66f4\u6539\u90fd\u4f1a\u4f7f\u540e\u7eed\u6240\u6709\u52a8\u4f5c\u548c\u89c2\u5bdf\u7684KV\u7f13\u5b58\u5931\u6548\u3002<br>2.\u5f53\u5148\u524d\u7684\u52a8\u4f5c\u548c\u89c2\u5bdf\u4ecd\u7136\u5f15\u7528\u5f53\u524d\u4e0a\u4e0b\u6587\u4e2d\u4e0d\u518d\u5b9a\u4e49\u7684\u5de5\u5177\u65f6\uff0c\u6a21\u578b\u4f1a\u611f\u5230\u56f0\u60d1\u3002\u5982\u679c\u6ca1\u6709\u7ea6\u675f\u89e3\u7801\uff0c\u8fd9\u901a\u5e38\u4f1a\u5bfc\u81f4\u6a21\u5f0f\u8fdd\u89c4\u6216\u5e7b\u89c9\u52a8\u4f5c\u3002<br>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u5e76\u4ecd\u7136\u6539\u8fdb\u52a8\u4f5c\u9009\u62e9\uff0cManus\u4f7f\u7528\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u72b6\u6001\u673a\u6765\u7ba1\u7406\u5de5\u5177\u53ef\u7528\u6027\u3002\u5b83\u4e0d\u662f\u79fb\u9664\u5de5\u5177\uff0c\u800c\u662f\u5728\u89e3\u7801\u8fc7\u7a0b\u4e2d\u63a9\u853dtoken\u7684logits\uff0c\u4ee5\u57fa\u4e8e\u5f53\u524d\u4e0a\u4e0b\u6587\u963b\u6b62\uff08\u6216\u5f3a\u5236\uff09\u9009\u62e9\u67d0\u4e9b\u52a8\u4f5c\u3002<\/cite><\/blockquote><\/figure>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825111308891.png\" target=\"_blank\" rel=\"noopener\"><img width=\"1024\" height=\"576\" class=\"wp-image-1497 lazyload\" title=\"\u5de5\u5177\u8c03\u7528-\u63a9\u853dtoken\u7684logits\" src=\"data:image\/gif;base64,R0lGODlhAgABAIAAALGxsQAAACH5BAAAAAAALAAAAAACAAEAAAICBAoAOw==\" data-src=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825111308891-1024x576.png\" alt=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825111308891-1024x576.png\" data-srcset=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825111308891-1024x576.png 1024w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825111308891-300x169.png 300w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825111308891-768x432.png 768w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825111308891-1536x864.png 1536w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825111308891-2048x1152.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/a><figcaption>\u63a9\u853d\u5de5\u5177token\u7684logits<\/figcaption><\/figure><\/div>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p>\u5728\u7406\u89e3 Manus \u7684 \u63a9\u853d logits \u5b9e\u8df5\u4e4b\u524d\uff0c\u6211\u4eec\u5148\u8981\u77e5\u9053\u8fd9\u4e48\u505a\u7684\u80cc\u666f\u662f\u4ec0\u4e48\uff1f<\/p>\n\n\n\n<h1>\u4e00\u3001\u7f13\u5b58<\/h1>\n\n\n\n<h2>\u4e0a\u4e0b\u6587\u7f13\u5b58<\/h2>\n\n\n\n<p>\u8c03\u7528\u5927\u6a21\u578b\u65f6\uff0c\u4e0d\u540c\u63a8\u7406\u8bf7\u6c42\u53ef\u80fd\u51fa\u73b0\u8f93\u5165\u5185\u5bb9\u7684\u91cd\u53e0\uff08\u4f8b\u5982\u591a\u8f6e\u5bf9\u8bdd\u6216\u5bf9\u540c\u4e00\u672c\u4e66\u7684\u591a\u6b21\u63d0\u95ee\uff09\u3002\u4e0a\u4e0b\u6587\u7f13\u5b58\uff08Context