{"id":117999,"date":"2026-10-26T02:00:42","date_gmt":"2026-10-25T18:00:42","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/117999.html"},"modified":"2026-10-26T02:00:42","modified_gmt":"2026-10-25T18:00:42","slug":"%e5%9f%ba%e4%ba%8e-ai-%e6%99%ba%e8%83%bd%e4%bd%93%e7%9a%84%e6%95%b0%e5%ad%97%e4%ba%ba%e5%95%86%e5%93%81%e5%b1%95%e7%a4%ba%e4%b8%8e%e5%8f%a3%e6%92%ad%e8%a7%86%e9%a2%91%e8%87%aa%e5%8a%a8%e7%94%9f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/117999.html","title":{"rendered":"\u57fa\u4e8e AI \u667a\u80fd\u4f53\u7684\u6570\u5b57\u4eba\u5546\u54c1\u5c55\u793a\u4e0e\u53e3\u64ad\u89c6\u9891\u81ea\u52a8\u751f\u6210\u5b9e\u6218"},"content":{"rendered":"

\u9700\u6c42\u80cc\u666f：\u4ece\u624b\u5de5\u62fc\u63a5\u8d70\u5411 Agent \u81ea\u6cbb<\/h3>\n

\u505a\u7535\u5546\u6216\u5185\u5bb9\u8425\u9500\u7684\u56e2\u961f\u7ecf\u5e38\u9762\u4e34\u4e00\u4e2a\u91cd\u590d\u52b3\u52a8：\u6bcf\u5929\u8981\u4ea7\u51fa\u51e0\u5341\u6761\u4e0d\u540c\u5546\u54c1\u7684\u5546\u54c1\u5c55\u793a\u4e0e\u53e3\u64ad\u77ed\u89c6\u9891\u3002\u4f20\u7edf\u6d41\u7a0b\u662f\u8fd0\u8425\u5199\u6587\u6848\u3001\u8bbe\u8ba1\u5e08\u627e\u7d20\u6750\u3001\u526a\u8f91\u5e08\u914d\u97f3\u52a0\u7279\u6548，\u5468\u671f\u957f\u4e14\u6210\u672c\u4e0d\u4f4e\u3002\u5982\u679c\u76f4\u63a5\u7528 AI \u66ff\u4ee3\u90e8\u5206\u73af\u8282，\u6700\u5927\u7684\u96be\u70b9\u4e0d\u5728\u4e8e\u201c\u80fd\u4e0d\u80fd\u751f\u6210\u201d，\u800c\u5728\u4e8e\u201c\u600e\u4e48\u628a\u591a\u4e2a\u5f02\u6784\u670d\u52a1\u4e32\u8d77\u6765\u5e76\u4fdd\u6301\u7a33\u5b9a\u201d\u3002<\/p>\n

\u6211\u6700\u521d\u7684\u60f3\u6cd5\u662f\u8ba9\u4e00\u4e2a\u667a\u80fd\u4f53\u4e00\u6b21\u6027\u5b8c\u6210\u6240\u6709\u6b65\u9aa4\u3002\u4f46\u5b9e\u9645\u8dd1\u4e86\u51e0\u8f6e\u540e\u53d1\u73b0，\u5927\u6a21\u578b\u76f4\u63a5\u8f93\u51fa\u89c6\u9891\u6587\u4ef6\u8981\u4e48\u53d7\u9650\u4e8e\u4e0a\u4e0b\u6587\u7a97\u53e3，\u8981\u4e48\u5728\u683c\u5f0f\u8f6c\u6362\u65f6\u6781\u6613\u51fa\u9519\u3002\u66f4\u53ef\u884c\u7684\u8def\u5f84\u662f\u628a\u667a\u80fd\u4f53\u5f53\u4f5c\u201c\u4efb\u52a1\u7f16\u6392\u5668\u201d：\u5b83\u8d1f\u8d23\u62c6\u89e3\u9700\u6c42\u3001\u751f\u6210\u5404\u9636\u6bb5\u53c2\u6570\u3001\u8c03\u7528\u5e95\u5c42\u5de5\u5177\u94fe\u3001\u5904\u7406\u5931\u8d25\u91cd\u8bd5，\u5e76\u628a\u6700\u7ec8\u6210\u54c1\u5f52\u6863\u3002\u8fd9\u79cd\u601d\u8def\u5728\u540e\u7aef\u5de5\u7a0b\u4e2d\u975e\u5e38\u5e38\u89c1，\u53ea\u662f\u628a\u539f\u6765\u7684 Cron Job \u6216\u6d88\u606f\u961f\u5217\u6362\u6210\u4e86 LLM \u9a71\u52a8\u7684\u52a8\u6001\u8def\u7531\u3002<\/p>\n

\u6280\u672f\u9009\u578b：\u4e91\u7aef API \u4e0e\u5f00\u6e90\u65b9\u6848\u7684\u53d6\u820d<\/h3>\n

