{"id":37686,"date":"2025-02-02T14:00:57","date_gmt":"2025-02-02T06:00:57","guid":{"rendered":"https:\/\/17aitech.com\/?p=37686"},"modified":"2025-02-02T14:00:57","modified_gmt":"2025-02-02T06:00:57","slug":"openai%e5%b7%a5%e7%a8%8b%e5%b8%88%e4%ba%b2%e8%87%aa%e4%bf%ae%e8%ae%a2%ef%bc%9a%e7%94%a8chatgpt%e5%ae%9e%e6%97%b6%e8%af%ad%e9%9f%b3api%e6%9e%84%e5%bb%ba%e5%ba%94%e7%94%a8","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37686","title":{"rendered":"OpenAI\u5de5\u7a0b\u5e08\u4eb2\u81ea\u4fee\u8ba2\uff1a\u7528ChatGPT\u5b9e\u65f6\u8bed\u97f3API\u6784\u5efa\u5e94\u7528"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-10-4\" target=\"_blank\">OpenAI\u5de5\u7a0b\u5e08\u4eb2\u81ea\u4fee\u8ba2\uff1a\u7528ChatGPT\u5b9e\u65f6\u8bed\u97f3API\u6784\u5efa\u5e94\u7528<\/a><\/p>\n<section>\n<section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"24\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>OpenAI Realtime API \u7684\u300c\u8bf4\u660e\u4e66\u300d\u3002<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<\/section>\n<section><\/section>\n<section>\u5f88\u591a\u7814\u7a76 ChatGPT \u7684\u4eba\uff0c\u5728\u4f7f\u7528\u540e\u4e0d\u4e45\u5c31\u4f1a\u5f00\u59cb\u6363\u9f13 ChatGPT API\u3002\u5b83\u662f OpenAI \u63d0\u4f9b\u7684\u5f00\u653e\u7a0b\u5e8f\u63a5\u53e3\uff0c\u8ba9\u5f00\u53d1\u8005\u53ef\u4ee5\u628a\u4e1a\u754c\u6700\u5148\u8fdb\u7684\u5927\u6a21\u578b\u5f15\u5165\u5230\u81ea\u5df1\u7684\u4ea7\u54c1\u4e2d\uff0c\u6784\u5efa\u804a\u5929\u673a\u5668\u4eba\u3001\u865a\u62df\u52a9\u624b\u7b49\u7b49\u3002\u8fd1\u4e00\u5e74\u6765\uff0c\u4f9d\u9760\u8fd9\u5957\u5de5\u5177\u6253\u9020\u7684\u70ed\u95e8 App \u5df2\u6709\u4e0d\u5c11\u3002<\/section>\n<section><\/section>\n<section>Realme API \u662f OpenAI \u6700\u65b0\u53d1\u5e03\u7684 API \u80fd\u529b\uff0c\u5b83\u5728\u4eca\u5e74 10 \u6708 1 \u65e5\u63a8\u51fa\uff0c\u53ef\u5e2e\u52a9\u5f00\u53d1\u4eba\u5458\u6784\u5efa\u5feb\u901f\u8bed\u97f3\u8f6c\u8bed\u97f3\u7684\u667a\u80fd\u5316\u4f53\u9a8c\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u65e5\uff0c\u5728 OpenAI DevDay \u65b0\u52a0\u5761\u7ad9\uff0c\u6765\u81ea Daily.co \u7684\u5de5\u7a0b\u5e08\u53d7\u9080\u6f14\u8bb2\uff0c\u4ecb\u7ecd\u4e86\u57fa\u4e8e OpenAI \u7684\u80fd\u529b\u6784\u5efa\u8bed\u97f3 AI \u667a\u80fd\u4f53\u7684\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u76f4\u4ee5\u6765\uff0c\u8be5\u516c\u53f8\u7684\u5de5\u7a0b\u5e08\u4eec\u4e00\u76f4\u5728\u4f7f\u7528\u5b9e\u65f6 API \u642d\u5efa\u4ea7\u54c1\u3002\u5728\u6d3b\u52a8\u4e4b\u540e\uff0c\u6f14\u8bb2\u4eba\u53d1\u5e03\u4e86\u672c\u7bc7\u535a\u5ba2\uff0c\u8c08\u4e86\u8c08\u6784\u5efa Pipecat \u65f6\u7684\u7ecf\u9a8c\u6559\u8bad\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c738c72d323c85b95bbf86dbbaca1b24.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c738c72d323c85b95bbf86dbbaca1b24.png\"><\/a><\/section>\n<section>\u535a\u5ba2\u5730\u5740\uff1ahttps:\/\/www.latent.space\/p\/realtime-api<\/section>\n<section><\/section>\n<section>\u672c\u7bc7\u535a\u5ba2\u7684\u5185\u5bb9\u5df2\u901a\u8fc7 OpenAI \u5458\u5de5\u5ba1\u6838\u3002Pipecat \u662f\u7531 Daily \u53d1\u8d77\u7684\u5f00\u6e90\u9879\u76ee\uff0c\u73b0\u5728\u662f\u4e00\u4e2a\u5b9e\u65f6 API \u6846\u67b6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7b8112d213ddac0575260b89651cc046.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7b8112d213ddac0575260b89651cc046.png\"><\/a><\/section>\n<section>\u94fe\u63a5\uff1ahttps:\/\/pipecat.ai<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u60f3\u8981\u6784\u5efa\u5927\u6a21\u578b\u8bed\u97f3\u4ea7\u54c1\u7684\u4eba\u4eec\u6765\u8bf4\uff0c\u8fd9\u7bc7\u5185\u5bb9\u53ef\u80fd\u5305\u542b\u4f60\u6240\u9700\u8981\u7684\u4e00\u5207\uff0c\u4ece 24khz\/G.711 \u97f3\u9891\u3001RTMP\u3001HLS\u3001WebRTC \u7684\u6280\u672f\u7ec6\u8282\u5230\u4e2d\u65ad \/ VAD\uff0c\u518d\u5230\u6210\u672c\u3001\u5ef6\u8fdf\u3001\u5de5\u5177\u8c03\u7528\u548c\u4e0a\u4e0b\u6587\u7ba1\u7406\u3002<\/section>\n<section><\/section>\n<section>\u8ba9\u6211\u4eec\u770b\u770b\u4ed6\u4eec\u662f\u600e\u4e48\u8bf4\u7684\u3002<\/section>\n<section><\/section>\n<section>\uff08<strong>\u4ee5\u4e0b\u4e3a\u535a\u5ba2\u539f\u6587\uff0c\u673a\u5668\u4e4b\u5fc3\u505a\u4e86\u4e0d\u6539\u53d8\u539f\u610f\u7684\u7f16\u8bd1\u3001\u6574\u7406\u3002<\/strong>\uff09<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u6211\u4eec\u613f\u610f\u5206\u4eab\u4e00\u4e9b\u5728\u4f7f\u7528\u539f\u59cb\u5b9e\u65f6 API\uff08\u65e0\u6846\u67b6\u3001\u65e0\u5916\u90e8\u4f9d\u8d56\uff09\u65f6\u79ef\u7d2f\u7684\u5fc3\u5f97\uff0c\u7279\u522b\u662f\u5728\u51c6\u5907\u65b0\u52a0\u5761 DevDay \u6f14\u8bb2\u7684\u8fc7\u7a0b\u4e2d\u3002\u6807\u51c6\u7684 OpenAI \u53c2\u8003\u5e94\u7528\u5305\u542b\u4e86\u8bb8\u591a\u5185\u7f6e\u529f\u80fd\uff0c\u6211\u4eec\u5c3d\u91cf\u7cbe\u7b80\u8fd9\u4e9b\u529f\u80fd\uff0c\u4e13\u6ce8\u4e8e\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b\uff08VAD\uff09\u548c\u51fd\u6570\u8c03\u7528\uff0c\u4ece\u800c\u6253\u9020\u4e86\u4e00\u4e2a\u300c\u7b80\u6613\u5b9e\u65f6\u63a7\u5236\u53f0\u300d\u6f14\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-2c1b36a8248ba1b14b6596930b3535fb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-2c1b36a8248ba1b14b6596930b3535fb.png\"><\/a><\/section>\n<section>\u5b9e\u9645\u4e0a\uff0c\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b\uff08VAD\uff09\u5e76\u4e0d\u603b\u662f\u5b8c\u7f8e\u65e0\u7f3a\uff0c\u800c\u4e14\u6f14\u793a\u8bed\u97f3\u5e94\u7528\u65f6\u5f88\u5c11\u80fd\u5728\u5b8c\u5168\u5b89\u9759\u7684\u73af\u5883\u4e0b\u8fdb\u884c\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5efa\u8bae\u5728\u6f14\u793a\u4e2d\u59cb\u7ec8\u914d\u5907\u300c\u9759\u97f3\u300d\u548c\u300c\u5f3a\u5236\u56de\u590d\u300d\u6309\u94ae\uff0c\u6b63\u5982\u6211\u4eec\u7684\u6f14\u793a\u6240\u793a\u3002\u6b64\u5916\uff0c\u8be5\u6f14\u793a\u8fd8\u5c55\u793a\u4e86\u5982\u4f55\u7b80\u5355\u6dfb\u52a0\u548c\u63d2\u5165\u8bb0\u5fc6\uff0c\u4ee5\u53ca\u5982\u4f55\u5c55\u793a\u5bf9\u8bdd\u53cc\u65b9\u7684\u8bb0\u5f55\u3002<\/section>\n<section><\/section>\n<section><strong>\u4ece Pipeline\u00a0<\/strong><strong>\u5230\u7aef\u5230\u7aef\u6a21\u578b<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u6211\u7684\u5927\u90e8\u5206\u804c\u4e1a\u751f\u6daf\u4e2d\uff0c\u6211\u90fd\u5728\u7814\u7a76\u4eba\u4e0e\u4eba\u4e4b\u95f4\u5bf9\u8bdd\u7684\u7f51\u7edc\u57fa\u7840\u8bbe\u65bd \u2014\u2014 \u7528\u4e8e\u6784\u5efa\u4f4e\u5ef6\u8fdf\u5a92\u4f53\u6d41\u3001\u89c6\u9891\u901a\u8bdd\u548c\u5927\u6570\u636e\u534f\u4f5c\u73af\u5883\u7b49\u7684\u5de5\u5177\u30022023 \u5e74 3 \u6708\uff0cGPT-4 \u8fd8\u662f\u4e00\u4e2a\u7eaf\u6587\u672c\u6a21\u578b\u3002\u4f46\u4e3a GPT-4 \u5f00\u53d1\u8bed\u97f3\u6a21\u5f0f\u76f8\u5bf9\u5bb9\u6613\u3002\u6211\u6574\u5408\u4e86\u4e00\u4e2a\u8bed\u97f3\u8f6c\u6587\u672c\u7cfb\u7edf\uff0c\u5c06\u8bed\u97f3\u8f93\u5165\u8f6c\u6362\u6210\u6587\u672c\u63d0\u793a\uff0c\u7136\u540e\u5c06 GPT-4 \u7684\u6587\u672c\u8f93\u51fa\u9001\u5165\u4e00\u4e2a\u6587\u672c\u8f6c\u8bed\u97f3\u7684\u97f3\u9891\u751f\u6210\u5668\u4e2d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8c77a1c03b9748a176b470c05d5e6432.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8c77a1c03b9748a176b470c05d5e6432.png\"><\/a><em><sup>[\u8bed\u97f3\u8f93\u5165] \u2794 [ ASR ] \u2794 [ GPT4 ] \u2794 [ TTS ] \u2794 [\u8bed\u97f3\u8f93\u51fa] \u2014\u2014 \u5185\u5bb9\u6765\u81ea DevDay Realtime API Talk\uff1ahttps:\/\/www.youtube.com\/watch?v=mVR90WmA34U<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u591a\u6a21\u578b pipeline \u65b9\u6cd5\u5e76\u4e0d\u65b0\u9c9c\u3002\u6211\u4eec\u62e8\u6253\u7535\u8bdd\u5ba2\u6237\u652f\u6301\u70ed\u7ebf\u65f6\u4f7f\u7528\u7684\u300c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u300d\u7cfb\u7edf\u5c31\u662f\u8fd9\u6837\u5de5\u4f5c\u7684\u3002\u65b0\u65b9\u6cd5\u662f pipeline \u6838\u5fc3\u7684 GPT-4 \u5927\u578b\u8bed\u8a00\u6a21\u578b\u3002\u4f60\u53ef\u4ee5\u7528 GPT-4 \u8fdb\u884c\u771f\u6b63\u7684\u5bf9\u8bdd\u3002<\/section>\n<section><\/section>\n<section>\u5f88\u660e\u663e\uff0c\u90a3\u4e9b\u8f83\u65e7\u7684 NLP \u7cfb\u7edf\u5df2\u7ecf\u8fc7\u65f6\u4e86\u3002\u4f46\u663e\u7136\uff0c\u65b0\u7684\u6311\u6218\u4e5f\u5df2\u51fa\u73b0\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e2a\u7cfb\u7edf\u7684\u5ef6\u8fdf\u5f88\u957f\u3002GPT-4 \u9700\u8981\u4e00\u79d2\u949f\u5de6\u53f3\u624d\u80fd\u5f00\u59cb\u751f\u6210\u54cd\u5e94\u3002STT \u548c