Cache\uff09\u6280\u672f\u53ef\u4ee5\u7f13\u5b58\u8fd9\u4e9b\u8bf7\u6c42\u7684\u516c\u5171\u524d\u7f00\uff0c\u51cf\u5c11\u63a8\u7406\u65f6\u7684\u91cd\u590d\u8ba1\u7b97\u3002\u8fd9\u80fd\u63d0\u5347\u54cd\u5e94\u901f\u5ea6\uff0c\u5e76\u5728\u4e0d\u5f71\u54cd\u56de\u590d\u6548\u679c\u7684\u524d\u63d0\u4e0b\u964d\u4f4e\u60a8\u7684\u4f7f\u7528\u6210\u672c\u3002<\/p>\n\n\n\n<p>\u4e3a\u6ee1\u8db3\u4e0d\u540c\u573a\u666f\u7684\u9700\u6c42\uff0c\u4e0a\u4e0b\u6587\u7f13\u5b58\u63d0\u4f9b\u4e24\u79cd\u5de5\u4f5c\u6a21\u5f0f\uff0c\u53ef\u4ee5\u6839\u636e\u5bf9\u4fbf\u6377\u6027\u3001\u786e\u5b9a\u6027\u53ca\u6210\u672c\u7684\u9700\u6c42\u8fdb\u884c\u9009\u62e9\uff0c\u8fd9\u91cc\u6211\u4eec\u4e3b\u8981\u8ba8\u8bba\u300c\u9690\u5f0f\u7f13\u5b58\u300d\u3002<\/p>\n\n\n\n<p>\u9690\u5f0f\u7f13\u5b58\uff1a\u6b64\u4e3a\u81ea\u52a8\u6a21\u5f0f\uff0c\u65e0\u9700\u989d\u5916\u914d\u7f6e\uff0c\u4e14\u65e0\u6cd5\u5173\u95ed\uff0c\u9002\u5408\u8ffd\u6c42\u4fbf\u6377\u7684\u901a\u7528\u573a\u666f\u3002\u7cfb\u7edf\u4f1a\u81ea\u52a8\u8bc6\u522b\u8bf7\u6c42\u5185\u5bb9\u7684\u516c\u5171\u524d\u7f00\u5e76\u8fdb\u884c\u7f13\u5b58\uff0c\u4f46\u7f13\u5b58\u547d\u4e2d\u7387\u4e0d\u786e\u5b9a\u3002\u5bf9\u547d\u4e2d\u7f13\u5b58\u7684\u90e8\u5206\uff0c\u6309\u8f93\u5165 Token \u6807\u51c6\u5355\u4ef7\u7684 20% \u8ba1\u8d39\u3002<\/p>\n\n\n\n<h2 id=\"\u63d0\u5347\u547d\u4e2d\u7f13\u5b58\u7684\u6982\u7387\">\u63d0\u5347\u547d\u4e2d\u7f13\u5b58\u7684\u6982\u7387<\/h2>\n\n\n\n<p>\u9690\u5f0f\u7f13\u5b58\u7684\u547d\u4e2d\u903b\u8f91\u662f\u5224\u65ad\u4e0d\u540c\u8bf7\u6c42\u7684\u524d\u7f00\u662f\u5426\u5b58\u5728\u91cd\u590d\u5185\u5bb9\u3002\u4e3a\u63d0\u9ad8\u547d\u4e2d\u6982\u7387\uff0c\u8bf7\u5c06\u91cd\u590d\u5185\u5bb9\u7f6e\u4e8e\u63d0\u793a\u8bcd\u5f00\u5934\uff0c\u5dee\u5f02\u5185\u5bb9\u7f6e\u4e8e\u672b\u5c3e\u3002<\/p>\n\n\n\n<p>\u6587\u672c\u6a21\u578b\uff1a<br>\u5047\u8bbe\u7cfb\u7edf\u5df2\u7f13\u5b58&#8221;ABCD&#8221;\uff0c\u5219\u8bf7\u6c42&#8221;ABE&#8221;\u53ef\u80fd\u547d\u4e2d&#8221;AB&#8221;\u90e8\u5206\uff0c\u800c\u8bf7\u6c42&#8221;BCD&#8221;\u5219\u65e0\u6cd5\u547d\u4e2d\u3002<\/p>\n\n\n\n<p class=\"has-text-align-left\">\u89c6\u89c9\u7406\u89e3\u6a21\u578b\uff1a<br>\u5bf9\u540c\u4e00\u56fe\u50cf\u6216\u89c6\u9891\u8fdb\u884c\u591a\u6b21\u63d0\u95ee\uff1a\u5c06\u56fe\u50cf\u6216\u89c6\u9891\u653e\u5728\u6587\u672c\u4fe1\u606f\u524d\u4f1a\u63d0\u9ad8\u547d\u4e2d\u6982\u7387\u3002<br>\u5bf9\u4e0d\u540c\u56fe\u50cf\u6216\u89c6\u9891\u63d0\u95ee\u540c\u4e00\u95ee\u9898\uff1a\u5c06\u6587\u672c\u4fe1\u606f\u653e\u5728\u56fe\u50cf\u6216\u89c6\u9891\u524d\u9762\u4f1a\u63d0\u9ad8\u547d\u4e2d\u6982\u7387\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><a href=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112143256.png\" target=\"_blank\" rel=\"noopener\"><img width=\"402\" height=\"312\" class=\"wp-image-1498 lazyload\" title=\"\u5de5\u5177\u8c03\u7528-\u63a9\u853dtoken\u7684logits\" src=\"data:image\/gif;base64,R0lGODlhAgABAIAAALGxsQAAACH5BAAAAAAALAAAAAACAAEAAAICBAoAOw==\" data-src=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112143256.png\" alt=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112143256.png\" data-srcset=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112143256.png 