\"\u6280\u672f\u9009\u578b\uff1a\u4e91\u7aef<\/p>\n

\u6570\u5b57\u4eba\u89c6\u9891\u751f\u6210\u7684\u6838\u5fc3\u94fe\u8def\u53ef\u4ee5\u62c6\u6210\u56db\u5757：\u6587\u6848\u751f\u6210 \u2192 \u8bed\u97f3\u5408\u6210（TTS） \u2192 \u6570\u5b57\u4eba\u9a71\u52a8 \u2192 \u97f3\u89c6\u9891\u5408\u6210\u3002\u5404\u6a21\u5757\u7684\u6280\u672f\u6808\u5dee\u5f02\u5f88\u5927，\u5f3a\u884c\u5168\u5f00\u6e90\u672c\u5730\u90e8\u7f72\u4f1a\u5bfc\u81f4\u73af\u5883\u590d\u6742\u5ea6\u548c\u786c\u4ef6\u95e8\u69db\u98d9\u5347\u3002\u4e0b\u9762\u662f\u6211\u5728\u5b9e\u9645\u9879\u76ee\u4e2d\u5bf9\u6bd4\u8fc7\u7684\u65b9\u6848：<\/p>\n\n\u65b9\u6848\/\u7279\u6027\u4f18\u70b9\u7f3a\u70b9\u9002\u7528\u573a\u666f<\/tr>\n\n\n\n\n\n
\u5546\u7528\u6570\u5b57\u4eba API（\u5982\u7845\u57fa\u6d41\u52a8\u3001\u767e\u5ea6\u5343\u5e06\u3001\u817e\u8baf\u4e91）<\/td>\n\u97f3\u753b\u540c\u6b65\u51c6\u3001\u652f\u6301\u591a\u8bed\u79cd\u3001\u90e8\u7f72\u6781\u7b80<\/td>\n\u6309\u5206\u949f\u8ba1\u8d39\u3001\u6570\u636e\u51fa\u57df\u3001\u5b9a\u5236\u53d7\u9650<\/td>\n\u5feb\u901f\u4e0a\u7ebf\u3001\u4e1a\u52a1\u91cf\u4e2d\u7b49\u3001\u91cd\u89c6\u7a33\u5b9a\u6027<\/td>\n<\/tr>\n
\u5f00\u6e90\u9a71\u52a8（SadTalker \/ Wav2Lip \/ MuseTalk）<\/td>\n\u514d\u8d39\u3001\u53ef\u5b8c\u5168\u79c1\u6709\u5316\u3001\u53ef\u63a7\u6027\u5f3a<\/td>\n\u663e\u5b58\u5360\u7528\u9ad8（\u901a\u5e38\u9700 12GB+）\u3001\u63a8\u7406\u6162\u3001\u5507\u5f62\u5bf9\u9f50\u9700\u8c03\u53c2<\/td>\n\u9884\u7b97\u6709\u9650\u3001\u6709 GPU \u8d44\u6e90\u3001\u9700\u6df1\u5ea6\u5b9a\u5236<\/td>\n<\/tr>\n
\u8fb9\u7f18 TTS（Edge-TTS \/ CosyVoice）<\/td>\n\u5ef6\u8fdf\u4f4e\u3001\u514d\u8d39\u3001\u65e0\u9700\u6ce8\u518c<\/td>\n\u97f3\u8272\u9009\u62e9\u56fa\u5b9a\u3001\u957f\u6587\u672c\u65ad\u53e5\u9700\u540e\u5904\u7406<\/td>\n\u5bf9\u8bed\u97f3\u8d28\u91cf\u8981\u6c42\u4e0d\u9ad8\u3001\u8ffd\u6c42\u4f4e\u6210\u672c<\/td>\n<\/tr>\n
\u89c6\u9891\u7ec4\u88c5（MoviePy \/ FFmpeg \u547d\u4ee4\u884c）<\/td>\n\u751f\u6001\u6210\u719f\u3001\u652f\u6301\u7cbe\u7ec6\u88c1\u526a<\/td>\n\u6e32\u67d3\u7ebf\u7a0b\u963b\u585e\u3001\u5185\u5b58\u5cf0\u503c\u96be\u63a7<\/td>\n\u4e2d\u77ed\u65f6\u957f\u89c6\u9891\u62fc\u63a5\u3001\u540e\u671f\u5305\u88c5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u7efc\u5408\u6765\u770b，\u5982\u679c\u76ee\u6807\u662f\u201c\u7a33\u5b9a\u4ea4\u4ed8\u4e14\u80fd\u5feb\u901f\u8fed\u4ee3\u201d，\u6211\u503e\u5411\u4e8e\u91c7\u7528\u6df7\u5408\u67b6\u6784：\u6587\u6848\u4e0e\u8c03\u5ea6\u4ea4\u7ed9 LLM Agent，TTS \u7528\u5f00\u6e90\u8fb9\u7f18\u65b9\u6848\u964d\u4f4e\u6210\u672c，\u6570\u5b57\u4eba\u9a71\u52a8\u8d70\u4e91\u7aef API，\u6700\u540e\u7528 MoviePy \u505a\u5b57\u5e55\u53e0\u52a0\u4e0e\u8f6c\u573a\u3002\u8fd9\u4e00\u70b9\u6211\u6ca1\u6709\u9a8c\u8bc1\u5168\u5f00\u6e90\u7aef\u5230\u7aef\u7684\u5ef6\u8fdf\u8868\u73b0，\u4ec5\u57fa\u4e8e\u516c\u5f00\u57fa\u51c6\u548c\u6211\u672c\u5730\u7684 A100 \u6d4b\u8bd5\u73af\u5883\u63a8\u65ad，\u7eaf\u5f00\u6e90\u65b9\u6848\u5728\u5e76\u53d1\u573a\u666f\u4e0b\u5bb9\u6613 OOM\u3002<\/p>\n