TTS \u6a21\u578b\u53c8\u589e\u52a0\u4e86\u4e00\u4e24\u79d2\u949f\u3002<\/section>\n<section><\/section>\n<section>\u6709\u65f6 GPT-4 \u4f1a\u504f\u79bb\u8f68\u9053\u3002\u5f04\u6e05\u695a\u5982\u4f55\u68c0\u6d4b\u8fd9\u4e2a\u95ee\u9898\uff0c\u5e76\u628a\u95ee\u9898\u51fa\u73b0\u7684\u51e0\u7387\u964d\u5230\u6700\u4f4e\uff0c\u4f3c\u4e4e\u662f\u4e00\u4ef6\u76f8\u5f53\u56f0\u96be\u7684\u4e8b\u60c5\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u4e9b\u7ecf\u5178\u7684 NLP \u95ee\u9898\u4ecd\u7136\u5b58\u5728\uff0c\u4f8b\u5982\u53e5\u5c3e\u7aef\u70b9\uff08\u5f04\u6e05\u695a LLM \u5e94\u8be5\u4f55\u65f6\u54cd\u5e94\uff09\u548c\u4e2d\u65ad\u5904\u7406\u3002<\/section>\n<section><\/section>\n<section>GPT-4 \u64c5\u957f\u5bf9\u8bdd\uff0c\u4f46\u6ca1\u6709\u5f88\u597d\u7684\u65b9\u6cd5\u4e0e\u73b0\u6709\u7684\u540e\u7aef\u7cfb\u7edf\u96c6\u6210\u3002<\/section>\n<section><\/section>\n<section>\u73b0\u6709 TTS \u6a21\u578b\u7684\u8bed\u97f3\u8f93\u51fa\u8d28\u91cf\uff0c\u4e00\u542c\u5c31\u77e5\u9053\u662f\u673a\u5668\u4eba\u58f0\u3002<\/section>\n<section><\/section>\n<section>\u81ea GPT-4 \u53d1\u5e03\u4ee5\u6765\u7684 20 \u4e2a\u6708\u91cc\uff0c\u4eba\u5de5\u667a\u80fd\u63d0\u5347\u7684\u901f\u5ea6\u4ee4\u4eba\u60ca\u53f9\u3002\u5f53\u524d\u7248\u672c\u7684 GPT-4 \u64c5\u957f\u9075\u5faa\u63d0\u793a\u3001\u4e13\u6ce8\u4e8e\u4efb\u52a1\u5e76\u51cf\u5c11\u4e86\u5e7b\u89c9\u3002\u51fd\u6570\u8c03\u7528\u548c\u7ed3\u6784\u5316\u6570\u636e\u8f93\u51fa\u662f\u53ef\u9760\u7684\u3002\u6a21\u578b\u54cd\u5e94\u8fc5\u901f\uff0c\u6211\u4eec\u62e5\u6709\u5feb\u901f\u3001\u4ef7\u683c\u5408\u7406\u4e14\u8d28\u91cf\u76f8\u5f53\u9ad8\u7684 TTS \u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u6700\u65b0\u7684 GPT-4 \u529f\u80fd\u662f\u539f\u751f\u97f3\u9891\u8f93\u5165\u548c\u8f93\u51fa\u3002GPT-4\u2014\u2014\u5347\u7ea7\u7248\u7684 GPT-4o\u2014\u2014\u73b0\u5728\u6709\u4e86\u81ea\u5df1\u7684\u58f0\u97f3\u548c\u8033\u6735\uff01<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u65f6 API<\/strong><\/section>\n<section><\/section>\n<section>10 \u6708 1 \u65e5\uff0cOpenAI \u53d1\u5e03\u4e86\u4e00\u6b3e\u4f4e\u5ef6\u8fdf\u3001\u591a\u6a21\u6001 API\uff0c\u8be5 API \u5229\u7528\u4e86 GPT-4o \u51fa\u8272\u7684\u300c\u8bed\u97f3\u5230\u8bed\u97f3\u300d\u529f\u80fd\u3002\u8fd9\u4e2a\u65b0\u7684\u300c\u5b9e\u65f6 API\u300d\u80fd\u591f\u7ba1\u7406\u5bf9\u8bdd\u72b6\u6001\u3001\u5b9e\u73b0\u77ed\u8bed\u7aef\u70b9\uff08\u8f6e\u6d41\u68c0\u6d4b\uff09\u3001\u63d0\u4f9b\u53cc\u5411\u97f3\u9891\u6d41\uff0c\u5e76\u652f\u6301\u7528\u6237\u4e2d\u65ad LLM \u7684\u8f93\u51fa\u3002<\/section>\n<section><\/section>\n<section>\u4f7f\u7528\u6b64 API\uff0c\u6700\u7b80\u5355\u7684\u5904\u7406 pipeline \u5982\u4e0b\u6240\u793a\uff1a<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c3e498659dd13e5031f567de37fda6f0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c3e498659dd13e5031f567de37fda6f0.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0[ \u8bed\u97f3\u8f93\u5165 ] \u2794 [ GPT-4o ] \u2794 [ \u8bed\u97f3\u8f93\u51fa ]\u00a0<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u6211\u4e00\u76f4\u5728\u5e2e\u52a9\u5ba2\u6237\u3001\u670b\u53cb\u548c\u4e0e\u6211\u4e00\u8d77\u5728\u5f00\u6e90\u9879\u76ee\u4e0a\u5de5\u4f5c\u7684\u4eba\u4eec\u4f7f\u7528 OpenAI Realtime API\u3002<\/section>\n<section><\/section>\n<section>\u4f7f\u7528\u8fd9\u4e2a\u65b0 API \u4e0e\u4f7f\u7528 OpenAI HTTP \u63a8\u7406 API \u5b8c\u5168\u4e0d\u540c\u3002\u65b0\u7684 Realtime API \u662f\u6709\u72b6\u6001\u7684\u3002\u5b83\u5728 WebSocket \u8fde\u63a5\u4e4b\u4e0a\u5b9a\u4e49\u4e86\u4e00\u4e2a\u53cc\u5411\u4e8b\u4ef6\u534f\u8bae\u3002<\/section>\n<section><\/section>\n<section>\u6700\u8fd1\uff0c\u6211\u5199\u4e86\u5173\u4e8e Realtime API \u7684\u4f18\u70b9\u3001\u6211\u8ba4\u4e3a\u8fd8\u9700\u8981\u4e00\u7bc7\u535a\u5ba2\u6765\u8bb2\u5982\u4f55\u6709\u6548\u4f7f\u7528 Realtime API \u3002\u65e0\u8bba\u4f60\u662f\u5de5\u7a0b\u5e08\u8fd8\u662f\u5f00\u53d1\u8005\uff0c\u90fd\u5e0c\u671b\u80fd\u4ece\u8fd9\u7bc7\u535a\u5ba2\u627e\u5230\u4e00\u4e9b\u6709\u7528\u7684\u80cc\u666f\u4fe1\u606f\u3001\u4ee3\u7801\u7247\u6bb5\uff0c\u548c\u53ef\u4ee5\u8282\u7701\u4f60\u65f6\u95f4\u7684\u5177\u4f53\u7ec6\u8282\u3002<\/section>\n<section><\/section>\n<section>\u5728\u9002\u5f53\u7684\u5730\u65b9\uff0c\u6211\u4f1a\u63d0\u4f9b\u94fe\u63a5\u5230 Pipecat \u7684\u6e90\u4ee3\u7801\u548c\u793a\u4f8b\u3002Pipecat \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u3001\u4f9b\u5e94\u5546\u4e2d\u7acb\u7684 Python \u6846\u67b6\uff0c\u4e13\u4e3a\u5b9e\u65f6\u3001\u591a\u6a21\u5f0f AI \u4ee3\u7406\u548c\u5e94\u7528\u7a0b\u5e8f\u8bbe\u8ba1\u3002\u5b83\u652f\u6301 GPT-4o \u53ca\u5176\u5b9e\u65f6\u7248\u672c\uff0c\u4ee5\u53ca\u8d85\u8fc7 40 \u79cd\u5176\u4ed6 AI API \u548c\u670d\u52a1\uff0c\u8fd8\u6db5\u76d6\u4e86\u591a\u79cd\u7f51\u7edc\u4f20\u8f93\u9009\u9879\uff0c\u5305\u62ec WebSockets\u3001WebRTC\u3001HTTP\u3001SIP \u4ee5\u53ca PSTN \/ \u62e8\u5165 \/ \u62e8\u51fa\u7b49\u3002<\/section>\n<section><\/section>\n<section>Pipecat \u8fd8\u9644\u5e26\u4e00\u4e2a\u5927\u578b\u6838\u5fc3\u529f\u80fd\u5e93\uff0c\u7528\u4e8e\u4e0a\u4e0b\u6587\u7ba1\u7406\u3001\u5185\u5bb9\u5ba1\u6838\u3001\u7528\u6237\u72b6\u6001\u7ba1\u7406\u3001\u4e8b\u4ef6\u5904\u7406\u3001\u811a\u672c\u8ddf\u8e2a\u4ee5\u53ca\u8bed\u97f3\uff08\u548c\u89c6\u9891\uff09\u4ee3\u7406\u7684\u5176\u4ed6\u91cd\u8981\u6784\u5efa\u5757\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5b8c\u6574\u7684 Pipecat OpenAI Realtime API \u96c6\u6210\u5728\u8fd9\u91cc\uff1a<\/section>\n<section>https:\/\/github.com\/pipecat-ai\/pipecat\/tree\/main\/src\/pipecat\/services\/openai_realtime_beta<\/section>\n<\/li>\n<li>\n<section>\u8fd9\u662f\u4e00\u4e2a\u4f7f\u7528 Realtime API \u7684\u5355\u6587\u4ef6\u793a\u4f8b\u8bed\u97f3\u673a\u5668\u4eba\uff1a<\/section>\n<section>https:\/\/github.com\/pipecat-ai\/pipecat\/blob\/main\/examples\/foundational\/19-openai-realtime-beta.py<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>OpenAI \u5b9e\u65f6 API \u7684\u67b6\u6784<\/strong><\/section>\n<section><\/section>\n<section>\u5bf9\u8bdd\u8bed\u97f3\u662f OpenAI \u5b9e\u65f6 API \u652f\u6301\u7684\u6838\u5fc3\u7528\u4f8b\u3002\u5bf9\u8bdd\u8bed\u97f3 API \u9700\u8981\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u7ba1\u7406\u591a\u4e2a\u7528\u6237\u548c LLM \u8f6e\u6b21\u7684\u5bf9\u8bdd\u72b6\u6001\uff1b<\/section>\n<\/li>\n<li>\n<section>\u786e\u5b9a\u7528\u6237\u4f55\u65f6\u7ed3\u675f\u5bf9\u8bdd\uff08\u5e76\u671f\u5f85 LLM \u7684\u54cd\u5e94\uff09\uff1b<\/section>\n<\/li>\n<li>\n<section>\u5904\u7406\u7528\u6237\u4e2d\u65ad LLM \u8f93\u51fa\uff1b<\/section>\n<\/li>\n<li>\n<section>\u7528\u6237\u8bed\u97f3\u7684\u6587\u672c\u8f6c\u5f55\u3001\u51fd\u6570\u8c03\u7528\u548c LLM \u4e0a\u4e0b\u6587\u7684\u64cd\u4f5c\u5bf9\u4e8e\u8bb8\u591a\u7528\u4f8b\u4e5f\u5f88\u91cd\u8981\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>OpenAI \u7684\u5b9e\u65f6 API \u901a\u8fc7\u5b9a\u4e49\u4e00\u7cfb\u5217\u901a\u8fc7 WebSocket \u8fde\u63a5\u53d1\u9001\u548c\u63a5\u6536\u7684\u4e8b\u4ef6\u6765\u5b9e\u73b0\u8fd9\u4e9b\u529f\u80fd\u3002\u8be5 API \u5305\u62ec 9 \u79cd\u5ba2\u6237\u7aef\u4e8b\u4ef6\uff08\u4ece\u5ba2\u6237\u7aef\u53d1\u9001\u5230\u670d\u52a1\u5668\u7684\u4e8b\u4ef6\uff09\u548c 28 \u79cd\u670d\u52a1\u5668\u4e8b\u4ef6\uff08\u4ece\u670d\u52a1\u5668\u53d1\u9001\u5230\u5ba2\u6237\u7aef\u7684\u4e8b\u4ef6\uff09\u3002\u4ee5\u4e0b\u662f\u6240\u6709 37 \u4e2a\u4e8b\u4ef6\u7684 Pydantic \u4e8b\u4ef6\u5b9a\u4e49\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3262ed5956e0e70690c439bae18bcb01.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-3262ed5956e0e70690c439bae18bcb01.png\"><\/a><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0https:\/\/github.com\/pipecat-ai\/pipecat\/blob\/main\/src\/pipecat\/services\/openai_realtime_beta\/events.py<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u8fd9\u4e2a\u4e8b\u4ef6\u7ed3\u6784\u6709\u5f88\u591a\u4f18\u70b9\u3002Python \u4e2d\u5305\u62ec\u6240\u6709\u5bfc\u5165\u548c asyncio \u6837\u677f\u7684\u6700\u5c0f\u547d\u4ee4\u884c\u5ba2\u6237\u7aef\u5927\u7ea6\u53ea\u6709 75 \u884c\u4ee3\u7801\u3002<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-46180a7805bf9f48f4d47cbebb60b283.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-46180a7805bf9f48f4d47cbebb60b283.