536w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112143256-300x233.png 300w\" sizes=\"(max-width: 402px) 100vw, 402px\"><\/a><\/figure><\/div>\n\n\n\n<h2>\u5de5\u5177Token\u7684\u75db\u70b9<\/h2>\n\n\n\n<p>openai\u5de5\u5177\u8c03\u7528\u534f\u8bae<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u5b9a\u4e49\u5de5\u5177\u5217\u8868\ntools = [\n    {\n        \"type\": \"function\",\n        \"function\": {\n            \"name\": \"get_current_weather\",\n            \"description\": \"\u5f53\u4f60\u60f3\u67e5\u8be2\u6307\u5b9a\u57ce\u5e02\u7684\u5929\u6c14\u65f6\u975e\u5e38\u6709\u7528\u3002\",\n            \"parameters\": {\n                \"type\": \"object\",\n                \"properties\": {\n                    \"location\": {\n                        \"type\": \"string\",\n                        \"description\": \"\u57ce\u5e02\u6216\u53bf\u533a\uff0c\u6bd4\u5982\u5317\u4eac\u5e02\u3001\u676d\u5dde\u5e02\u3001\u4f59\u676d\u533a\u7b49\u3002\",\n                    }\n                },\n                \"required\": [\"location\"],\n            },\n        },\n    },\n]\n\n\n# \u6a21\u62df\u5929\u6c14\u67e5\u8be2\u5de5\u5177\ndef get_current_weather(arguments):\n    weather_conditions = [\"\u6674\u5929\", \"\u591a\u4e91\", \"\u96e8\u5929\"]\n    random_weather = random.choice(weather_conditions)\n    location = arguments[\"location\"]\n    return f\"{location}\u4eca\u5929\u662f{random_weather}\u3002\"\n\n\n# \u5c01\u88c5\u6a21\u578b\u54cd\u5e94\u51fd\u6570\ndef get_response(messages):\n    completion = client.chat.completions.create(\n        model=\"qwen-plus\",\n        messages=messages,\n        tools=tools,\n    )\n    return completion<\/pre>\n\n\n\n<p>tools\u662f\u4f5c\u4e3a\u8f93\u5165\u8bf7\u6c42\uff08<strong>\u4f1a\u88ab\u5e8f\u5217\u5316\u5e76\u63d2\u5165\u5230\u63d0\u793a\u8bcd\uff08prompt\uff09\u4e0a\u4e0b\u6587\u4e2d<\/strong>\uff09\u4e2d\u7684\u4e00\u90e8\u5206\u4f20\u5165\u5927\u6a21\u578b<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112405610.png\" target=\"_blank\" rel=\"noopener\"><img width=\"1024\" height=\"433\" class=\"wp-image-1499 lazyload\" title=\"\u5de5\u5177\u8c03\u7528-\u63a9\u853dtoken\u7684logits\" src=\"data:image\/gif;base64,R0lGODlhAgABAIAAALGxsQAAACH5BAAAAAAALAAAAAACAAEAAAICBAoAOw==\" data-src=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112405610-1024x433.png\" alt=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112405610-1024x433.png\" data-srcset=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112405610-1024x433.png 1024w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112405610-300x127.png 300w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112405610-768x325.png 768w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112405610-1536x650.png 1536w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112405610-2048x867.