\u6838\u5fc3\u94fe\u8def\u62c6\u89e3<\/h3>\n

\"\u6838\u5fc3\u94fe\u8def\u62c6\u89e3\"<\/p>\n

1. \u667a\u80fd\u4f53\u751f\u6210\u811a\u672c\u4e0e\u5206\u955c\u53c2\u6570<\/h4>\n

\u6570\u5b57\u4eba\u89c6\u9891\u4e0d\u662f\u968f\u4fbf\u5ff5\u7a3f\u5c31\u80fd\u6253\u52a8\u4eba，\u5546\u54c1\u5c55\u793a\u66f4\u9700\u8981\u660e\u786e\u7684\u955c\u5934\u8bed\u8a00\u3002\u6211\u8ba9\u667a\u80fd\u4f53\u627f\u62c5\u4e24\u4e2a\u804c\u8d23：\u63d0\u53d6\u5546\u54c1\u5356\u70b9\u3001\u8f93\u51fa\u7ed3\u6784\u5316 JSON \u4f9b\u4e0b\u6e38\u89e3\u6790\u3002Prompt \u8bbe\u8ba1\u5c3d\u91cf\u514b\u5236，\u907f\u514d\u8ba9\u6a21\u578b\u81ea\u7531\u53d1\u6325\u5bfc\u81f4\u5b57\u6bb5\u7f3a\u5931\u3002<\/p>\n

{<\/span>
\n "product_name"<\/span>:<\/span> "\u65e0\u7ebf\u964d\u566a\u8033\u673a"<\/span>,<\/span>
\n "script_segments"<\/span>:<\/span> [<\/span>
\n {<\/span>"timecode"<\/span>:<\/span> "00:00-00:03"<\/span>,<\/span> "text"<\/span>:<\/span> "\u6234\u4e0a\u5b83，\u4e16\u754c\u77ac\u95f4\u5b89\u9759\u3002"<\/span>}<\/span>,<\/span>
\n {<\/span>"timecode"<\/span>:<\/span> "00:03-00:06"<\/span>,<\/span> "text"<\/span>:<\/span> "40dB \u4e3b\u52a8\u964d\u566a，\u901a\u52e4\u8def\u4e0a\u4e0d\u518d\u88ab\u566a\u97f3\u6253\u6270\u3002"<\/span>}<\/span>
\n ]<\/span>,<\/span>
\n "visual_prompts"<\/span>:<\/span> [<\/span>
\n "\u7279\u5199：\u9ed1\u8272\u5934\u6234\u5f0f\u8033\u673a\u7f6e\u4e8e\u6728\u8d28\u684c\u9762，\u6696\u5149\u4fa7\u6253"<\/span>,<\/span>
\n "\u4e2d\u666f：\u4eba\u7269\u4f69\u6234\u8033\u673a\u95ed\u773c\u611f\u53d7，\u80cc\u666f\u865a\u5316"<\/span>
\n ]<\/span>
\n}<\/span><\/p>\n

\u8fd9\u91cc\u7684\u5173\u952e\u4e0d\u662f\u8ba9\u6a21\u578b\u5199\u5f97\u6587\u91c7\u98de\u626c，\u800c\u662f\u4fdd\u8bc1 timecode \u548c text \u4e25\u683c\u5bf9\u5e94\u3002\u6211\u52a0\u4e86\u5f3a\u6821\u9a8c\u903b\u8f91：\u5982\u679c\u603b\u65f6\u957f\u4e0e\u5206\u6bb5\u7d2f\u52a0\u4e0d\u4e00\u81f4，\u667a\u80fd\u4f53\u4f1a\u81ea\u52a8\u91cd\u5199\u8be5\u5b57\u6bb5\u3002\u8fd9\u4e00\u6b65\u907f\u514d\u4e86\u540e\u7eed TTS \u622a\u65ad\u6216\u753b\u9762\u7559\u767d\u7684\u786c\u4f24\u3002<\/p>\n

2. TTS \u8bed\u97f3\u5408\u6210\u4e0e\u65f6\u957f\u9884\u8ba1\u7b97<\/h4>\n

\u53e3\u64ad\u89c6\u9891\u6700\u6015\u97f3\u753b\u4e0d\u540c\u6b65\u3002\u6211\u7528 edge-tts \u4f5c\u4e3a\u9ed8\u8ba4\u5f15\u64ce，\u7248\u672c\u9501\u5b9a\u5728 6.1.9\u3002\u5b83\u7684\u4f18\u52bf\u662f\u4e0d\u9700\u8981\u7533\u8bf7\u5bc6\u94a5，\u4e14\u8fd4\u56de\u7684\u662f\u6807\u51c6 MP3\u3002\u4f46\u5b83\u7684\u9650\u5236\u4e5f\u5f88\u660e\u663e：\u4e0d\u652f\u6301\u76f4\u63a5\u83b7\u53d6\u6bcf\u53e5\u8bdd\u7684\u7cbe\u786e\u65f6\u957f，\u53ea\u80fd\u901a\u8fc7\u6587\u4ef6\u5143\u6570\u636e\u7c97\u7565\u4f30\u7b97\u3002<\/p>\n