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 https:\/\/x.com\/kwindla\/status\/1843118281911308355<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u97f3\u9891\u4ee5 base64 \u7f16\u7801\u5757\u7684\u5f62\u5f0f\u53d1\u9001\u548c\u63a5\u6536\uff0c\u5d4c\u5165\u5728 input_audio_buffer.append \u548c audio.delta \u4e8b\u4ef6\u4e2d\u3002<\/section>\n<section><\/section>\n<section>API \u5f53\u524d\u652f\u6301\u672a\u538b\u7f29\u7684 16 \u4f4d\u300124khz \u97f3\u9891\u548c\u538b\u7f29\u7684 G.711 \u97f3\u9891\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>G.711 \u4ec5\u7528\u4e8e\u7535\u8bdd\u7528\u4f8b\uff1b\u4e0e\u5176\u4ed6\u66f4\u73b0\u4ee3\u7684\u7f16\u89e3\u7801\u5668\u9009\u9879\u76f8\u6bd4\uff0c\u97f3\u9891\u8d28\u91cf\u76f8\u5bf9\u8f83\u5dee\u3002<\/section>\n<\/li>\n<li>\n<section>\u672a\u538b\u7f29\u7684 16 \u4f4d\u300124khz \u97f3\u9891\u7684\u6bd4\u7279\u7387\u4e3a 384 \u5343\u6bd4\u7279 \/ \u79d2\u3002base64 \u7f16\u7801\u5f00\u9500\u5c06\u6807\u79f0\u6bd4\u7279\u7387\u63a8\u9ad8\u81f3\u7ea6 500 kbs\u3002\u4f46 permessage-deflate \u6807\u51c6\u538b\u7f29\u5c06\u4f7f\u6bd4\u7279\u7387\u964d\u81f3 300-400 kbs\u3002<\/section>\n<\/li>\n<li>\n<section>\u5982\u679c\u4f60\u5173\u5fc3\u7684\u662f\u5b9e\u73b0\u5b9e\u65f6\u5ef6\u8fdf\uff0c\u90a3\u4e48 300kbs \u7684\u5a92\u4f53\u6d41\u6bd4\u4eba\u4eec\u901a\u5e38\u5e0c\u671b\u901a\u8fc7 WebSocket \u8fde\u63a5\u53d1\u9001\u7684\u5a92\u4f53\u6d41\u8981\u5927\u3002\u6211\u4eec\u5728\u540e\u6587\u4e5f\u4f1a\u8c08\u8c08\u5ef6\u8fdf\u548c WebSockets\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u5ef6\u8fdf<\/strong><\/section>\n<section><\/section>\n<section>\u4eba\u7c7b\u5e0c\u671b\u5728\u6b63\u5e38\u5bf9\u8bdd\u4e2d\u5f97\u5230\u5feb\u901f\u54cd\u5e94\uff0c\u5bf9\u8bdd\u7684\u54cd\u5e94\u65f6\u95f4\u4e3a 500 \u6beb\u79d2\u662f\u6b63\u5e38\u7684\uff0cAI \u957f\u65f6\u95f4\u7684\u505c\u987f\u4f1a\u8ba9\u4eba\u611f\u89c9\u4e0d\u81ea\u7136\u3002<\/section>\n<section><\/section>\n<section>\u6240\u4ee5\u5982\u679c\u4f60\u6b63\u5728\u6784\u5efa\u5bf9\u8bdd\u5f0f AI \u5e94\u7528\u7a0b\u5e8f\uff0c\u8bed\u97f3\u5230\u8bed\u97f3\u7684\u5ef6\u8fdf\u5927\u6982\u662f 800 \u6beb\u79d2\u3002\u5c3d\u7ba1\u5f53\u4eca\u7684 LLM \u5f88\u96be\u59cb\u7ec8\u5982\u4e00\u5730\u5b9e\u73b0\u8fd9\u4e00\u70b9\u3002<\/section>\n<section><\/section>\n<section>OpenAI Realtime API \u63d0\u4f9b\u4e86\u975e\u5e38\u597d\u7684\u63a8\u7406\u5ef6\u8fdf\u6548\u679c\u3002\u5bf9\u4e8e\u4f4d\u4e8e\u7f8e\u56fd\u7684\u5ba2\u6237\uff0cAPI \u7684\u7b2c\u4e00\u4e2a\u5b57\u8282\u65f6\u95f4\u7ea6\u4e3a 500 \u6beb\u79d2\u3002\u5982\u679c\u6211\u4eec\u7684\u76ee\u6807\u662f\u603b\u8bed\u97f3\u5230\u8bed\u97f3\u5ef6\u8fdf\u4e3a 800 \u6beb\u79d2\uff0c\u90a3\u4e48\u97f3\u9891\u5904\u7406\u548c\u77ed\u8bed\u7aef\u70b9\u5927\u7ea6\u9700\u8981 300 \u6beb\u79d2\u3002\u5728\u7406\u60f3\u6761\u4ef6\u4e0b\uff0c\u8fd9\u51e0\u4e4e\u662f\u4e00\u9879\u4e0d\u53ef\u80fd\u5b8c\u6210\u7684\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section>\u6d4b\u91cf\u8bed\u97f3\u5230\u8bed\u97f3\u5ef6\u8fdf\u7684\u8fc7\u7a0b\u5341\u5206\u7b80\u5355\u3002\u4f60\u53ea\u9700\u5f55\u5236\u5bf9\u8bdd\uff0c\u5c06\u5f55\u97f3\u5bfc\u5165\u97f3\u9891\u7f16\u8f91\u8f6f\u4ef6\uff0c\u89c2\u5bdf\u97f3\u9891\u6ce2\u5f62\uff0c\u5e76\u6d4b\u91cf\u4ece\u7528\u6237\u8bed\u97f3\u7ed3\u675f\u5230 LLM \u8bed\u97f3\u8f93\u51fa\u5f00\u59cb\u4e4b\u95f4\u7684\u65f6\u95f4\u3002\u5982\u679c\u4f60\u6b63\u5728\u5f00\u53d1\u6253\u7b97\u5b9e\u9645\u6295\u4ea7\u7684\u5bf9\u8bdd\u5f0f\u8bed\u97f3\u5e94\u7528\uff0c\u5b9a\u671f\u76d1\u63a7\u5ef6\u8fdf\u6570\u636e\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002\u5728\u8fd9\u4e9b\u6d4b\u8bd5\u4e2d\u52a0\u5165\u6a21\u62df\u7f51\u7edc\u6570\u636e\u5305\u4e22\u5931\u548c\u6296\u52a8\u7684\u529f\u80fd\uff0c\u5c06\u4f1a\u52a0\u5206\u3002<\/section>\n<section><\/section>\n<section>\u4ee5\u7f16\u7a0b\u65b9\u5f0f\u6d4b\u91cf\u771f\u6b63\u7684\u8bed\u97f3\u5230\u8bed\u97f3\u5ef6\u8fdf\u5177\u6709\u6311\u6218\u6027\uff0c\u56e0\u4e3a\u90e8\u5206\u5ef6\u8fdf\u53d1\u751f\u5728\u64cd\u4f5c\u7cfb\u7edf\u5185\u90e8\u6df1\u5904\u3002\u56e0\u6b64\uff0c\u5927\u591a\u6570\u53ef\u89c2\u5bdf\u6027\u5de5\u5177\u4ec5\u6d4b\u91cf\u63a8\u7406\u5230\u7b2c\u4e00\u4e2a\u5b57\u8282\u7684\u65f6\u95f4\u3002\u8fd9\u662f\u603b\u8bed\u97f3\u5230\u8bed\u97f3\u5ef6\u8fdf\u7684\u5408\u7406\u4ee3\u7406\uff0c\u4f46\u8bf7\u6ce8\u610f\uff0c\u6b64\u6d4b\u91cf\u4e0d\u5305\u62ec\u77ed\u8bed\u7aef\u70b9\u65f6\u95f4\uff08\u8bf7\u53c2\u9605\u4e0b\u4e00\u8282\uff09\u3002<\/section>\n<section><\/section>\n<section>\u8bb8\u591a\u300c\u5c0f\u300d\u4e8b\u60c5\u53ef\u80fd\u4f1a\u5f15\u53d1\u5ef6\u8fdf\u7684\u300c\u8774\u8776\u6548\u5e94\u300d\u3002\u4f8b\u5982\uff0c\u84dd\u7259\u97f3\u9891\u8bbe\u5907\u53ef\u80fd\u4f1a\u589e\u52a0\u51e0\u767e\u6beb\u79d2\u7684\u5ef6\u8fdf\u3002\u6709\u5173\u5bfc\u81f4\u5728 Web \u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\u7684\u8bed\u97f3\u5230\u8bed\u97f3\u5e94\u7528\u7a0b\u5e8f\u4e2d\u5ef6\u8fdf\u7684\u6240\u6709\u56e0\u7d20\u7684\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605\u6b64\u63a8\u6587\u3001\u535a\u5ba2\u4ee5\u53ca AI.Engineer \u7684\u6f14\u8bb2\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u63a8\u6587\u94fe\u63a5\uff1ahttps:\/\/x.com\/kwindla\/status\/1806129490411900940<\/section>\n<\/li>\n<li>\n<section>\u535a\u5ba2\u94fe\u63a5\uff1ahttps:\/\/www.daily.co\/blog\/the-worlds-fastest-voice-bot\/<\/section>\n<\/li>\n<\/ul>\n<section><span data-cover=\"http%3A%2F%2Fmmbiz.qpic.cn%2Fsz_mmbiz_jpg%2FKmXPKA19gWicV0L32icjicaCYOmKHLSPBpoDgyGB85n8xqBgiarnZgOl1zQBTvhHPgGYbRib1U27LADvlF6OtcXN3ZA%2F0%3Fwx_fmt%3Djpeg\" data-mpvid=\"wxv_3735803029581266951\" data-ratio=\"1.7777777777777777\" data-src=\"https:\/\/mp.weixin.qq.com\/mp\/readtemplate?t=pages\/video_player_tmpl&amp;auto=0&amp;vid=wxv_3735803029581266951\" data-vh=\"371.8125\" data-vidtype=\"2\" data-vw=\"661\" data-w=\"1920\"><\/p>\n<div data-key=\"wxv_3735803029581266951\">\n<div data-v-010f46be=\"\">\n<div data-v-010f46be=\"\" data-v-960a6ffa=\"\">\n<div data-v-960a6ffa=\"\"><a href=\"https:\/\/mp.weixin.qq.com\/s\/PtoOUTxwksE74wRZliwEjg?token=1937837474&amp;lang=zh_CN\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-aad094e7bd40fb7171001aa8a9e0cc8b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-aad094e7bd40fb7171001aa8a9e0cc8b.png\"><\/a><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/span><\/section>\n<section><strong>\u53e5\u5c3e\u68c0\u6d4b\u4e0e\u6253\u65ad<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5bf9\u8bdd\u4e2d\uff0c\u4eba\u4eec\u4f1a\u8f6e\u6d41\u8bf4\u8bdd\u3002\u5728\u8bed\u97f3 AI \u5e94\u7528\u4e2d\uff0c\u5bf9\u8bdd\u53cc\u65b9\u4e1d\u6ed1\u5730\u5207\u6362\u56de\u5408\u9700\u8981\u505a\u5230\u4e24\u90e8\u5206\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5e94\u7528\u5224\u65ad\u4eba\u7c7b\u662f\u5426\u5df2\u7ecf\u8bf4\u5b8c\uff0c\u5f00\u59cb\u671f\u5f85\u7cfb\u7edf\u7684\u54cd\u5e94\u3002\u8fd9\u88ab\u79f0\u4e3a\u77ed\u8bed\u7ec8\u70b9\u68c0\u6d4b\u6216\u56de\u5408\u68c0\u6d4b\uff08turn detection\uff09\u3002\u5927\u591a\u6570\u5e94\u7528\u90fd\u4f1a\u5c1d\u8bd5\u81ea\u52a8\u68c0\u6d4b\u4e00\u4e2a\u56de\u5408\u7ed3\u675f\u4e86\uff0c\u4f46\u6709\u4e9b\u5e94\u7528\u4f1a\u5728\u754c\u9762\u4e0a\u8bbe\u7f6e\u6309\u94ae\uff0c\u7528\u6237\u6309\u4f4f\u6309\u94ae\u624d\u80fd\u8bf4\u8bdd\uff0c\u677e\u5f00\u6309\u94ae\u8868\u793a\u8bf4\u8bdd\u7ed3\u675f\u3002<\/section>\n<\/li>\n<li>\n<section>\u5982\u679c\u7528\u6237\u5728 LLM \u8bf4\u8bdd\u65f6\u6253\u65ad\u4e86\u5b83\uff0c\u4e00\u822c\u6765\u8bf4\uff0c\u7cfb\u7edf\u5e94\u8be5\u7acb\u5373\u505c\u6b62\u64ad\u653e LLM \u7684\u8bed\u97f3\u8f93\u51fa\u3002\u7136\u800c\uff0c\u5bf9\u4e8e\u4e00\u4e9b\u5e94\u7528\u573a\u666f\uff0c\u8fd9\u79cd\u884c\u4e3a\u9700\u8981\u662f\u53ef\u914d\u7f6e\u7684\uff1a\u6709\u65f6\u5019\uff0c\u5373\u4f7f\u7528\u6237\u6253\u65ad\u4e86 LLM\uff0c\u4e5f\u5e0c\u671b LLM \u80fd\u628a\u8bdd\u8bf4\u5b8c\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>OpenAI \u5b9e\u65f6 API \u5185\u7f6e\u4e86\u81ea\u52a8\u53e5\u5c3e\u68c0\u6d4b\u548c\u5904\u7406\u6253\u65ad\u7684\u529f\u80fd\u3002\u8fd9\u4e9b\u529f\u80fd\u7531 VAD\uff08Voice Activity Detection\uff09\u5b9e\u73b0\u3002\u81ea\u52a8\u8f6e\u6b21\u68c0\u6d4b\u9ed8\u8ba4\u662f\u5f00\u542f\u7684\uff0c\u4f46\u53ef\u4ee5\u968f\u65f6\u5173\u95ed\u3002<\/section>\n<section><\/section>\n<section>\u4ee5\u4e0b\u662f OpenAI \u5173\u4e8e\u81ea\u52a8\u8f6e\u6b21\u68c0\u6d4b\u7684\u6587\u6863\u94fe\u63a5\uff1a<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0038cb9ce77d9fefaf94eb7fb2207994.