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/a><\/figure><\/div>\n\n\n\n<p>\u5de5\u5177\u6216MCP\u591a\u4e0d\u91cd\u8981\uff0c\u6709\u8d85\u957f\u7684\u4e0a\u4e0b\u6587\u652f\u6301\uff0c\u4f46\u4f1a\u5bfc\u81f4\u51c6\u786e\u6027\u5e7b\u89c9\u95ee\u9898\u3002\u5982\u679c\u6211\u4eecA\u8bf7\u6c42\u9009\u62e9\u652f\u6301\u5de5\u5177ABC\uff0cB\u8bf7\u6c42\u652f\u6301DEF\uff0c\u5219KV\u5931\u6548\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112559874.png\"><img width=\"1024\" height=\"319\" class=\"wp-image-1500 lazyload\" title=\"\u5de5\u5177\u8c03\u7528-\u63a9\u853dtoken\u7684logits\" src=\"data:image\/gif;base64,R0lGODlhAgABAIAAALGxsQAAACH5BAAAAAAALAAAAAACAAEAAAICBAoAOw==\" data-src=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112559874-1024x319.png\" alt=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112559874-1024x319.png\" data-srcset=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112559874-1024x319.png 1024w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112559874-300x93.png 300w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112559874-768x239.png 768w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112559874-1536x478.png 1536w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825112559874-2048x638.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/a><\/figure><\/div>\n\n\n\n<p>\u4e0a\u56fe\u7684\u8fd9\u6bb5\u8bdd\u8ba8\u8bba\u7684\u662f<strong>AI\u4ee3\u7406\uff08Agent\uff09\u5728\u590d\u6742\u5de5\u5177\u73af\u5883\u4e0b\u7684\u884c\u52a8\u7a7a\u95f4\u7ba1\u7406\u95ee\u9898<\/strong>\uff0c\u6838\u5fc3\u662f\u89e3\u51b3\u201c\u5de5\u5177\u8fc7\u591a\u5bfc\u81f4\u4ee3\u7406\u53d8\u7b28\u201d\u7684\u56f0\u5883\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h1 id=\"\u6587\u7ae0\u6838\u5fc3\u5185\u5bb9\u603b\u7ed3\">\u4e8c\u3001Manus\u7684\u5b9e\u8df5<\/h1>\n\n\n\n<h2 id=\"\u95ee\u9898\u80cc\u666f\">\u95ee\u9898\u80cc\u666f<\/h2>\n\n\n\n<ul><li><strong>\u5de5\u5177\u7206\u70b8<\/strong>\uff1a\u968f\u7740AI\u4ee3\u7406\u80fd\u529b\u589e\u5f3a\uff0c\u53ef\u7528\u5de5\u5177\u6570\u91cf\u6fc0\u589e\uff08\u5982MCP\u6846\u67b6\u3001\u7528\u6237\u81ea\u5b9a\u4e49\u5de5\u5177\uff09<\/li><li><strong>\u4ee3\u7406\u53d8\u7b28<\/strong>\uff1a\u5de5\u5177\u8d8a\u591a\uff0c\u4ee3\u7406\u53cd\u800c\u8d8a\u5bb9\u6613\u9009\u9519\u5de5\u5177\u6216\u8d70\u4f4e\u6548\u8def\u5f84<\/li><li><strong>\u52a8\u6001\u52a0\u8f7d\u7684\u9677\u9631<\/strong>\uff1a\u770b\u4f3c\u5408\u7406\u7684\u201c\u6309\u9700\u52a0\u8f7d\u5de5\u5177\u201d\uff08\u7c7b\u4f3cRAG\uff09\u65b9\u6848\uff0c\u5b9e\u5219\u5e26\u6765\u4e24\u4e2a\u4e25\u91cd\u95ee\u9898\uff1a<ol><li><strong>KV\u7f13\u5b58\u5931\u6548<\/strong>\uff1a\u5de5\u5177\u5b9a\u4e49\u901a\u5e38\u5728\u4e0a\u4e0b\u6587\u5f00\u5934\uff0c\u4fee\u6539\u5de5\u5177\u4f1a\u4f7f\u540e\u7eed\u6240\u6709\u8ba1\u7b97\u7684\u7f13\u5b58\u5931\u6548\uff0c\u5927\u5e45\u964d\u4f4e\u6548\u7387<\/li><li><strong>\u6a21\u578b\u56f0\u60d1<\/strong>\uff1a\u5f53\u5386\u53f2\u8bb0\u5f55\u4e2d\u5f15\u7528\u4e86\u5df2\u88ab\u79fb\u9664\u7684\u5de5\u5177\uff0c\u6a21\u578b\u4f1a\u4ea7\u751f\u5e7b\u89c9\u6216\u8fdd\u53cd\u683c\u5f0f\u89c4\u8303<\/li><\/ol><\/li><\/ul>\n\n\n\n<h2 