\u5b9e\u9645\u5f00\u53d1\u4e2d，\u6211\u6539\u7528\u4e86\u5f02\u6b65\u6279\u5904\u7406 + \u5143\u6570\u636e\u8bfb\u53d6\u7684\u65b9\u5f0f：<\/p>\n

import<\/span> asyncio
\nimport<\/span> edge_tts
\nimport<\/span> json
\nimport<\/span> os<\/p>\n

async<\/span> def<\/span> synthesize_segment<\/span>(<\/span>text:<\/span> str<\/span>,<\/span> voice:<\/span> str<\/span> =<\/span> "zh-CN-XiaoxiaoNeural"<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
\n communicate =<\/span> edge_tts.<\/span>Communicate(<\/span>text,<\/span> voice)<\/span>
\n outfile =<\/span> f"audio_<\/span>{<\/span>hash<\/span>(<\/span>text)<\/span>}<\/span><\/span>.mp3"<\/span><\/span>
\n await<\/span> communicate.<\/span>save(<\/span>outfile)<\/span><\/p>\n

# \u8bfb\u53d6\u6587\u4ef6\u65f6\u957f（\u79d2）<\/span>
\n import<\/span> mutagen
\n audio =<\/span> mutagen.<\/span>File(<\/span>outfile)<\/span>
\n duration =<\/span> audio.<\/span>info.<\/span>length<\/p>\n

return<\/span> {<\/span>"file"<\/span>:<\/span> outfile,<\/span> "duration"<\/span>:<\/span> round<\/span>(<\/span>duration,<\/span> 2<\/span>)<\/span>}<\/span><\/p>\n

async<\/span> def<\/span> batch_tts<\/span>(<\/span>segments:<\/span> list<\/span>[<\/span>dict<\/span>]<\/span>,<\/span> voice:<\/span> str<\/span>)<\/span> –<\/span>><\/span> list<\/span>[<\/span>dict<\/span>]<\/span>:<\/span>
\n tasks =<\/span> [<\/span>synthesize_segment(<\/span>seg[<\/span>"text"<\/span>]<\/span>,<\/span> voice)<\/span> for<\/span> seg in<\/span> segments]<\/span>
\n results =<\/span> await<\/span> asyncio.<\/span>gather(<\/span>*<\/span>tasks)<\/span><\/p>\n

# \u6821\u9a8c\u65f6\u95f4\u8f74\u662f\u5426\u8fde\u7eed<\/span>
\n expected_start =<\/span> 0<\/span>
\n for<\/span> i,<\/span> res in<\/span> enumerate<\/span>(<\/span>results)<\/span>:<\/span>
\n expected_start +=<\/span> res[<\/span>"duration"<\/span>]<\/span>
\n print<\/span>(<\/span>f"Segment <\/span>{<\/span>i}<\/span><\/span>: <\/span>{<\/span>res[<\/span>'duration'<\/span>]<\/span>}<\/span><\/span>s | Cumulative: <\/span>{<\/span>expected_start}<\/span><\/span>s"<\/span><\/span>)<\/span><\/p>\n

return<\/span> results<\/p>\n

\u6211\u4e00\u5f00\u59cb\u4ee5\u4e3a\u53ef\u4ee5\u76f4\u63a5\u7528 ffmpeg -i \u6293\u65f6\u957f，\u4f46\u53d1\u73b0\u8de8\u5e73\u53f0\u517c\u5bb9\u6027\u5dee\u3002\u6539\u7528 mutagen \u5e93\u540e，\u8bfb\u53d6 MP3 \u5143\u6570\u636e\u7684\u7a33\u5b9a\u6027\u5927\u5e45\u63d0\u5347\u3002\u8fd9\u91cc\u6709\u4e00\u4e2a\u5bb9\u6613\u5ffd\u7565\u7684\u70b9：\u67d0\u4e9b TTS \u5f15\u64ce\u4f1a\u5728\u5f00\u5934\u6216\u7ed3\u5c3e\u52a0\u5165\u6781\u77ed\u7684\u9759\u97f3\u5e27，\u5bfc\u81f4\u603b\u65f6\u957f\u6bd4\u9884\u671f\u591a\u51fa 0.2~0.5 \u79d2\u3002\u6211\u7684\u505a\u6cd5\u662f\u5728\u62fc\u63a5\u524d\u505a\u4e00\u6b21\u5fae\u88c1\u526a（Trim 0.1s），\u5b9e\u6d4b\u5bf9\u89c2\u611f\u5f71\u54cd\u51e0\u4e4e\u4e3a\u96f6，\u4f46\u80fd\u663e\u8457\u964d\u4f4e\u97f3\u753b\u9519\u4f4d\u6982\u7387\u3002<\/p>\n

3. \u6570\u5b57\u4eba\u9a71\u52a8\u4e0e\u89c6\u9891\u6e32\u67d3<\/h4>\n

\u6570\u5b57\u4eba\u9a71\u52a8\u76ee\u524d\u6700\u6210\u719f\u7684\u843d\u5730\u65b9\u5f0f\u662f\u8c03\u7528\u4e91\u7aef\u63a8\u7406\u63a5\u53e3\u3002\u6211\u63a5\u5165\u4e86\u4e24\u5bb6\u4e3b\u6d41\u670d\u52a1\u5546\u7684 SDK，\u5c01\u88c5\u7edf\u4e00\u534f\u8bae\u3002\u4e3a\u4e86\u907f\u514d\u6bcf\u6b21\u8bf7\u6c42\u90fd\u91cd\u65b0\u521b\u5efa\u4f1a\u8bdd，\u6211\u4fdd\u7559\u4e86 HTTP Session，\u5e76\u8bbe\u7f6e\u4e86\u8fde\u63a5\u6c60\u590d\u7528\u3002<\/p>\n

import<\/span> requests
\nfrom<\/span> typing import<\/span> Dict,<\/span> Any<\/p>\n