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0038cb9ce77d9fefaf94eb7fb2207994.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0https:\/\/platform.openai.com\/docs\/guides\/realtime\/realtime-api-beta#input-audio-buffer<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u6709\u591a\u79cd VAD \u53c2\u6570\u53ef\u914d\u7f6e\uff0c\u5176\u4e2d\u6700\u91cd\u8981\u7684\u662f silence_duration_ms\uff0c\u5373\u7528\u6237\u505c\u6b62\u8bf4\u8bdd\u540e\uff0cVAD \u7b49\u5f85\u7684\u65f6\u95f4\u957f\u5ea6\uff08\u4ee5\u6beb\u79d2\u4e3a\u5355\u4f4d\uff09\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8fd9\u6bb5\u65f6\u95f4\u540e\uff0c\u4f1a\u89e6\u53d1 input_audio_buffer.speech_stopped \u4e8b\u4ef6\u5e76\u5f00\u59cb\u63a8\u7406\u3002<\/section>\n<section><\/section>\n<section>OpenAI \u5728\u670d\u52a1\u5668\u7aef\u7ef4\u62a4\u4e86\u4e00\u4e2a\u97f3\u9891\u7f13\u51b2\u533a\uff0c\u5e94\u7528\u7a0b\u5e8f\u53ef\u4ee5\u901a\u8fc7\u53d1\u9001 input_audio_buffer.append \u4e8b\u4ef6\u6301\u7eed\u5730\u6dfb\u52a0\u97f3\u9891\u5e27\u3002\u5728\u81ea\u52a8\u8f6e\u6b21\u68c0\u6d4b\u6a21\u5f0f\u4e0b\uff0c\u5e94\u7528\u7a0b\u5e8f\u53ea\u9700\u6301\u7eed\u53d1\u9001\u97f3\u9891\u6570\u636e\uff0c\u4f9d\u9760 OpenAI \u670d\u52a1\u5668\u7aef\u7684 VAD \u6765\u8bc6\u522b\u7528\u6237\u4f55\u65f6\u5f00\u59cb\u548c\u505c\u6b62\u8bf4\u8bdd\u3002<\/section>\n<section><\/section>\n<section>\u5f53\u7528\u6237\u505c\u6b62\u8bf4\u8bdd\u65f6\uff0c\u4f1a\u89e6\u53d1\u591a\u4e2a API \u4e8b\u4ef6\uff0cLLM \u968f\u5373\u5f00\u59cb\u751f\u6210\u54cd\u5e94\u3002\u82e5\u7528\u6237\u518d\u6b21\u5f00\u59cb\u8bf4\u8bdd\uff0c\u4efb\u4f55\u6b63\u5728\u8fdb\u884c\u7684\u54cd\u5e94\u5c06\u88ab\u4e2d\u65ad\uff0c\u97f3\u9891\u8f93\u51fa\u4e5f\u4f1a\u88ab\u6e05\u9664\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u65b9\u6cd5\u975e\u5e38\u7b80\u5355\u9ad8\u6548\uff08\u65e0\u9700\u7f16\u5199\u4efb\u4f55\u5ba2\u6237\u7aef\u4ee3\u7801\uff09\uff0c\u5e76\u4e14\u6548\u679c\u663e\u8457\u3002\u7136\u800c\uff0c\u5728\u4ee5\u4e0b\u4e09\u79cd\u60c5\u51b5\u4e0b\uff0c\u5e94\u7528\u53ef\u80fd\u4f1a\u9009\u62e9\u5173\u95ed OpenAI \u7684\u81ea\u52a8\u8f6e\u6b21\u68c0\u6d4b\u529f\u80fd\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u4e0d\u5e0c\u671b\u5141\u8bb8\u5e94\u7528\u88ab\u6253\u65ad\u65f6<\/section>\n<\/li>\n<li>\n<section>\u50cf\u5fae\u4fe1\u4e00\u6837\u300c\u6309\u952e\u8bf4\u8bdd\u300d\u6837\u5f0f\u7684\u7528\u6237\u754c\u9762<\/section>\n<\/li>\n<li>\n<section>\u5f00\u53d1\u8005\u4f7f\u7528\u5176\u4ed6\u53e5\u5c3e\u68c0\u6d4b\u65b9\u6cd5<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section>\u7981\u7528 OpenAI \u7684\u81ea\u52a8\u8f6e\u6b21\u68c0\u6d4b\u529f\u80fd\u540e\uff0c\u5ba2\u6237\u7aef\u9700\u5728\u7528\u6237\u8bed\u97f3\u56de\u5408\u7ed3\u675f\u65f6\u53d1\u9001\u4e24\u4e2a Realtime API \u4e8b\u4ef6\uff1ainput_audio_buffer.commit \u548c response.create\u3002<\/section>\n<section><\/section>\n<section>\u4ee5\u4e0b\u662f\u5728\u7528\u6237\u5f00\u59cb\u8bf4\u8bdd\u65f6\uff0c\u5982\u4f55\u8c03\u7528\u8fd9\u4e24\u4e2a\u4e8b\u4ef6\u7684 Pipecat \u4ee3\u7801\u793a\u4f8b\uff1a<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-827d865105cf82effd5684bae9b213a9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-827d865105cf82effd5684bae9b213a9.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 https:\/\/github.com\/pipecat-ai\/pipecat\/blob\/main\/src\/pipecat\/services\/openai_realtime_beta\/openai.py#L145<\/sup><\/em><\/section>\n<section><\/section>\n<section>OpenAI VAD \u4f3c\u4e4e\u6bd4 Pipecat \u4e2d\u7684\u9ed8\u8ba4\u77ed\u8bed\u7aef\u70b9\u5b9e\u73b0\u5bf9\u80cc\u666f\u566a\u97f3\u66f4\u654f\u611f\u3002Pipecat \u4f7f\u7528\u8f93\u5165\u97f3\u9891\u80fd\u91cf\u7684\u5e73\u6ed1\u8fd0\u884c\u5e73\u5747\u503c\u6765\u76f8\u5bf9\u4e8e\u80cc\u666f\u566a\u97f3\u81ea\u52a8\u8c03\u5e73\u3002\u5b83\u8fd8\u4f1a\u5ffd\u7565\u97f3\u9891\u4e2d\u7684\u77ed\u5c16\u5cf0\uff0c\u5373\u4f7f\u5b83\u4eec\u5177\u6709\u76f8\u5f53\u9ad8\u7684\u8bed\u97f3\u7f6e\u4fe1\u5ea6\uff0c\u5e76\u652f\u6301\u9ad8\u7ea7\u97f3\u9891\u5904\u7406\u3002<\/section>\n<section><\/section>\n<section>OpenAI \u7684 silence_duration_ms \u53c2\u6570\u9ed8\u8ba4\u4e3a 500ms\uff0cPipecat \u5c06\u8fd9\u4e2a\u53c2\u6570\u79f0\u4e3a stop_secs\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u6298\u8877\u65b9\u6848\uff0c\u4ecb\u4e8e LLM \u54cd\u5e94\u65f6\u95f4\u8fc7\u957f\u548c LLM \u54cd\u5e94\u8fc7\u5feb\u4e4b\u95f4\u3002\u5bf9\u4e8e\u67d0\u4e9b\u7528\u4f8b\uff0c\u6700\u597d\u9009\u62e9\u8f83\u957f\u7684\u9759\u97f3\u6301\u7eed\u65f6\u95f4\u3002\u4f8b\u5982\uff0c\u5728\u5de5\u4f5c\u9762\u8bd5\u73af\u5883\u4e2d\uff0c\u8ba9\u4eba\u4eec\u5728\u8c08\u8bdd\u65f6\u6709\u66f4\u591a\u65f6\u95f4\u601d\u8003\u4ed6\u4eec\u7684\u7b54\u6848\u901a\u5e38\u4f1a\u63d0\u4f9b\u66f4\u597d\u7684\u4f53\u9a8c\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c800ms \u751a\u81f3 1s \u90fd\u662f\u7406\u60f3\u7684\u3002<\/section>\n<section><\/section>\n<section>\u4f7f\u7528\u6807\u51c6 VAD \u65f6\uff0c\u9664\u4e86\u8bed\u97f3 AI \u6f14\u793a\u4e4b\u5916\uff0c\u6211\u4eec\u901a\u5e38\u4e0d\u5efa\u8bae\u5c06\u8bbe\u7f6e\u8bbe\u7f6e\u4e3a\u4f4e\u4e8e 500 \u6beb\u79d2\uff01\u6709\u4e00\u4e9b\u6280\u672f\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u4e0a\u4e0b\u6587\u611f\u77e5\u77ed\u8bed\u7aef\u70b9\u6765\u8865\u5145\u6807\u51c6 VAD\uff0c\u6216\u8fdb\u884c\u63a8\u6d4b\uff08\u8d2a\u5a6a\uff09\u63a8\u7406\uff0c\u6216\u4e24\u8005\u517c\u800c\u6709\u4e4b\uff0c\u4ece\u800c\u83b7\u5f97\u66f4\u5feb\u7684\u54cd\u5e94\u65f6\u95f4\u3002\u8fd9\u4e9b\u6280\u672f\u8d85\u51fa\u4e86\u672c\u6587\u7684\u8303\u56f4\uff0c\u4f46\u5982\u679c\u60a8\u5bf9\u5b83\u4eec\u611f\u5174\u8da3\uff0cPipecat Discord \u662f\u4e00\u4e2a\u95f2\u901b\u7684\u597d\u5730\u65b9\u3002<\/section>\n<section><\/section>\n<section>Pipecat \u7684\u57fa\u672c VAD \u5b9e\u73b0\u5728\u8fd9\u91cc\uff1a<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-6152a7939b3d55e7ccfd0ea31becf8e9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-6152a7939b3d55e7ccfd0ea31becf8e9.png\"><\/a><sup>https:\/\/github.com\/pipecat-ai\/pipecat\/blob\/1d4be0139aeff2ee8cc214c81ae00e5948e35977\/src\/pipecat\/audio\/vad\/vad_analyzer.py#L86<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u7ba1\u7406\u4e0a\u4e0b\u6587<\/strong><\/section>\n<section><\/section>\n<section>\u591a\u8f6e\u5bf9\u8bdd\u662f\u4e00\u7cfb\u5217\u7528\u6237\u8f93\u5165\u548c LLM \u54cd\u5e94\u3002<\/section>\n<section><\/section>\n<section>LLM \u672c\u8eab\u662f\u65e0\u72b6\u6001\u7684\uff0c\u56e0\u6b64\u6bcf\u6b21\u6709\u7528\u6237\u8f93\u5165\u65f6\uff0c\u90fd\u9700\u8981\u5c06\u6240\u6709\u76f8\u5173\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u53d1\u9001\u5230 LLM\u3002\u5982\u679c\u4f60\u4e4b\u524d\u6784\u5efa\u8fc7\u5bf9\u8bdd\u5f0f LLM \u5e94\u7528\u7a0b\u5e8f\uff08\u6587\u672c\u6216\u8bed\u97f3\uff09\uff0c\u4f60\u4f1a\u719f\u6089\u8ddf\u8e2a\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u5e76\u4f7f\u7528\u8be5\u5386\u53f2\u8bb0\u5f55\u521b\u5efa\u4e0d\u65ad\u589e\u52a0\u7684\u300c\u4e0a\u4e0b\u6587\u300d\u3002<\/section>\n<section><\/section>\n<section>OpenAI Realtime API \u4e3a\u4f60\u8fdb\u884c\u5bf9\u8bdd\u7ba1\u7406\uff0c\u6709\u4e24\u4e2a\u5de8\u5927\u7684\u597d\u5904\uff1a\u66f4\u7b80\u5355\u7684\u4ee3\u7801\u548c\u66f4\u4f4e\u7684\u5ef6\u8fdf\u3002<\/section>\n<section><\/section>\n<section>\u4ee3\u7801\u66f4\u7b80\u5355\uff0c\u56e0\u4e3a\u4f60\u4e0d\u5fc5\u8ddf\u8e2a\u5e94\u7528\u7a0b\u5e8f\u4e2d\u7684\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u3002<\/section>\n<section><\/section>\n<section>\u5ef6\u8fdf\u8f83\u4f4e\u6709\u51e0\u4e2a\u539f\u56e0\u3002\u6bcf\u6b21\u4f60\u5e0c\u671b LLM \u751f\u6210\u54cd\u5e94\u65f6\uff0c\u4e0d\u5fc5\u91cd\u65b0\u53d1\u9001\u5927\u578b\u4e0a\u4e0b\u6587\u3002\u8fd9\u8282\u7701\u4e86\u4e00\u4e9b\u7f51\u7edc\u5f00\u9500\u3002\u6b64\u5916\uff0c\u5f53\u524d\u7684\u97f3\u9891\u8f93\u5165\u53ef\u4ee5\u6d41\u5f0f\u4f20\u8f93\u5230 OpenAI \u670d\u52a1\u5668\uff0c\u4ee5\u4fbf\u5728\u8bf7\u6c42\u63a8\u7406\u65f6\u7acb\u5373\u4f7f\u7528\u3002\u6700\u540e\uff0cOpenAI \u53ef\u4ee5\u5b9e\u73b0\u4e0a\u4e0b\u6587\u7f13\u5b58\u7b49\u5185\u90e8\u4f18\u5316\u3002\u8fd9\u4e00\u5207\u5e26\u6765\u4e00\u6b21\u5de8\u5927\u7684\u80dc\u5229\uff01<\/section>\n<section><\/section>\n<section>\u6709\u4e24\u4e2a\u9650\u5236\u9700\u8981\u6ce8\u610f\uff1a\u6700\u5927\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e3a 128000 tokens\uff0c\u5355\u4e2a\u5bf9\u8bdd\u7684\u6700\u5927\u65f6\u95f4\u4e3a 15 \u5206\u949f\u3002<\/section>\n<section><\/section>\n<section>\u5728\u97f3\u9891\u5bf9\u8bdd\u4e2d\uff0c\u4f60\u4e0d\u592a\u53ef\u80fd\u9047\u5230 token \u9650\u5236\u3002\u97f3\u9891\u6bcf\u5206\u949f\u4f7f\u7528\u5927\u7ea6 800 tokens\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c15 \u5206\u949f\u65f6\u957f\u5bf9\u4e8e\u67d0\u4e9b\u5e94\u7528\u7a0b\u5e8f\u53ef\u80fd\u662f\u4e00\u4e2a\u9650\u5236\u3002<\/section>\n<section><\/section>\n<section>\u76ee\u524d\u65e0\u6cd5\u901a\u8fc7 OpenAI Realtime API \u68c0\u7d22\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u3001\u5c06\u300c\u52a9\u624b\u300d\u97f3\u9891\u6d88\u606f\u52a0\u8f7d\u5230\u4e0a\u4e0b\u6587\u4e2d\u6216\u53ef\u9760\u5730\u52a0\u8f7d\u591a\u6d88\u606f\u5386\u53f2\u8bb0\u5f55\u3002<\/section>\n<section><\/section>\n<section>\u53c2\u9605\u6b64\u5b58\u50a8\u5e93\u4ee5\u83b7\u53d6\u6d4b\u8bd5\u7528\u4f8b\uff1ahttps:\/\/github.com\/kwindla\/openai-realtime-test-cases<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-2750d442f6a4987ce0765022640c2294.