id=\"manus\u7684\u89e3\u51b3\u65b9\u6848\">Manus\u7684\u89e3\u51b3\u65b9\u6848<\/h2>\n\n\n\n<p>\u4e0d\u79fb\u9664\u5de5\u5177\uff0c\u800c\u662f<strong>\u7528\u201c\u63a9\u7801\u6280\u672f\u201d\u52a8\u6001\u7ea6\u675f\u53ef\u7528\u5de5\u5177<\/strong>\uff1a<\/p>\n\n\n\n<ul><li><strong>\u4e0a\u4e0b\u6587\u611f\u77e5\u72b6\u6001\u673a<\/strong>\uff1a\u6839\u636e\u5f53\u524d\u72b6\u6001\u51b3\u5b9a\u54ea\u4e9b\u5de5\u5177\u53ef\u7528<\/li><li><strong>\u63a9\u853dtoken\u7684logits<\/strong>\uff1a\u901a\u8fc7\u6570\u5b66\u65b9\u6cd5\u201c\u5c4f\u853d\u201d\u4e0d\u53ef\u7528\u5de5\u5177\u5bf9\u5e94\u7684token<\/li><li><strong>\u54cd\u5e94\u9884\u586b\u5145<\/strong>\uff1a\u5de7\u5999\u5229\u7528\u9884\u586b\u5145\u6280\u672f\u7ea6\u675f\u6a21\u578b\u8f93\u51fa<\/li><li><strong>\u547d\u540d\u89c4\u8303\u8bbe\u8ba1<\/strong>\uff1a\u5de5\u5177\u547d\u540d\u4f7f\u7528\u7edf\u4e00\u524d\u7f00\uff08\u5982<code>browser_<\/code>\u3001<code>shell_<\/code>\uff09\uff0c\u4fbf\u4e8e\u6279\u91cf\u7ea6\u675f<\/li><\/ul>\n\n\n\n<h2 id=\"\u4e09\u79cd\u7ea6\u675f\u6a21\u5f0f\uff08\u4ee5hermes\u683c\u5f0f\u4e3a\u4f8b\uff09\">\u4e09\u79cd\u7ea6\u675f\u6a21\u5f0f\uff08\u4ee5Hermes\u683c\u5f0f\u4e3a\u4f8b\uff09<\/h2>\n\n\n\n<ol><li><strong>\u81ea\u52a8\u6a21\u5f0f<\/strong>\uff1a\u6a21\u578b\u53ef\u81ea\u7531\u9009\u62e9\u662f\u5426\u8c03\u7528\u5de5\u5177 \u2192 \u9884\u586b\u5145\u56de\u590d\u524d\u7f00<\/li><li><strong>\u5fc5\u9700\u6a21\u5f0f<\/strong>\uff1a\u6a21\u578b\u5fc5\u987b\u8c03\u7528\u5de5\u5177\uff0c\u4f46\u53ef\u81ea\u7531\u9009\u62e9 \u2192 \u9884\u586b\u5145\u5230\u5de5\u5177\u8c03\u7528\u4ee4\u724c<\/li><li><strong>\u6307\u5b9a\u6a21\u5f0f<\/strong>\uff1a\u6a21\u578b\u5fc5\u987b\u4ece\u7279\u5b9a\u5de5\u5177\u5b50\u96c6\u4e2d\u9009\u62e9 \u2192 \u9884\u586b\u5145\u5230\u51fd\u6570\u540d\u79f0\u5f00\u5934\uff08\u5982<code>{\"name\": \"browser_<\/code>\uff09<\/li><\/ol>\n\n\n\n<h2 id=\"\u5173\u952e\u6982\u5ff5\u8be6\u7ec6\u89e3\u91ca\">\u5173\u952e\u6982\u5ff5\u8be6\u7ec6\u89e3\u91ca<\/h2>\n\n\n\n<h3 id=\"1-\u4ec0\u4e48\u662f-logits\uff1f\">1. \u4ec0\u4e48\u662f <strong>Logits<\/strong>\uff1f<\/h3>\n\n\n\n<p><strong>\u7b80\u5355\u7406\u89e3<\/strong>\uff1aLogits\u662f\u5927\u6a21\u578b\u8f93\u51fa\u7684\u201c\u539f\u59cb\u5206\u6570\u201d\uff0c\u8868\u793a\u6a21\u578b\u5bf9\u6bcf\u4e2a\u53ef\u80fdtoken\u7684\u201c\u504f\u597d\u7a0b\u5ea6\u201d\u3002<\/p>\n\n\n\n<p><strong>\u6280\u672f\u8be6\u89e3<\/strong>\uff1a<\/p>\n\n\n\n<ul><li>\u5728LLM\u4e2d\uff0c\u6a21\u578b\u6700\u540e\u4e00\u5c42\u8f93\u51fa\u7684\u662f<strong>\u672a\u5f52\u4e00\u5316\u7684\u6570\u503c<\/strong>\uff0c\u8fd9\u4e9b\u5c31\u662flogits<\/li><li>\u4f8b\u5982\uff1a\u6a21\u578b\u8003\u8651\u4e0b\u4e00\u4e2atoken\u65f6\uff0c\u5bf9&#8221;apple&#8221;\u7684logit=5.2\uff0c&#8221;banana&#8221;\u7684logit=3.8\uff0c&#8221;cat&#8221;\u7684logit=-2.1<\/li><li>\u8fd9\u4e9blogits\u4f1a\u901a\u8fc7<strong>softmax\u51fd\u6570<\/strong>\u8f6c\u6362\u4e3a\u6982\u7387\uff1a<code>P(token) = exp(logit) \/ \u03a3exp(all_logits)<\/code><\/li><li><strong>\u5173\u952e\u7279\u6027<\/strong>\uff1alogit\u503c\u8d8a\u5927\uff0c\u8be5token\u88ab\u9009\u4e2d\u7684\u6982\u7387\u8d8a\u9ad8\uff1blogit\u4e3a\u8d1f\u65e0\u7a77\u65f6\uff0c\u6982\u7387\u4e3a0<\/li><\/ul>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">from openai import OpenAI\n\nclient = OpenAI(api_key=\"your-api-key\")\n\nresponse = client.chat.completions.create(\n    model=\"gpt-4o\",\n    messages=[\n        {\"role\": \"user\", \"content\": \"\u8bf7\u7528\u4e00\u4e2a\u8bcd\u63cf\u8ff0\u5929\u7a7a\u7684\u989c\u8272\"}\n    ],\n    logit_bias={\n        # token ID 15043 = \"blue\"\uff0c\u8bbe\u7f6e\u4e3a100\u8868\u793a\u5f3a\u70c8\u504f\u597d\n        \"15043\": 100,\n        # token ID 1315 = \"red\"\uff0c\u8bbe\u7f6e\u4e3a-100\u8868\u793a\u51e0\u4e4e\u7981\u6b62\n        \"1315\": -100\n    },\n    max_tokens=10\n)\nprint(response.choices[0].message.content)\n# \u51e0\u4e4e\u80af\u5b9a\u4f1a\u8f93\u51fa \"blue\" \u800c\u4e0d\u662f \"red\"<\/pre>\n\n\n\n<p><strong>\u5728\u6587\u7ae0\u4e2d\u7684\u610f\u4e49<\/strong>\uff1a<br>\u5f53Manus\u8bf4\u201c\u63a9\u853dtoken\u7684logits\u201d\uff0c\u6307\u7684\u662f<strong>\u5c06\u4e0d\u53ef\u7528\u5de5\u5177\u5bf9\u5e94token\u7684logits\u8bbe\u4e3a\u8d1f\u65e0\u7a77<\/strong>\uff0c\u4f7f\u6a21\u578b\u5b8c\u5168\u4e0d\u53ef\u80fd\u9009\u62e9\u8fd9\u4e9b\u5de5\u5177\u3002<\/p>\n\n\n\n<h3 id=\"2-\u4ec0\u4e48\u662f-\u63a9\u853dtoken\u7684logits\uff1f\">2. \u4ec0\u4e48\u662f <strong>\u201c\u63a9\u853dtoken\u7684logits\u201d<\/strong>\uff1f<\/h3>\n\n\n\n<p><strong>\u7b80\u5355\u7406\u89e3<\/strong>\uff1a\u8fd9\u662f\u4e00\u79cd\u201c\u8f6f\u6027\u5c4f\u853d\u201d\u6280\u672f\uff0c\u5728\u4e0d\u4fee\u6539\u6a21\u578b\u7ed3\u6784\u7684\u60c5\u51b5\u4e0b\uff0c\u5f3a\u5236\u6a21\u578b\u5ffd\u7565\u67d0\u4e9b\u9009\u9879\u3002<\/p>\n\n\n\n<p><strong>\u6280\u672f\u8be6\u89e3<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u4f2a\u4ee3\u7801\u793a\u4f8b\uff1a\u63a9\u853dlogits\noriginal_logits = model.get_next_token_logits()  # \u539f\u59cblogits\nmask = create_mask(available_tools)             # \u521b\u5efa\u63a9\u7801\uff1a\u53ef\u7528\u5de5\u5177\u4e3a1\uff0c\u4e0d\u53ef\u7528\u4e3a0\nmasked_logits = original_logits + (mask - 1) * 1e9  # \u4e0d\u53ef\u7528\u5de5\u5177\u7684logits\u53d8\u6210\u6781\u5c0f\u503c\nnext_token = sample_from_logits(masked_logits)  # \u91c7\u6837\u65f6\u4e0d\u53ef\u7528\u5de5\u5177\u6982\u7387\u22480<\/pre>\n\n\n\n<p><strong>\u5728\u6587\u7ae0\u4e2d\u7684\u5e94\u7528\u573a\u666f<\/strong>\uff1a<\/p>\n\n\n\n<ul><li>\u5f53\u7528\u6237\u65b0\u8f93\u5165\u6d88\u606f\u65f6\uff0cManus\u9700\u8981<strong>\u7acb\u5373\u56de\u590d\u800c\u975e\u6267\u884c\u5de5\u5177<\/strong> \u2192 \u63a9\u853d\u6240\u6709\u5de5\u5177\u8c03\u7528token\u7684logits<\/li><li>\u5f53\u5904\u4e8e\u201c\u9700\u8981\u641c\u7d22\u201d\u72b6\u6001\u65f6\uff0c\u53ea\u5141\u8bb8\u6d4f\u89c8\u5668\u5de5\u5177 \u2192 \u63a9\u853d\u6240\u6709\u975e<code>browser_<\/code>\u524d\u7f00\u5de5\u5177\u7684logits<\/li><li><strong>\u4e0d\u4fee\u6539\u5de5\u5177\u5b9a\u4e49<\/strong>\uff1a\u5de5\u5177\u4ecd\u5728\u4e0a\u4e0b\u6587\u4e2d\uff0c\u53ea\u662f\u88ab\u201c\u6570\u5b66\u5c4f\u853d\u201d\u4e86<\/li><\/ul>\n\n\n\n<p><strong>\u4f18\u52bf<\/strong>\uff1a<\/p>\n\n\n\n<ul><li>\u2705 \u4fdd\u6301KV\u7f13\u5b58\u6709\u6548\uff08\u4e0d\u4fee\u6539\u4e0a\u4e0b\u6587\uff09<\/li><li>\u2705 \u907f\u514d\u6a21\u578b\u56f0\u60d1\uff08\u5386\u53f2\u5f15\u7528\u4ecd\u6709\u6548\uff09<\/li><li>\u2705 \u54cd\u5e94\u901f\u5ea6\u5feb\uff08\u65e0\u9700\u91cd\u65b0\u52a0\u8f7d\u4e0a\u4e0b\u6587\uff09<\/li><\/ul>\n\n\n\n<h3 id=\"3-\u4ec0\u4e48\u662f-\u54cd\u5e94\u9884\u586b\u5145\uff1f\">3. \u4ec0\u4e48\u662f \u201c<strong>\u54cd\u5e94\u9884\u586b\u5145<\/strong>\u201d\uff1f<\/h3>\n\n\n\n<p><strong>\u7b80\u5355\u7406\u89e3<\/strong>\uff1a\u5728\u8ba9\u6a21\u578b\u751f\u6210\u54cd\u5e94\u524d\uff0c\u9884\u5148\u201c\u5199\u597d\u201d\u54cd\u5e94\u7684\u5f00\u5934\u90e8\u5206\uff0c\u5f15\u5bfc\u6a21\u578b\u6309\u7279\u5b9a\u683c\u5f0f\u7ee7\u7eed\u751f\u6210\u3002<\/p>\n\n\n\n<p><strong>\u6280\u672f\u8be6\u89e3<\/strong>\uff1a<\/p>\n\n\n\n<ul><li><strong>\u9884\u586b\u5145\uff08Prefill\uff09<\/strong>\uff1a\u5c06\u90e8\u5206\u54cd\u5e94\u5185\u5bb9\u76f4\u63a5\u63d2\u5165\u5230\u751f\u6210\u5e8f\u5217\u7684\u5f00\u5934<\/li><li><strong>\u5f3a\u5236\u683c\u5f0f<\/strong>\uff1a\u901a\u8fc7\u9884\u586b\u5145JSON\u7ed3\u6784\u3001\u51fd\u6570\u540d\u524d\u7f00\u7b49\uff0c\u7ea6\u675f\u6a21\u578b\u8f93\u51fa\u683c\u5f0f<\/li><li><strong>\u4e0elogits\u63a9\u7801\u534f\u540c<\/strong>\uff1a\u9884\u586b\u5145 + logits\u63a9\u7801 = \u7cbe\u786e\u63a7\u5236\u751f\u6210\u5185\u5bb9<\/li><li><a href=\"https:\/\/www.volcengine.com\/docs\/82379\/1359497?lang=zh\">\u8c46\u5305\u706b\u5c71\u5927\u6a21\u578b-\u7eed\u5199<\/a><\/li><li><a href=\"https:\/\/bailian.console.aliyun.com\/?spm=5176.29597918.J_SEsSjsNv72yRuRFS2VknO.2.74c47b08NDGJno&amp;tab=doc#\/doc\/?type=model&amp;url=2862210\">\u963f\u91cc\u4e91\u767e\u70bc\u5927\u6a21\u578b-\u7eed\u5199<\/a><\/li><\/ul>\n\n\n\n<p><strong>\u6587\u7ae0\u4e2d\u7684\u4e09\u79cd\u6a21\u5f0f\u8be6\u89e3<\/strong>\uff1a<\/p>\n\n\n\n<h4 id=\"\u81ea\u52a8\u6a21\u5f0f\uff08auto\uff09\"><span class=\"has-inline-color has-vivid-cyan-blue-color\">\u81ea\u52a8\u6a21\u5f0f\uff08Auto\uff09<\/span><\/h4>\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=\"\">\/\/ \u9884\u586b\u5145\u5185\u5bb9\uff1a\n\"\"\n\/\/ \u6a21\u578b\u53ef\u81ea\u7531\u9009\u62e9\uff1a\n\/\/ - \u76f4\u63a5\u56de\u590d\u7528\u6237\n\/\/ - \u6216\u751f\u6210\u5de5\u5177\u8c03\u7528<\/pre>\n\n\n\n<ul><li><strong>\u5b9e\u73b0<\/strong>\uff1a\u4ec5\u9884\u586b\u5145\u7a7a\u5b57\u7b26\u4e32\u6216\u56de\u590d\u524d\u7f00<\/li><li><strong>\u7528\u9014<\/strong>\uff1a\u8ba9\u6a21\u578b\u81ea\u4e3b\u51b3\u5b9a\u662f\u5426\u9700\u8981\u5de5\u5177<\/li><\/ul>\n\n\n\n<h4 