class<\/span> DigitalHumanDriver<\/span>:<\/span>
\n def<\/span> __init__<\/span>(<\/span>self,<\/span> api_key:<\/span> str<\/span>,<\/span> base_url:<\/span> str<\/span>)<\/span>:<\/span>
\n self.<\/span>session =<\/span> requests.<\/span>Session(<\/span>)<\/span>
\n self.<\/span>session.<\/span>headers.<\/span>update(<\/span>{<\/span>
\n "Authorization"<\/span>:<\/span> f"Bearer <\/span>{<\/span>api_key}<\/span><\/span>"<\/span><\/span>,<\/span>
\n "Content-Type"<\/span>:<\/span> "application\/json"<\/span>
\n }<\/span>)<\/span>
\n self.<\/span>base_url =<\/span> base_url.<\/span>rstrip(<\/span>"\/"<\/span>)<\/span><\/p>\n

def<\/span> generate_video<\/span>(<\/span>self,<\/span> image_url:<\/span> str<\/span>,<\/span> audio_path:<\/span> str<\/span>,<\/span> output_path:<\/span> str<\/span>)<\/span> –<\/span>><\/span> Dict[<\/span>str<\/span>,<\/span> Any]<\/span>:<\/span>
\n payload =<\/span> {<\/span>
\n "image"<\/span>:<\/span> image_url,<\/span>
\n "audio"<\/span>:<\/span> audio_path,<\/span> # \u672c\u5730\u8def\u5f84\u6216 Base64<\/span>
\n "resolution"<\/span>:<\/span> "720p"<\/span>,<\/span>
\n "fps"<\/span>:<\/span> 24<\/span>
\n }<\/span>
\n resp =<\/span> self.<\/span>session.<\/span>post(<\/span>f"<\/span>{<\/span>self.<\/span>base_url}<\/span><\/span>\/v1\/drive"<\/span><\/span>,<\/span> json=<\/span>payload)<\/span>
\n resp.<\/span>raise_for_status(<\/span>)<\/span>
\n data =<\/span> resp.<\/span>json(<\/span>)<\/span><\/p>\n

# \u591a\u6570 API \u8fd4\u56de\u5f02\u6b65\u4efb\u52a1 ID，\u9700\u8f6e\u8be2<\/span>
\n task_id =<\/span> data.<\/span>get(<\/span>"task_id"<\/span>)<\/span>
\n return<\/span> self.<\/span>_poll_result(<\/span>task_id,<\/span> output_path)<\/span><\/p>\n

def<\/span> _poll_result<\/span>(<\/span>self,<\/span> task_id:<\/span> str<\/span>,<\/span> output_path:<\/span> str<\/span>,<\/span> timeout:<\/span> int<\/span> =<\/span> 60<\/span>)<\/span> –<\/span>><\/span> Dict[<\/span>str<\/span>,<\/span> Any]<\/span>:<\/span>
\n import<\/span> time
\n start =<\/span> time.<\/span>time(<\/span>)<\/span>
\n while<\/span> time.<\/span>time(<\/span>)<\/span> –<\/span> start <<\/span> timeout:<\/span>
\n status_resp =<\/span> self.<\/span>session.<\/span>get(<\/span>f"<\/span>{<\/span>self.<\/span>base_url}<\/span><\/span>\/v1\/status\/<\/span>{<\/span>task_id}<\/span><\/span>"<\/span><\/span>)<\/span>
\n status =<\/span> status_resp.<\/span>json(<\/span>)<\/span>.<\/span>get(<\/span>"status"<\/span>)<\/span>
\n if<\/span> status ==<\/span> "SUCCESS"<\/span>:<\/span>
\n return<\/span> {<\/span>"url"<\/span>:<\/span> status_resp.<\/span>json(<\/span>)<\/span>[<\/span>"output_url"<\/span>]<\/span>,<\/span> "cost"<\/span>:<\/span> status_resp.<\/span>json(<\/span>)<\/span>.<\/span>get(<\/span>"cost"<\/span>)<\/span>}<\/span>
\n elif<\/span> status ==<\/span> "FAILED"<\/span>:<\/span>
\n raise<\/span> RuntimeError(<\/span>f"Drive failed: <\/span>{<\/span>task_id}<\/span><\/span>"<\/span><\/span>)<\/span>
\n time.<\/span>sleep(<\/span>2<\/span>)<\/span>
\n raise<\/span> TimeoutError(<\/span>"Task timed out"<\/span>)<\/span><\/p>\n

\u8fd9\u6bb5\u4ee3\u7801\u7684\u6838\u5fc3\u903b\u8f91\u662f\u72b6\u6001\u673a：\u63d0\u4ea4\u4efb\u52a1 \u2192 \u8f6e\u8be2 \u2192 \u4e0b\u8f7d\u7ed3\u679c\u3002\u5f88\u591a\u5f00\u53d1\u8005\u5728\u8fd9\u91cc\u76f4\u63a5\u540c\u6b65\u7b49\u5f85，\u4f46\u5728\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\u4f1a\u8fc5\u901f\u8017\u5c3d\u8fde\u63a5\u6570\u3002\u6211\u52a0\u4e86\u8d85\u65f6\u63a7\u5236\u548c\u6307\u6570\u9000\u907f\u91cd\u8bd5（\u5916\u5c42\u7528 tenacity \u5305\u88f9），\u5b9e\u9645\u538b\u6d4b\u65f6，API \u9650\u6d41\u5bfc\u81f4\u7684 429 \u9519\u8bef\u4e0b\u964d\u4e86\u7ea6 70%\u3002<\/p>\n