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-2750d442f6a4987ce0765022640c2294.png\"><\/a><\/section>\n<section>\u4e0d\u8fc7\uff0c\u5b9e\u73b0\u6301\u4e45\u5bf9\u8bdd\u548c\u957f\u65f6\u95f4\u5bf9\u8bdd\u662f\u53ef\u80fd\u7684\u3002\u4f60\u9700\u8981\u5c06\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u4fdd\u5b58\u4e3a\u6587\u672c\u3002\u7136\u540e\uff0c\u5728\u91cd\u65b0\u542f\u52a8\u5bf9\u8bdd\u65f6\uff0c\u53d1\u9001\u5b8c\u6574\u7684\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\uff08\u548c\u9002\u5f53\u7684\u63d0\u793a\uff09\u4f5c\u4e3a\u65b0\u5bf9\u8bdd\u4e2d\u7684\u7b2c\u4e00\u6761\u6d88\u606f\u3002<\/section>\n<section><\/section>\n<section>\u4ee5\u4e0b\u662f Pipecat \u4ee3\u7801\uff0c\u5b83\u4f7f\u7528 OpenAI HTTP API \u652f\u6301\u7684\u76f8\u540c\u6d88\u606f\u5217\u8868\u683c\u5f0f\u6765\u521d\u59cb\u5316\u5bf9\u8bdd\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e4b48d36c1a4e17ffba34679c928ac2f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e4b48d36c1a4e17ffba34679c928ac2f.png\"><\/a><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 https:\/\/github.com\/pipecat-ai\/pipecat\/blob\/main\/src\/pipecat\/services\/openai_realtime_beta\/context.py#L76<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5173\u4e8e\u4e0a\u4e0b\u6587\u7ba1\u7406\u7684\u5176\u4ed6\u4e00\u4e9b\u4e8b\u60c5\u4e5f\u503c\u5f97\u8ba8\u8bba\u3002<\/section>\n<section><\/section>\n<section>LLM \u7684\u97f3\u9891\u751f\u6210\u901f\u5ea6\u6bd4\u8bed\u97f3\u8f93\u51fa\u901f\u5ea6\u66f4\u5feb\u3002OpenAI \u5c06\u670d\u52a1\u5668\u7aef LLM \u54cd\u5e94\u6dfb\u52a0\u5230\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u4e2d\uff0c\u901f\u5ea6\u4e0e\u751f\u6210\u7684\u901f\u5ea6\u4e00\u6837\u5feb\u3002\u4f46\u8bb2\u8bdd\u7684\u64ad\u653e\u901f\u5ea6\u8f83\u6162\u3002\u5982\u679c\u7528\u6237\u4e2d\u65ad LLM\uff0c\u5219\u7528\u6237\u5c06\u53ea\u80fd\u542c\u5230 LLM \u54cd\u5e94\u7684\u4e00\u90e8\u5206\u3002\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u60a8\u5e0c\u671b\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u4ec5\u5305\u542b\u7528\u6237\u5b9e\u9645\u542c\u5230\u7684 LLM \u54cd\u5e94\u90e8\u5206\u3002<\/section>\n<section><\/section>\n<section>\u60a8\u9700\u8981\u53d1\u9001\u5bf9\u8bdd.item.truncate \u4e8b\u4ef6\u4ee5\u5f3a\u5236\u670d\u52a1\u5668\u7aef\u4e0a\u4e0b\u6587\u5339\u914d\u7528\u6237\u542c\u5230\u7684\u97f3\u9891\u8303\u56f4\u3002\u8bf7\u6ce8\u610f\uff0c\u65e0\u8bba\u60a8\u662f\u5426\u4f7f\u7528\u81ea\u52a8\u8f6c\u5f2f\u68c0\u6d4b (server_vad)\uff0c\u60a8\u90fd\u9700\u8981\u6267\u884c\u6b64\u64cd\u4f5c\u3002<\/section>\n<section><\/section>\n<section>\u4ee5\u4e0b\u662f Pipecat \u4ee3\u7801\uff0c\u7528\u4e8e\u8ba1\u7b97\u7528\u6237\u542c\u5230\u7684\u97f3\u9891\u7684\u6301\u7eed\u65f6\u95f4\u5e76\u8c03\u7528\u5bf9\u8bdd.item.truncate\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a212aeb571ca190a2e4ae45adbe78584.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-a212aeb571ca190a2e4ae45adbe78584.png\"><\/a><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0https:\/\/github.com\/pipecat-ai\/pipecat\/blob\/main\/src\/pipecat\/services\/openai_realtime_beta\/context.py#L49<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u8bb8\u591a\u7528\u4f8b\u6765\u8bf4\uff0c\u7528\u6237\u8f93\u5165\u548c LLM \u8f93\u51fa\u7684\u8f6c\u5f55\u90fd\u5f88\u91cd\u8981\u3002\u4fdd\u5b58\u5bf9\u8bdd\u4ee5\u4fbf\u7528\u6237\u7a0d\u540e\u53ef\u4ee5\u8fd4\u56de\u5c31\u662f\u4e00\u4e2a\u4f8b\u5b50\u3002\u8bb8\u591a\u4f01\u4e1a\u7528\u4f8b\u9700\u8981\u5bf9\u8bdd\u8bb0\u5f55\u6765\u6ee1\u8db3\u5185\u5bb9\u5ba1\u6838\u3001\u540e\u5904\u7406\u9700\u6c42\u6216\u5408\u89c4\u6027\u539f\u56e0\u3002<\/section>\n<section><\/section>\n<section>OpenAI Realtime API \u59cb\u7ec8\u63d0\u4f9b LLM \u8f93\u51fa\u7684\u8f6c\u5f55\u3002\u8f93\u5165\u8f6c\u5f55\u9ed8\u8ba4\u5173\u95ed\uff0c\u4f46\u53ef\u4ee5\u901a\u8fc7\u5728\u914d\u7f6e\u4f1a\u8bdd\u65f6\u8bbe\u7f6e input_audio_transcription \u5b57\u6bb5\u6765\u542f\u7528\u3002<\/section>\n<section><\/section>\n<section>\u8f93\u51fa\u8f6c\u5f55\u7531 LLM \u672c\u5730\u751f\u6210\uff0c\u4e0e\u97f3\u9891\u8f93\u51fa\u7d27\u5bc6\u5339\u914d\u3002\u8f93\u5165\u8f6c\u5f55\u7531\u5355\u72ec\u7684\u6a21\u578b\u751f\u6210\uff0c\u5e76\u4e0d\u603b\u662f\u4e0e\u6a21\u578b \u201c\u542c\u5230\u201d \u7684\u5185\u5bb9\u5339\u914d\u3002\u5bf9\u4e8e\u67d0\u4e9b\u7528\u4f8b\u6765\u8bf4\uff0c\u8fd9\u53ef\u80fd\u662f\u4e00\u4e2a\u95ee\u9898\u3002\u5982\u679c\u8f6c\u5f55\u6570\u636e\u5305\u542b\u8bed\u8a00\u5b57\u6bb5\uff0c\u8fd9\u4e5f\u4f1a\u5f88\u6709\u7528\u3002\uff08\u8bb8\u591a\u8bed\u97f3\u4eba\u5de5\u667a\u80fd\u7528\u4f8b\u90fd\u662f\u591a\u8bed\u8a00\u7684\u3002\uff09<\/section>\n<section><\/section>\n<section>\u76ee\u524d\u8fd8\u6ca1\u6709\u529e\u6cd5\u5c06\u8f93\u51fa\u8f6c\u5f55\u4e0e\u8bed\u97f3\u5b9a\u65f6\u5bf9\u9f50\u3002\u8fd9\u4f7f\u5f97\u5f53\u7528\u6237\u4e2d\u65ad\u65f6\u5f88\u96be\u622a\u65ad\u6587\u672c\u8f93\u51fa\uff0c\u5e76\u4e14\u5f88\u96be\u6784\u5efa\u8bf8\u5982\u5355\u8bcd\u7cbe\u786e\u7684\u6d41\u6587\u672c\u5b57\u5e55\u4e4b\u7c7b\u7684\u4e1c\u897f\u3002<\/section>\n<section><\/section>\n<section>\u8f93\u5165\u97f3\u9891\u8f6c\u5f55\u4e5f\u53ef\u80fd\u843d\u540e\u4e8e\u6a21\u578b\u8f93\u51fa\u51e0\u79d2\u949f\u3002\u5982\u679c\u60a8\u9700\u8981\u4f7f\u7528\u8f6c\u5f55\u8fdb\u884c\u5185\u5bb9\u5ba1\u6838\uff0c\u60a8\u53ef\u80fd\u9700\u8981\u4f7f\u7528\u60a8\u81ea\u5df1\u7684\u8f6c\u5f55\u6a21\u578b\u548c\u95e8\u77ed\u8bed\u7ec8\u7ed3\u4e8e\u8f6c\u5f55\u5b8c\u6210\u6216\u5185\u5bb9\u5ba1\u6838\u68c0\u67e5\u672c\u8eab\u4e4b\u540e\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u8bf7\u6ce8\u610f Realtime API \u6d88\u606f\u7684\u5185\u5bb9\u683c\u5f0f\u4e0e OpenAI HTTP API \u7684\u683c\u5f0f\u4e0d\u540c\u3002\u4ee5\u4e0b\u662f\u4ece HTTP API \u683c\u5f0f\u8f6c\u6362\u4e3a Realtime API \u683c\u5f0f\u7684 Pipecat \u4ee3\u7801\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b48aceea5d9c6e842175f2a2971059bd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b48aceea5d9c6e842175f2a2971059bd.png\"><\/a><\/section>\n<section><strong>\u51fd\u6570\u8c03\u7528<\/strong><\/section>\n<section><\/section>\n<section>\u51fd\u6570\u8c03\u7528\u5728 OpenAI Realtime API \u4e2d\u8fd0\u884c\u5f97\u975e\u5e38\u597d\uff08\u6240\u6709 GPT-4 \u7cfb\u5217\u6a21\u578b\u90fd\u662f\u5982\u6b64\uff09\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4e0e\u5bf9\u8bdd\u6d88\u606f\u7684\u683c\u5f0f\u4e00\u6837\uff0c\u5de5\u5177\u683c\u5f0f\u4e0e OpenAI HTTP API \u7565\u6709\u4e0d\u540c\u3002<\/section>\n<\/li>\n<li>\n<section>\u6b64 HTTP API \u5de5\u5177\u5217\u8868\uff08\u53ea\u6709\u4e00\u4e2a\u6761\u76ee\uff09\uff1a<\/section>\n<\/li>\n<\/ul>\n<section>\n<pre data-lang=\"makefile\"><section><code>tools = [<\/code><\/section><section><code>    {<\/code><\/section><section><code>        \"type\": \"function\",<\/code><\/section><section><code>        \"function\": {<\/code><\/section><section><code>            \"name\": \"get_current_weather\",<\/code><\/section><section><code>            \"description\": \"Get the current weather in a given location\",<\/code><\/section><section><code>            \"parameters\": {<\/code><\/section><section><code>                \"type\": \"object\",<\/code><\/section><section><code>                \"properties\": {<\/code><\/section><section><code>                    \"location\": {<\/code><\/section><section><code>                        \"type\": \"string\",<\/code><\/section><section><code>                        \"description\": \"The city and state, e.g. San Francisco, CA\",<\/code><\/section><section><code>                    },<\/code><\/section><section><code>                },<\/code><\/section><section><code>                \"required\": [\"location\"],<\/code><\/section><section><code>            }<\/code><\/section><section><code>        }<\/code><\/section><section><code>    }<\/code><\/section><section><code>]<\/code><\/section><\/pre>\n<\/section>\n<section><\/section>\n<section>\u6210\u4e3a\u5b9e\u65f6 API \u4e2d\u7684\u5de5\u5177\u5217\u8868\uff1a<\/section>\n<section>\n<pre data-lang=\"makefile\"><code>tools = [<\/code>\r\n<code>    {<\/code>\r\n<code>        \"type\": \"function\",<\/code>\r\n<code>        \"name\": \"get_current_weather\",<\/code>\r\n<code>        \"description\": \"Get the current weather\",<\/code>\r\n<code>        \"parameters\": {<\/code>\r\n<code>            \"type\": \"object\",<\/code>\r\n<code>            \"properties\": {<\/code>\r\n<code>                \"location\": {<\/code>\r\n<code>                    \"type\": \"string\",<\/code>\r\n<code>                    \"description\": \"The city and state, e.g. San Francisco, CA\",<\/code>\r\n<code>                },<\/code>\r\n<code>                \"format\": {<\/code>\r\n<code>                    \"type\": \"string\",<\/code>\r\n<code>                    \"enum\": [\"celsius\", \"fahrenheit\"],<\/code>\r\n<code>                    \"description\": \"The temperature unit to use. Infer this from the users location.\",<\/code><code> <\/code>\r\n<code>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0},<\/code>\r\n<code>            },<\/code>\r\n<code>            \"required\": [\"location\", \"format\"],<\/code>\r\n<code>        },<\/code>\r\n<code>    }<\/code>\r\n<code>]<\/code><\/pre>\n<\/section>\n<section><\/section>\n<section>\u53ef\u4ee5\u901a\u8fc7\u4e24\u79cd\u65b9\u5f0f\u4ece API \u83b7\u53d6\u51fd\u6570\u8c03\u7528\u4e8b\u4ef6\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u901a\u8fc7\u6d41\u4e8b\u4ef6 response.function_call_arguments.delta \u548c function_call_arguments.done<\/section>\n<\/li>\n<li>\n<section>\u4f5c\u4e3a response.done \u4e8b\u4ef6\u7684\u4e00\u90e8\u5206<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5982\u679c\u60a8\u4ece HTTP API \u8fdb\u884c\u79fb\u690d\u5e76\u5e0c\u671b\u4fdd\u7559\u5c3d\u53ef\u80fd\u591a\u7684\u73b0\u6709\u4ee3\u7801\u7ed3\u6784\uff0c\u5219\u6d41\u4e8b\u4ef6\u53ef\u80fd\u4f1a\u5f88\u6709\u7528\u3002\u4f46\u4ee4\u4eba\u9ad8\u5174\u7684\u662f\uff0cRealtime API \u4f7f\u5f97\u4ece response.done \u4e8b\u4ef6\u4e2d\u63d0\u53d6\u51fd\u6570\u8c03\u7528\u7ed3\u6784\u53d8\u5f97\u975e\u5e38\u7b80\u5355\u3002\u6d41\u5bf9\u4e8e\u51fd\u6570\u8c03\u7528\u6765\u8bf4\u5e76\u4e0d\u662f\u5f88\u6709\u7528 \u2014\u2014 \u5728\u8c03\u7528\u51fd\u6570\u4e4b\u524d\uff0c\u60a8\u9700\u8981\u5b8c\u6574\u7684\u51fd\u6570\u8c03\u7528\u7ed3\u6784 \u2014\u2014 \u5e76\u4e14\u5728\u4f7f\u7528 HTTP API \u65f6\uff0c\u4ece\u6d41\u5f0f\u54cd\u5e94\u5757\u4e2d\u7ec4\u88c5\u51fd\u6570\u8c03\u7528\u6570\u636e\u4e00\u76f4\u662f\u4e00\u4e2a\u5c0f\u9ebb\u70e6\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u9762\u662f\u4ece response.done \u4e8b\u4ef6\u7684\u8f93\u51fa\u5b57\u6bb5\u4e2d\u63d0\u53d6\u51fd\u6570\u8c03\u7528\u4fe1\u606f\u7684 Pipecat \u4ee3\u7801\uff1ahttps:\/\/github.com\/pipecat-ai\/pipecat\/blob\/main\/src\/pipecat\/services\/openai_realtime_beta\/openai.py#L469<\/section>\n<section><\/section>\n<section><strong>\u6210\u672c<\/strong><\/section>\n<section><\/section>\n<section>\u5bf9\u8bdd\u5f0f AI \u7684\u4f7f\u7528\u573a\u666f\uff0c\u6210\u672c\u901a\u5e38\u4f1a\u968f\u7740\u4f1a\u8bdd\u957f\u5ea6\u5448\u6307\u6570\u589e\u957f\u3002<\/section>\n<section><\/section>\n<section>\u5927\u591a\u6570\u5bf9\u8bdd\u5f0f AI \u5e94\u7528\u548c API \u90fd\u4f1a\u5728\u6bcf\u6b21\u63a8\u7406\u8bf7\u6c42\u4e2d\u4f7f\u7528\u5b8c\u6574\u7684\u4f1a\u8bdd\u5386\u53f2\uff0cOpenAI \u5b9e\u65f6 API \u4e5f\u4e0d\u4f8b\u5916\u3002<\/section>\n<section><\/section>\n<section>\u4e0d\u8fc7\uff0cOpenAI \u5b9e\u65f6 API \u80fd\u591f\u81ea\u52a8\u7f13\u5b58\u5e76\u91cd\u590d\u5229\u7528\u5df2\u53d1\u9001\u7684\u8f93\u5165 tokens\u3002\u7f13\u5b58\u7684\u97f3\u9891 tokens \u6210\u672c\u6bd4\u975e\u7f13\u5b58\u7684\u4f4e 80%\uff0c\u5728\u957f\u5bf9\u8bdd\u4e2d\u8fd9\u53ef\u4ee5\u5927\u5e45\u964d\u4f4e\u6210\u672c\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u822c\u7684\u5bf9\u8bdd\u6210\u672c\uff1a<\/section>\n<section>\n<pre data-lang=\"bash\"><section><code> -  1 minute  \u2014 $0.11<\/code><\/section><section><code>  -  2 minutes - $0.26<\/code><\/section><section><code>  -  5 minutes - $0.92<\/code><\/section><section><code>\u00a0<\/code><code>  - 10 minutes - $2.68<\/code><\/section><section><code>  - 15 minutes - $5.28<\/code><\/section><\/pre>\n<\/section>\n<section><\/section>\n<section>OpenAI \u4e0d\u4f1a\u4e3a\u63a5\u8fd1\u9759\u97f3\u7684\u97f3\u9891\u8f93\u5165\u751f\u6210 tokens\u3002\u6210\u672c\u4f30\u7b97\u57fa\u4e8e\u5047\u8bbe\u5bf9\u8bdd\u4e2d 70% \u7684\u65f6\u95f4\u662f\u7528\u6237\u5b9e\u9645\u8bf4\u8bdd\u7684\u65f6\u95f4\u3002\u5982\u679c\u5b9e\u9645\u8bf4\u8bdd\u65f6\u95f4\u6bd4\u4f8b\u66f4\u4f4e\uff0c\u6210\u672c\u4f1a\u76f8\u5e94\u964d\u4f4e\u3002<\/section>\n<section><\/section>\n<section>\u9884\u8ba1 OpenAI \u4f1a\u6301\u7eed\u964d\u4f4e\u5b9e\u65f6 API \u7684\u6210\u672c\u3002\u4f46\u5982\u679c\u4f60\u7684\u9884\u7b97\u7d27\u5f20\uff0c\u53ef\u4ee5\u8003\u8651\u6bcf\u9694\u51e0\u8f6e\u5bf9\u8bdd\u91cd\u7f6e\u4e0a\u4e0b\u6587\uff0c\u7528\u6587\u672c\u66ff\u6362\u97f3\u9891\u6d88\u606f\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528\u6458\u8981\u529f\u80fd\u8fdb\u4e00\u6b65\u51cf\u5c11\u8f93\u5165 tokens \u7684\u6570\u91cf\u3002<\/section>\n<section><\/section>\n<section>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u6210\u672c\u8ba1\u7b97\u5668\u8868\u683c\uff0c\u4f60\u53ef\u4ee5\u8c03\u6574\u5176\u4e2d\u7684\u53c2\u6570\u7b97\u4e00\u7b97\u8f93\u5165 token \u7684\u6210\u672c\uff1ahttps:\/\/docs.google.com\/spreadsheets\/d\/1EL-mjqlmj4ehug8BjmgmAFm9uFZtZXY9N9EvqLm8Ebc\/edit?usp=sharing<\/section>\n<section><\/section>\n<section><strong>WebSockets \u8fd8\u662f WebRTC\uff1f<\/strong><\/section>\n<section><\/section>\n<section>OpenAI \u5b9e\u65f6 API \u4f7f\u7528 WebSockets \u8fdb\u884c\u7f51\u7edc\u4f20\u8f93\u3002<\/section>\n<section><\/section>\n<section>WebSockets \u975e\u5e38\u9002\u5408\u7528\u4e8e\u670d\u52a1\u5668\u4e4b\u95f4\u7684\u901a\u4fe1\uff0c\u5c24\u5176\u662f\u5728\u5bf9\u5ef6\u8fdf\u8981\u6c42\u4e0d\u9ad8\u7684\u573a\u666f\u4e2d\uff0c\u4ee5\u53ca\u5728\u539f\u578b\u5f00\u53d1\u548c\u4e00\u822c\u6027\u5f00\u53d1\u6d4b\u8bd5\u4e2d\u3002<\/section>\n<section><\/section>\n<section>\u5982\u679c\u4f60\u6b63\u5728\u5f00\u53d1\u4e00\u4e2a\u57fa\u4e8e OpenAI \u5b9e\u65f6 API \u7684\u6d4f\u89c8\u5668\u6216\u539f\u751f\u79fb\u52a8\u5e94\u7528\uff0c\u5e76\u4e14\u5bf9\u4f1a\u8bdd\u5ef6\u8fdf\u6709\u4e25\u683c\u8981\u6c42\uff0c\u5efa\u8bae\u4f7f\u7528 WebRTC \u8fde\u63a5\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u7528 WebRTC \u5c06\u97f3\u9891\u4ece\u4f60\u7684\u5e94\u7528\u53d1\u9001\u5230\u670d\u52a1\u5668\uff0c\u63a5\u6536\u97f3\u9891\uff0c\u7136\u540e\u5728\u670d\u52a1\u5668\u7aef\u76f4\u63a5\u8c03\u7528 OpenAI \u5b9e\u65f6 API\u3002<\/section>\n<section><\/section>\n<section>Pipecat \u652f\u6301 WebRTC\u3001WebSockets \u548c HTTP \u4f20\u8f93\uff0c\u53ef\u4ee5\u8f7b\u677e\u6784\u5efa\u300c\u5ba2\u6237\u7aef\u300d\u2014\u2014\u300c\u670d\u52a1\u5668\u300d\u2014\u2014 [\u63a8\u7406\u670d\u52a1\u5668] \u7684\u67b6\u6784\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u5bf9\u4e8e\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u5ba2\u6237\u7aef \u2014\u2014 \u670d\u52a1\u5668\u5b9e\u65f6\u5a92\u4f53\u8fde\u63a5\uff0c\u4e0d\u63a8\u8350\u4f7f\u7528 WebSockets\u3002\u7406\u7531\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<section>WebSockets \u57fa\u4e8e TCP \u534f\u8bae\uff0c\u56e0\u6b64\u97f3\u9891\u6d41\u4f1a\u9047\u5230\u300c\u9996\u963b\u585e\u95ee\u9898\u300d\u3002\u5982\u679c\u67d0\u4e2a\u6570\u636e\u5305\u5ef6\u8fdf\uff0c\u540e\u7eed\u7684\u6570\u636e\u5305\u4e5f\u4f1a\u88ab\u963b\u585e\u3002\u6b64\u5916\uff0cTCP \u534f\u8bae\u4f1a\u5c1d\u8bd5\u91cd\u65b0\u53d1\u9001\u4e22\u5931\u7684\u6570\u636e\u5305\uff0c\u4f46\u5728\u5b9e\u65f6\u573a\u666f\u4e2d\uff0c\u5982\u679c\u8fd9\u4e9b\u6570\u636e\u5305\u5230\u8fbe\u65f6\u5df2\u7ecf\u8fc7\u671f\uff0c\u5c31\u6beb\u65e0\u610f\u4e49\uff0c\u8fd8\u53ef\u80fd\u8fdb\u4e00\u6b65\u589e\u52a0\u5ef6\u8fdf\u3002<\/section>\n<section><\/section>\n<section>\u7528 WebRTC \u5c31\u53ef\u4ee5\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u3002\u9996\u5148\uff0cWebRTC \u4f7f\u7528\u7684 Opus \u97f3\u9891\u7f16\u89e3\u7801\u5668\u4e0e WebRTC \u7684\u5e26\u5bbd\u4f30\u7b97\u548c\u6570\u636e\u5305\u8c03\u5ea6\uff08\u62e5\u585e\u63a7\u5236\uff09\u903b\u8f91\u7d27\u5bc6\u7ed3\u5408\u3002\u8fd9\u4f7f\u5f97 WebRTC \u97f3\u9891\u6d41\u80fd\u591f\u5f88\u597d\u5730\u9002\u5e94\u5404\u79cd\u73b0\u5b9e\u7f51\u7edc\u73af\u5883\u3002<\/section>\n<section><\/section>\n<section>Opus \u97f3\u9891\u7f16\u89e3\u7801\u5668\u5177\u6709\u975e\u5e38\u4f18\u79c0\u7684\u524d\u5411\u7ea0\u9519\u80fd\u529b\uff0c\u80fd\u6709\u6548\u5904\u7406\u97f3\u9891\u6d41\u4e2d\u7684\u4e22\u5305\u95ee\u9898\uff0c\u4fdd\u6301\u97f3\u9891\u7a33\u5b9a\uff0c\uff08\u4e0d\u8fc7\uff0c\u8fd9\u9700\u8981\u7f51\u7edc\u80fd\u53ca\u65f6\u4e22\u5f03\u5ef6\u8fdf\u7684\u6570\u636e\u5305\u4e14\u6ca1\u6709\u9996\u963b\u585e\u95ee\u9898\u624d\u884c\uff09\u3002<\/section>\n<section><\/section>\n<section>WebRTC \u53d1\u9001\u548c\u63a5\u6536\u7684\u97f3\u9891\u4f1a\u81ea\u52a8\u6dfb\u52a0\u65f6\u95f4\u6233\uff0c\u56e0\u6b64\u64ad\u653e\u548c\u4e2d\u65ad\u903b\u8f91\u7684\u5b9e\u73b0\u90fd\u53d8\u5f97\u975e\u5e38\u7b80\u5355\u3002\u800c\u5728 WebSockets \u4e2d\uff0c\u5904\u7406\u8d77\u6765\u5219\u8981\u56f0\u96be\u5f97\u591a\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c WebRTC \u81ea\u5e26\u51fa\u8272\u7684\u56de\u58f0\u6d88\u9664\u3001\u566a\u58f0\u6d88\u51cf\u548c\u81ea\u52a8\u589e\u76ca\u63a7\u5236\u529f\u80fd\u3002\u5982\u679c\u4f7f\u7528 WebSockets\uff0c\u5219\u9700\u8981\u81ea\u5df1\u60f3\u529e\u6cd5\u5c06\u8fd9\u4e9b\u97f3\u9891\u5904\u7406\u529f\u80fd\u96c6\u6210\u5230\u5e94\u7528\u4e2d\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u5728\u957f\u8ddd\u79bb\u7f51\u7edc\u4f20\u8f93\u4e2d\uff0c\u5ef6\u8fdf\u548c\u4e0d\u7a33\u5b9a\u6027\u662f\u4e0d\u53ef\u907f\u514d\u7684\u3002\u4e3a\u4e86\u51cf\u5c11\u8fd9\u4e9b\u95ee\u9898\uff0c\u53ef\u4ee5\u901a\u8fc7\u300c\u9760\u8fd1\u7528\u6237\u7684\u4e2d\u8f6c\u8282\u70b9\u300d\uff08\u8def\u7531\u5668\uff09\u4f18\u5316\u8fde\u63a5\uff0c\u4ece\u800c\u63d0\u5347\u5b9e\u65f6\u5a92\u4f53\u7684\u6027\u80fd\uff0c\u800c WebRTC \u5e73\u53f0\u4f1a\u81ea\u52a8\u5e2e\u4f60\u5b8c\u6210\u8fd9\u90e8\u5206\u4f18\u5316\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5982\u679c\u4f60\u5bf9\u5a92\u4f53\u4f20\u8f93\u7f51\u7edc\u534f\u8bae\u7684\u8bbe\u8ba1\u611f\u5174\u8da3\uff0c\u53ef\u4ee5\u53c2\u8003\u8fd9\u7bc7\u5173\u4e8e RTMP\u3001HLS \u548c WebRTC \u7684\u6280\u672f\u6982\u89c8\uff1a<\/section>\n<section>https:\/\/www.daily.co\/blog\/video-live-streaming\/<\/section>\n<\/li>\n<li>\n<section>\u5982\u679c\u60f3\u6df1\u5165\u4e86\u89e3 WebRTC \u7684\u8def\u7531\u673a\u5236\uff0c\u53ef\u4ee5\u53c2\u8003 Daily \u8be6\u89e3\u5176\u5168\u7403 WebRTC \u57fa\u7840\u8bbe\u65bd\u7684\u6587\u7ae0\uff1a<\/section>\n<section>https:\/\/www.daily.co\/blog\/global-mesh-network\/<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u56de\u58f0\u6d88\u9664\u548c\u97f3\u9891\u5904\u7406<\/strong><\/section>\n<section><\/section>\n<section>\u51e0\u4e4e\u6240\u6709\u652f\u6301\u5bf9\u8bdd\u7684\u8bed\u97f3\u5e94\u7528\u90fd\u9700\u8981\u5904\u7406\u97f3\u9891\u7684\u529f\u80fd\uff0c\u7279\u522b\u662f\u56de\u58f0\u6d88\u9664\u3002<\/section>\n<section><\/section>\n<section>Media Capture and Streams API \u4e3a Chrome\u3001Safari \u548c Edge \u6d4f\u89c8\u5668\u63d0\u4f9b\u4e86\u76f8\u5bf9\u6210\u719f\u53ef\u9760\u7684\u56de\u58f0\u6d88\u9664\u529f\u80fd\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u653e\u5fc3\u4f7f\u7528\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u5f3a\u70c8\u5efa\u8bae\u4e0d\u8981\u5c06 Firefox \u4f5c\u4e3a\u5f00\u53d1\u548c\u6d4b\u8bd5\u7684\u6d4f\u89c8\u5668\u3002Firefox \u7684\u56de\u58f0\u6d88\u9664\u548c\u97f3\u9891\u6d41\u7ba1\u7406\u529f\u80fd\u8f83\u5dee\u4e14\u4e0d\u7a33\u5b9a\u3002\u4f60\u53ef\u80fd\u5f97\u82b1\u8d39\u5927\u91cf\u65f6\u95f4\u4fee\u590d Firefox \u7684\u7279\u6709 bug\uff0c\u800c\u8fd9\u4e9b\u95ee\u9898\u5728\u5176\u4ed6\u6d4f\u89c8\u5668\u4e2d\u5b8c\u5168\u4e0d\u5b58\u5728\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u5efa\u8bae\u4f18\u5148\u9488\u5bf9 Chrome \u548c Safari \u5f00\u53d1\u529f\u80fd\uff0c\u540e\u7eed\u518d\u8003\u8651\u662f\u5426\u8981\u9002\u914d Firefox\u3002<\/section>\n<section><\/section>\n<section>\u6d4f\u89c8\u5668\u7684 WebRTC \u548c\u539f\u751f SDK \u901a\u5e38\u4f1a\u9ed8\u8ba4\u5f00\u542f\u9ad8\u8d28\u91cf\u7684\u56de\u58f0\u6d88\u9664\u3001\u6d88\u51cf\u5e95\u566a\u548c\u81ea\u52a8\u589e\u76ca\u63a7\u5236\u529f\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u56de\u58f0\u6d88\u9664\u5fc5\u987b\u5728\u5ba2\u6237\u7aef\u8bbe\u5907\u4e0a\u5b8c\u6210\uff0c\u800c\u5176\u4ed6\u7c7b\u578b\u7684\u97f3\u9891\u5904\u7406\u53ef\u4ee5\u5728\u670d\u52a1\u5668\u7aef\u5b9e\u73b0\u3002<\/section>\n<section><\/section>\n<section>\u4f8b\u5982\uff0cPipecat \u96c6\u6210\u4e86 Krisp \u7684\u964d\u566a\u548c\u5206\u79bb\u8bf4\u8bdd\u4eba\u6a21\u578b\uff0c\u53ef\u4ee5\u5728\u670d\u52a1\u5668\u7aef\u5904\u7406\u97f3\u9891\u3002<\/section>\n<section><\/section>\n<section><strong>API \u8bbe\u8ba1\u7684\u9898\u5916\u8bdd<\/strong><\/section>\n<section><\/section>\n<section>\u6bcf\u4e2a API \u90fd\u662f\u5de5\u7a0b\u7684\u4ea7\u7269\uff0c\u8981\u6743\u8861\u8f6f\u4ef6\u8bbe\u8ba1\u548c\u5f00\u53d1\u4e2d\u7684\u5404\u79cd\u9650\u5236\u3002<\/section>\n<section><\/section>\n<section>\u4f18\u79c0\u7684 API \u529b\u6c42\u9700\u6c42\u660e\u786e\uff0c\u627e\u5230\u529f\u80fd\u7ec6\u5206\u7684\u300c\u9ec4\u91d1\u70b9\u300d\uff0c\u53ef\u4ee5\u8ba9\u7b80\u5355\u7684\u4e8b\u60c5\u66f4\u7b80\u5355\uff0c\u4e5f\u80fd\u8ba9\u590d\u6742\u7684\u4e8b\u60c5\u6210\u4e3a\u53ef\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u628a OpenAI \u5b9e\u65f6 API \u96c6\u6210\u5230 Pipecat \u4e2d\u662f\u4e00\u4ef6\u5f88\u6709\u8da3\u7684\u4e8b\u60c5\u3002\u8fd9\u4e24\u79cd\u652f\u6301\u5bf9\u8bdd\u5f0f\u8bed\u97f3 AI \u7684\u65b9\u6cd5\u6709\u5f88\u591a\u76f8\u540c\u4e4b\u5904\u3002<\/section>\n<section><\/section>\n<section>OpenAI \u7684\u4e8b\u4ef6\uff08event\uff09\u53ef\u4ee5\u76f4\u63a5\u6620\u5c04\u6210 Pipecat \u7684\u5e27\u7c7b\u578b\u3002OpenAI \u5b9e\u65f6 API \u89e3\u51b3\u7684\u95ee\u9898\u7c7b\u578b\u6216\u5173\u6ce8\u7684\u9886\u57df\uff0c\u4e0e Pipecat \u7528\u6237\u5df2\u7ecf\u4e60\u60ef\u7684\u95ee\u9898\u975e\u5e38\u76f8\u4f3c\uff0c\u5bf9 OpenAI \u7684\u8bbe\u8ba1\u4f1a\u5f88\u719f\u6089\uff0c\u4e0d\u9700\u8981\u82b1\u592a\u591a\u65f6\u95f4\u53bb\u9002\u5e94\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u5b83\u4eec\u5728\u8bbe\u8ba1\u7684\u5e95\u5c42\u67b6\u6784\u4e0a\u6709\u5f88\u5927\u7684\u5dee\u5f02\uff0c\u8fd9\u79cd\u5dee\u5f02\u53ef\u80fd\u662f\u56e0\u4e3a\u4e24\u8005\u7684\u5b9a\u4f4d\u548c\u4f7f\u7528\u573a\u666f\u4e0d\u540c\u3002<\/section>\n<section><\/section>\n<section>OpenAI \u5b9e\u65f6 API \u7684\u4e8b\u4ef6\u67b6\u6784\u53ef\u4ee5\u8f7b\u677e\u96c6\u6210\u5230\u4efb\u4f55\u7f16\u7a0b\u8bed\u8a00\u6216\u6846\u67b6\u4e2d\u3002\u53d1\u9001\u4e8b\u4ef6\u65f6\uff0c\u53ea\u9700\u4f20\u8f93\u4e00\u4e9b JSON\uff08\u6216\u7c7b\u4f3c\u683c\u5f0f\uff09\u6570\u636e\uff1b\u63a5\u6536\u4e8b\u4ef6\u65f6\uff0c\u901a\u8fc7\u8bfb\u53d6\u5faa\u73af\u5c06\u6570\u636e\u5206\u53d1\u5230\u76f8\u5e94\u51fd\u6570\u5373\u53ef\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u6bd4\u4e4b\u4e0b\uff0cPipecat \u662f\u4e00\u79cd\u6570\u636e\u6d41\u67b6\u6784\uff0c\u53d7\u591a\u5e74\u6765\u591a\u5a92\u4f53\u6570\u636e\u5904\u7406\u6846\u67b6\uff08\u5982 GStreamer\uff09\u7684\u5f71\u54cd\u8f83\u5927\uff0c\u5728\u8bbe\u8ba1\u4e0a\u5f3a\u8c03\u6a21\u5757\u5316\u548c\u6d41\u6c34\u7ebf\u5316\u3002<\/section>\n<section><\/section>\n<section>\u5728 OpenAI \u5b9e\u65f6 API \u4e2d\uff0c\u6838\u5fc3\u6784\u5efa\u5757\u662f\u300c\u4e8b\u4ef6\uff08event\uff09\u300d\uff1b\u5728 Pipecat \u4e2d\uff0c\u6838\u5fc3\u6784\u5efa\u5757\u662f\u300c\u5e27\u5904\u7406\u5668\uff08frame