id=\"\u5fc5\u9700\u6a21\u5f0f\uff08required\uff09\"><span class=\"has-inline-color has-vivid-cyan-blue-color\">\u5fc5\u9700\u6a21\u5f0f\uff08Required\uff09<\/span><\/h4>\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=\"\">\/\/ \u9884\u586b\u5145\u5185\u5bb9\uff1a\n\"{\"name\": \"\"\n\/\/ \u6a21\u578b\u5fc5\u987b\uff1a\n\/\/ 1. \u751f\u6210\u6709\u6548\u7684JSON\n\/\/ 2. \u586b\u5199\u51fd\u6570\u540d\u79f0\n\/\/ 3. \u4e0d\u80fd\u76f4\u63a5\u56de\u590d\u7528\u6237<\/pre>\n\n\n\n<ul><li><strong>\u5b9e\u73b0<\/strong>\uff1a\u9884\u586b\u5145\u5230\u5de5\u5177\u8c03\u7528\u5f00\u59cb\u4ee4\u724c<\/li><li><strong>\u7528\u9014<\/strong>\uff1a\u5f3a\u5236\u6a21\u578b\u8c03\u7528\u5de5\u5177\uff0c\u4f46\u4e0d\u9650\u5236\u5177\u4f53\u54ea\u4e2a\u5de5\u5177<\/li><\/ul>\n\n\n\n<h4 id=\"\u6307\u5b9a\u6a21\u5f0f\uff08specified\uff09\"><span class=\"has-inline-color has-vivid-cyan-blue-color\">\u6307\u5b9a\u6a21\u5f0f\uff08Specified\uff09<\/span><\/h4>\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=\"\">\/\/ \u9884\u586b\u5145\u5185\u5bb9\uff1a\n\"{\"name\": \"browser_\n\/\/ \u6a21\u578b\u5fc5\u987b\uff1a\n\/\/ 1. \u4ecebrowser_\u5f00\u5934\u7684\u5de5\u5177\u4e2d\u9009\u62e9\n\/\/ 2. \u4e0d\u80fd\u9009\u62e9shell_\u6216\u5176\u4ed6\u5de5\u5177\n\/\/ 3. \u4f8b\u5982\u53ea\u80fd\u751f\u6210\"browser_search\"\u6216\"browser_scrape\"<\/pre>\n\n\n\n<ul><li><strong>\u5b9e\u73b0<\/strong>\uff1a\u9884\u586b\u5145\u5230\u51fd\u6570\u540d\u79f0\u5f00\u5934<\/li><li><strong>\u7528\u9014<\/strong>\uff1a\u7cbe\u786e\u9650\u5236\u5de5\u5177\u9009\u62e9\u8303\u56f4<\/li><\/ul>\n\n\n\n<p><strong>\u547d\u540d\u89c4\u8303\u7684\u91cd\u8981\u6027<\/strong>\uff1a<br>\u6587\u7ae0\u63d0\u5230\u8bbe\u8ba1<code>browser_<\/code>\u3001<code>shell_<\/code>\u7b49\u7edf\u4e00\u524d\u7f00\uff0c\u8fd9\u6837\u53ea\u9700\u9884\u586b\u5145<code>\"{\"name\": \"browser_<\/code>\u5c31\u80fd<strong>\u6279\u91cf\u7ea6\u675f\u6240\u6709\u6d4f\u89c8\u5668\u5de5\u5177<\/strong>\uff0c\u65e0\u9700\u9010\u4e2a\u8bbe\u7f6elogits\u63a9\u7801\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h1 id=\"\u6838\u5fc3\u4ef7\u503c\u603b\u7ed3\">\u4e09\u3001\u6838\u5fc3\u4ef7\u503c\u603b\u7ed3<\/h1>\n\n\n\n<p>Manus\u7684\u5b9e\u8df5\u63ed\u793a\u4e86\u4e00\u4e2a<strong>\u53cd\u76f4\u89c9\u7684AI\u5de5\u7a0b\u539f\u5219<\/strong>\uff1a<br><strong>\u201c\u4e0d\u662f\u5de5\u5177\u8d8a\u5c11\u8d8a\u597d\uff0c\u800c\u662f\u8981\u8ba9\u6a21\u578b\u2018\u770b\u4e0d\u89c1\u2019\u4e0d\u8be5\u7528\u7684\u5de5\u5177\u201d<\/strong><\/p>\n\n\n\n<p>\u4f20\u7edf\u601d\u8def\uff1a\u274c \u79fb\u9664\u4e0d\u7528\u7684\u5de5\u5177 \u2192 \u7834\u574f\u4e0a\u4e0b\u6587\uff0c\u964d\u4f4e\u6027\u80fd<br>Manus\u65b9\u6848\uff1a\u2705 \u4fdd\u7559\u6240\u6709\u5de5\u5177\u4f46\u201c\u906e\u4f4f\u773c\u775b\u201d \u2192 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