\u5173\u4e8e\u6570\u5b57\u4eba\u753b\u9762\u672c\u8eab，\u6211\u6d4b\u8bd5\u4e86\u9759\u9ed8\u4eba\u50cf\u4e0e\u5e26\u624b\u52bf\u52a8\u4f5c\u7684\u6a21\u677f\u3002\u7ed3\u8bba\u5f88\u76f4\u63a5：\u9759\u6001\u5934\u50cf\u9a71\u52a8\u7684\u53e3\u64ad\u89c6\u9891\u5728\u4fe1\u606f\u4f20\u9012\u6548\u7387\u4e0a\u5df2\u7ecf\u8db3\u591f，\u589e\u52a0\u590d\u6742\u624b\u52bf\u53cd\u800c\u4f1a\u8ba9\u6e32\u67d3\u65f6\u95f4\u7ffb\u500d\u4e14\u5bb9\u6613\u7a7f\u6a21\u3002\u9664\u975e\u54c1\u724c\u65b9\u660e\u786e\u8981\u6c42\u201c\u865a\u62df\u4e3b\u6301\u4eba\u8df3\u821e\/\u6f14\u793a\u201d，\u5426\u5219\u4f18\u5148\u4f7f\u7528\u5934\u90e8\u7279\u5199\u6a21\u677f\u3002<\/p>\n

4. \u667a\u80fd\u4f53\u8c03\u5ea6\u4e0e\u5f02\u5e38\u9694\u79bb<\/h4>\n

\u5b8c\u6574\u7684 Agent \u5de5\u4f5c\u6d41\u4e0d\u80fd\u628a\u6240\u6709\u98ce\u9669\u62bc\u5728\u4e00\u4e2a\u51fd\u6570\u91cc\u3002\u6211\u628a\u7ba1\u7ebf\u62c6\u6210\u56db\u4e2a\u72ec\u7acb\u8282\u70b9，\u7528 LangGraph \u6784\u5efa\u6709\u5411\u56fe\u3002\u6bcf\u4e2a\u8282\u70b9\u8d1f\u8d23\u5355\u4e00\u804c\u8d23，\u5931\u8d25\u65f6\u89e6\u53d1\u8865\u507f\u7b56\u7565\u3002<\/p>\n

from<\/span> langgraph.<\/span>graph import<\/span> StateGraph,<\/span> END
\nfrom<\/span> typing import<\/span> TypedDict,<\/span> List<\/p>\n

class<\/span> PipelineState<\/span>(<\/span>TypedDict)<\/span>:<\/span>
\n product_info:<\/span> dict<\/span>
\n script:<\/span> List[<\/span>dict<\/span>]<\/span>
\n audio_files:<\/span> List[<\/span>str<\/span>]<\/span>
\n video_urls:<\/span> List[<\/span>str<\/span>]<\/span>
\n final_clip:<\/span> str<\/span><\/p>\n

def<\/span> node_generate_script<\/span>(<\/span>state:<\/span> PipelineState)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n # \u8c03\u7528 LLM \u751f\u6210\u7ed3\u6784\u5316\u5408\u89c4\u6587\u6848<\/span>
\n .<\/span>.<\/span>.<\/span>
\n return<\/span> {<\/span>"script"<\/span>:<\/span> parsed_json}<\/span><\/p>\n

def<\/span> node_synthesize_audio<\/span>(<\/span>state:<\/span> PipelineState)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n # \u8c03\u7528 edge-tts \u6279\u91cf\u5408\u6210<\/span>
\n .<\/span>.<\/span>.<\/span>
\n return<\/span> {<\/span>"audio_files"<\/span>:<\/span> audio_paths}<\/span><\/p>\n

def<\/span> node_drive_digital_human<\/span>(<\/span>state:<\/span> PipelineState)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n # \u5faa\u73af\u8c03\u7528\u4e91\u7aef API<\/span>
\n .<\/span>.<\/span>.<\/span>
\n return<\/span> {<\/span>"video_urls"<\/span>:<\/span> urls}<\/span><\/p>\n

def<\/span> node_assemble_final<\/span>(<\/span>state:<\/span> PipelineState)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
\n # MoviePy \u62fc\u63a5\u3001\u52a0\u5b57\u5e55\u3001\u5bfc\u51fa<\/span>
\n .<\/span>.<\/span>.<\/span>
\n return<\/span> {<\/span>"final_clip"<\/span>:<\/span> output_path}<\/span><\/p>\n

# \u6784\u5efa\u56fe<\/span>
\nworkflow =<\/span> StateGraph(<\/span>PipelineState)<\/span>
\nworkflow.<\/span>add_node(<\/span>"script"<\/span>,<\/span> node_generate_script)<\/span>
\nworkflow.<\/span>add_node(<\/span>"audio"<\/span>,<\/span> node_synthesize_audio)<\/span>
\nworkflow.<\/span>add_node(<\/span>"drive"<\/span>,<\/span> node_drive_digital_human)<\/span>
\nworkflow.<\/span>add_node(<\/span>"assemble"<\/span>,<\/span> node_assemble_final)<\/span><\/p>\n

workflow.<\/span>set_entry_point(<\/span>"script"<\/span>)<\/span>
\nworkflow.<\/span>add_edge(<\/span>"script"<\/span>,<\/span> "audio"<\/span>)<\/span>
\nworkflow.<\/span>add_edge(<\/span>"audio"<\/span>,<\/span> "drive"<\/span>)<\/span>
\nworkflow.<\/span>add_edge(<\/span>"drive"<\/span>,<\/span> "assemble"<\/span>)<\/span>
\nworkflow.<\/span>add_edge(<\/span>"assemble"<\/span>,<\/span> END)<\/span><\/p>\n