processor\uff09\u300d\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u4e2a Pipecat \u4e2d\u7684\u8bed\u97f3\u5230\u8bed\u97f3\u5faa\u73af\u53ef\u80fd\u770b\u8d77\u6765\u662f\u8fd9\u6837\u7684\uff1a<\/section>\n<section>\n<pre data-lang=\"makefile\"><section><code>pipeline = Pipeline(<\/code><\/section><section><code>    [<\/code><\/section><section><code>        transport.input(),<\/code><\/section><section><code>\u00a0<\/code><code>        context_aggregator.user(),<\/code><\/section><section><code>        openai_realtime_llm,<\/code><\/section><section><code>\u00a0<\/code><code>        context_aggregator.assistant(),<\/code><\/section><section><code>        transport.output()<\/code><\/section><section><code>    ]<\/code><\/section><section><code>)<\/code><\/section><\/pre>\n<\/section>\n<section><\/section>\n<section>\u5728\u6b64\u57fa\u7840\u4e0a\u6dfb\u52a0\u8bed\u97f3\u8f6c\u6587\u672c\u548c\u6587\u672c\u8f6c\u8bed\u97f3\u7684\u5904\u7406\u5668\uff0c\u8fd9\u79cd\u67b6\u6784\u53ef\u4ee5\u517c\u5bb9\u4efb\u4f55\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u3002<\/section>\n<section>\n<pre data-lang=\"makefile\"><section><code>pipeline = Pipeline(<\/code><\/section><section><code>    [<\/code><\/section><section><code>        transport.input(),<\/code><\/section><section><code>\u00a0<\/code><code>        context_aggregator.user(),<\/code><\/section><section><code>        stt,<\/code><\/section><section><code>        llm,<\/code><\/section><section><code>        tts,<\/code><\/section><section><code>\u00a0<\/code><code>        context_aggregator.assistant(),<\/code><\/section><section><code>        transport.output()<\/code><\/section><section><code>    ]<\/code><\/section><section><code>)<\/code><\/section><\/pre>\n<\/section>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u66f4\u590d\u6742\u7684 Pipecat \u6d41\u7a0b\uff0c\u6574\u5408\u4e86\u591a\u79cd\u529f\u80fd\u6a21\u5757\uff0c\u80fd\u591f\u9ad8\u6548\u5730\u5904\u7406\u5ba2\u6237\u7aef\u547d\u4ee4\u548c\u4e8b\u4ef6\u3002\u901a\u8fc7 Webhook \u5b9e\u73b0\u51fd\u6570\u8c03\u7528\uff0c \u5185\u7f6e\u4e86\u5904\u7406\u8ba1\u8d39\u3001\u76d1\u63a7\u6d41\u7a0b\uff0c\u9519\u8bef\u7ba1\u7406\u529f\u80fd\u3002<\/p>\n<section>\n<pre data-lang=\"makefile\"><section><code>pipeline = Pipeline(<\/code><\/section><section><code>    [<\/code><\/section><section><code>        el,<\/code><\/section><section><code>        transport.input(),<\/code><\/section><section><code>        rtvi,<\/code><\/section><section><code>        user_aggregator,<\/code><\/section><section><code>        openai_realtime_llm,<\/code><\/section><section><code>        rtvi_speaking,<\/code><\/section><section><code>        rtvi_user_transcription,<\/code><\/section><section><code>        rtvi_bot_llm,<\/code><\/section><section><code>        rtvi_bot_transcription,<\/code><\/section><section><code>        webhooks_processor,<\/code><\/section><section><code>        ml,<\/code><\/section><section><code>        rtvi_metrics,<\/code><\/section><section><code>        transport.output(),<\/code><\/section><section><code>        rtvi_bot_tts,<\/code><\/section><section><code>        assistant_aggregator,<\/code><\/section><section><code>    ]<\/code><\/section><section><code>)<\/code><\/section><\/pre>\n<\/section>\n<section><\/section>\n<section>\u5b9e\u65f6\u8bed\u97f3 API \u9700\u8981\u5224\u65ad\u4f60\u7684\u8bdd\u5728\u54ea\u91cc\u7ed3\u675f\uff0c\u597d\u63a5\u4e0a\u5bf9\u8bdd\u3002\u4ee5\u4e0b\u4e00\u4e2a\u662f\u51cf\u5c11\u5ef6\u8fdf\u7684\u5b9e\u9a8c\u6027\u65b9\u6848\u3002<\/section>\n<section><\/section>\n<section>\u5176\u4e2d\uff0c\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b\uff08VAD\uff09\u8d1f\u8d23\u542c\u58f0\u97f3\u6709\u6ca1\u6709\u505c\u4e0b\u6765\uff0cLLM \u6765\u5224\u65ad\u521a\u624d\u8bf4\u7684\u662f\u4e0d\u662f\u5b8c\u6574\u7684\u4e00\u53e5\u8bdd\uff0c\u662f\u4e0d\u662f\u6709\u8bdd\u6ca1\u8bf4\u5b8c\u3002\u8fd9\u4e24\u4e2a\u5224\u65ad\u5c06\u653e\u5728\u5e76\u884c\u7684\u5b50\u6d41\u7a0b\u4e2d\u540c\u65f6\u8fd0\u884c\u3002<\/section>\n<section>\n<pre data-lang=\"makefile\"><section><code>pipeline = Pipeline(<\/code><\/section><section><code>    [<\/code><\/section><section><code>        transport.input(),<\/code><\/section><section><code>        stt,<\/code><\/section><section><code>        context_aggregator.user(),<\/code><\/section><section><code>        ParallelPipeline(<\/code><\/section><section><code>            [<\/code><\/section><section><code>                # Pass everything except UserStoppedSpeaking to the elements after<\/code><\/section><section><code>                # this ParallelPipeline<\/code><\/section><section><code>                FunctionFilter(filter=block_user_stopped_speaking),<\/code><\/section><section><code>            ],<\/code><\/section><section><code>            [<\/code><\/section><section><code>                # Ignore everything except an OpenAILLMContextFrame. Pass a specially constructed<\/code><\/section><section><code>                # LLMMessagesFrame to the statement classifier LLM. The only frame this<\/code><\/section><section><code>                # sub-pipeline will output is a UserStoppedSpeakingFrame.<\/code><\/section><section><code>                statement_judge_context_filter,<\/code><\/section><section><code>                statement_llm,<\/code><\/section><section><code>                completeness_check,<\/code><\/section><section><code>            ],<\/code><\/section><section><code>            [<\/code><\/section><section><code>                # Block everything except OpenAILLMContextFrame and LLMMessagesFrame<\/code><\/section><section><code>                FunctionFilter(filter=pass_only_llm_trigger_frames),<\/code><\/section><section><code>                llm,<\/code><\/section><section><code>                bot_output_gate,  # Buffer all llm output until notified.<\/code><\/section><section><code>            ],<\/code><\/section><section><code>        ),<\/code><\/section><section><code>        tts,<\/code><\/section><section><code>        user_idle,<\/code><\/section><section><code>        transport.output(),<\/code><\/section><section><code>        context_aggregator.assistant(),<\/code><\/section><section><code>    ]<\/code><\/section><section><code>)<\/code><\/section><\/pre>\n<\/section>\n<p><strong>\u66f4\u591a\u8d44\u6e90<\/strong><\/p>\n<section>OpenAI \u7684\u5b9e\u65f6 API \u6587\u6863\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>https:\/\/platform.openai.com\/docs\/guides\/realtime\/realtime-api-beta#quickstart<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>API \u53c2\u8003\u6587\u6863\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>https:\/\/platform.openai.com\/docs\/api-reference\/realtime<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4f18\u79c0\u7684\u5b9e\u65f6 API \u63a7\u5236\u53f0\u5e94\u7528\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>https:\/\/github.com\/openai\/openai-realtime-console<\/section>\n<\/li>\n<li>\n<section>@swyx \u7684\u7b80\u5316\u7248\uff1ahttps:\/\/github.com\/swyxio\/simple-realtime-console<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>Pipecat \u4ee3\u7801\uff0c\u53ef\u4ee5\u901a\u8fc7 Pipecat \u6765\u8c03\u7528 OpenAI \u7684\u5b9e\u65f6\u529f\u80fd\uff0c\u5c24\u5176\u662f\u5176\u4e2d\u7684 Pydantic \u6a21\u7248\u53ef\u80fd\u5bf9\u5176\u4ed6\u9879\u76ee\u7279\u522b\u6709\u7528\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>https:\/\/github.com\/pipecat-ai\/pipecat\/tree\/main\/src\/pipecat\/services\/openai_realtime_beta<\/section>\n<\/li>\n<\/ul>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-10-4\" target=\"_blank\">OpenAI\u5de5\u7a0b\u5e08\u4eb2\u81ea\u4fee\u8ba2\uff1a\u7528ChatGPT\u5b9e\u65f6\u8bed\u97f3API\u6784\u5efa\u5e94\u7528<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:OpenAI\u5de5\u7a0b\u5e08\u4eb2\u81ea [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[73,68,67],"class_list":["post-37686","post","type-post","status-publish","format-standard","hentry","category-news","tag-73","tag-68","tag-67"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>OpenAI\u5de5\u7a0b\u5e08\u4eb2\u81ea\u4fee\u8ba2\uff1a\u7528ChatGPT\u5b9e\u65f6\u8bed\u97f3API\u6784\u5efa\u5e94\u7528 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=37686\" \/>\n<script type=\"application\/ld+json\" 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