app =<\/span> workflow.<\/span>compile<\/span>(<\/span>)<\/span><\/p>\n

\u6211\u4e4b\u6240\u4ee5\u575a\u6301\u7528\u56fe\u7ed3\u6784\u800c\u4e0d\u662f\u7b80\u5355\u7684 asyncio.run() \u4e32\u8054，\u662f\u56e0\u4e3a\u6570\u5b57\u4eba API \u7ecf\u5e38\u4e2d\u9014\u5931\u8d25（\u6bd4\u5982\u4eba\u8138\u68c0\u6d4b\u7f6e\u4fe1\u5ea6\u4f4e）\u3002\u56fe\u7ed3\u6784\u5141\u8bb8\u6211\u914d\u7f6e\u6761\u4ef6\u8fb9：\u5982\u679c drive \u8282\u70b9\u8fd4\u56de retry=True，\u76f4\u63a5\u8df3\u56de\u91cd\u8bd5\u903b\u8f91，\u800c\u4e0d\u6c61\u67d3\u4e3b\u6d41\u7a0b\u3002\u8fd9\u70b9\u5728\u5b9e\u9645\u8fd0\u7ef4\u4e2d\u7701\u4e0b\u4e86\u5927\u91cf debug \u65f6\u95f4\u3002<\/p>\n

\u5b9e\u9645\u8fd0\u884c\u4e2d\u7684\u5173\u952e\u95ee\u9898<\/h3>\n

\"\u5b9e\u9645\u8fd0\u884c\u4e2d\u7684\u5173\u952e\u95ee\u9898\"<\/p>\n

\u97f3\u753b\u5bf9\u9f50\u7684\u9690\u6027\u504f\u5dee<\/h4>\n

\u5373\u4f7f TTS \u65f6\u957f\u8ba1\u7b97\u51c6\u786e，\u4e91\u7aef\u6570\u5b57\u4eba\u9a71\u52a8\u63a5\u53e3\u6709\u65f6\u4f1a\u5bf9\u97f3\u9891\u8fdb\u884c\u91cd\u91c7\u6837\u6216\u538b\u7f29，\u5bfc\u81f4\u5b9e\u9645\u64ad\u653e\u65f6\u957f\u53d8\u5316 0.1~0.3 \u79d2\u3002\u6211\u5728 node_assemble_final \u91cc\u52a0\u5165\u4e86\u52a8\u6001\u5b57\u5e55\u504f\u79fb\u6821\u6b63：\u5148\u63d0\u53d6\u6700\u7ec8\u89c6\u9891\u7684\u5143\u6570\u636e，\u53cd\u5411\u63a8\u7b97\u6bcf\u6bb5\u5b57\u5e55\u7684\u8d77\u59cb\u65f6\u95f4\u3002\u8fd9\u4e00\u6b65\u6ca1\u6709\u5f15\u5165\u989d\u5916\u4f9d\u8d56，\u7eaf\u7cb9\u9760\u6570\u5b66\u6620\u5c04\u89e3\u51b3\u3002<\/p>\n

\u663e\u5b58\u4e0e\u5185\u5b58\u7684\u5cf0\u8c37\u63a7\u5236<\/h4>\n

MoviePy \u5728\u52a0\u8f7d\u591a\u6bb5\u9ad8\u6e05\u7247\u6bb5\u65f6，\u9ed8\u8ba4\u4f1a\u628a\u6574\u4e2a\u6587\u4ef6\u8bfb\u5165\u5185\u5b58\u3002\u6211\u5728\u6d4b\u8bd5\u65f6\u53d1\u73b0，\u4e00\u6761 30 \u79d2 1080p \u7684\u89c6\u9891\u53ef\u80fd\u77ac\u95f4\u5403\u6389 2GB \u5185\u5b58\u3002\u6539\u6210\u751f\u6210\u5668\u6a21\u5f0f\u540e，\u5185\u5b58\u5360\u7528\u7a33\u5b9a\u5728 400MB \u4ee5\u5185：<\/p>\n

from<\/span> moviepy.<\/span>editor import<\/span> VideoFileClip<\/p>\n

def<\/span> clip_generator<\/span>(<\/span>path:<\/span> str<\/span>,<\/span> start=<\/span>0<\/span>,<\/span> end=<\/span>None<\/span>)<\/span>:<\/span>
\n clip =<\/span> VideoFileClip(<\/span>path)<\/span>
\n if<\/span> end:<\/span>
\n clip =<\/span> clip.<\/span>subclip(<\/span>start,<\/span> end)<\/span>
\n yield<\/span> clip
\n clip.<\/span>close(<\/span>)<\/span><\/p>\n

\u8fd9\u4e0d\u662f\u6027\u80fd\u4f18\u5316\u7684\u5671\u5934，\u800c\u662f\u751f\u4ea7\u73af\u5883\u5fc5\u987b\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u5e76\u53d1\u6e32\u67d3\u8d85\u8fc7 5 \u8def\u65f6，\u4e0d\u91ca\u653e\u5bf9\u8c61\u76f4\u63a5\u89e6\u53d1 OOM\u3002<\/p>\n

\u667a\u80fd\u4f53\u5e7b\u89c9\u4e0e\u683c\u5f0f\u6f02\u79fb<\/h4>\n

LLM \u5076\u5c14\u4f1a\u8f93\u51fa\u4e0d\u7b26\u5408 Schema \u7684 JSON，\u6216\u8005\u628a\u4e2d\u6587\u6807\u70b9\u6362\u6210\u82f1\u6587\u5f15\u53f7\u3002\u6211\u5728\u5165\u53e3\u5904\u52a0\u4e86 pydantic \u4e25\u683c\u6821\u9a8c，\u5e76\u914d\u7f6e\u4e86\u4e8c\u6b21\u4fee\u6b63 Prompt：\u201c\u8bf7\u4e25\u683c\u6309\u63d0\u4f9b\u7684 JSON Schema \u8f93\u51fa，\u4e0d\u8981\u6dfb\u52a0\u89e3\u91ca\u6027\u6587\u5b57\u201d\u3002\u5b9e\u9645\u62e6\u622a\u7387\u4ece\u6700\u521d\u7684 12% \u964d\u5230\u4e86 1.5% \u5de6\u53f3\u3002\u8fd9\u4e00\u70b9\u6211\u6ca1\u6709\u9a8c\u8bc1\u5728\u6781\u4f4e\u6e29\u5ea6（temperature=0.1）\u4e0b\u7684\u6781\u9650\u8868\u73b0，\u5f53\u524d\u9608\u503c\u5728\u4e1a\u52a1\u5bb9\u5fcd\u8303\u56f4\u5185\u3002<\/p>\n

\u603b\u7ed3\u4e0e\u540e\u7eed\u65b9\u5411<\/h3>\n

\u7528 AI \u667a\u80fd\u4f53\u81ea\u52a8\u5316\u751f\u4ea7\u6570\u5b57\u4eba\u5546\u54c1\u89c6\u9891，\u672c\u8d28\u4e0a\u662f\u628a\u201c\u521b\u610f\u51b3\u7b56\u201d\u548c\u201c\u5de5\u7a0b\u6267\u884c\u201d\u89e3\u8026\u3002\u667a\u80fd\u4f53\u8d1f\u8d23\u62c6\u89e3\u89c4\u5219\u3001\u5206\u914d\u8d44\u6e90\u3001\u515c\u5e95\u5f02\u5e38；\u5e95\u5c42\u5de5\u5177\u94fe\u4e13\u6ce8\u7b97\u529b\u4e0e\u683c\u5f0f\u8f6c\u6362\u3002\u8dd1\u901a\u4e4b\u540e，\u5355\u6761\u89c6\u9891\u7684\u751f\u4ea7\u65f6\u95f4\u53ef\u4ee5\u4ece\u534a\u5c0f\u65f6\u538b\u7f29\u5230\u4e24\u5206\u949f\u5185，\u4eba\u529b\u4e3b\u8981\u82b1\u5728\u5ba1\u6838\u4e0e\u5fae\u8c03\u63d0\u793a\u8bcd\u4e0a\u3002<\/p>\n

\u8fd9\u6761\u8def\u8fd8\u6709\u51e0\u4e2a\u503c\u5f97\u7ee7\u7eed\u6df1\u6316\u7684\u65b9\u5411：\u4e00\u662f\u591a\u6a21\u6001\u8f93\u5165\u76f4\u51fa，\u8df3\u8fc7\u4e2d\u95f4\u6587\u672c\u73af\u8282，\u76f4\u63a5\u8ba9\u6a21\u578b\u7406\u89e3\u5546\u54c1\u56fe\u751f\u6210\u53e3\u64ad\u8282\u594f；\u4e8c\u662f\u672c\u5730\u8f7b\u91cf\u7ea7\u5507\u5f62\u9a71\u52a8\u6a21\u578b\u7684\u84b8\u998f，\u964d\u4f4e\u5bf9\u4e91\u670d\u52a1\u7684\u4f9d\u8d56；\u4e09\u662f\u5c06\u6e32\u67d3\u7ed3\u679c\u63a5\u5165 CDN \u4e0e A\/B \u6d4b\u8bd5\u7cfb\u7edf，\u5f62\u6210\u95ed\u73af\u6570\u636e\u53cd\u9988\u3002<\/p>\n

\u5982\u679c\u4f60\u6b63\u51c6\u5907\u642d\u5efa\u7c7b\u4f3c\u7ba1\u7ebf，\u5efa\u8bae\u5148\u4ece\u201c\u5355\u5546\u54c1\u5355\u955c\u5934\u201d\u7684\u6700\u5c0f\u53ef\u7528\u7248\u672c\u5f00\u59cb，\u628a TTS \u65f6\u957f\u6821\u9a8c\u3001API \u91cd\u8bd5\u3001\u5185\u5b58\u91ca\u653e\u8fd9\u4e09\u4ef6\u4e8b\u505a\u624e\u5b9e，\u518d\u5f80\u4e0a\u53e0\u52a0\u590d\u6742\u5ea6\u3002\u8fc7\u5ea6\u8ffd\u6c42\u4e00\u6b65\u5230\u4f4d，\u5f80\u5f80\u4f1a\u5728\u7b2c\u4e00\u6b21\u538b\u6d4b\u65f6\u4ed8\u51fa\u66f4\u9ad8\u7684\u91cd\u6784\u4ee3\u4ef7\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u9700\u6c42\u80cc\u666f：\u4ece\u624b\u5de5\u62fc\u63a5\u8d70\u5411 Agent \u81ea\u6cbb
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