{"id":34723,"date":"2025-08-02T10:06:36","date_gmt":"2025-08-02T02:06:36","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=34723"},"modified":"2025-08-02T10:06:36","modified_gmt":"2025-08-02T02:06:36","slug":"genai-processors","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/genai-processors\/","title":{"rendered":"GenAI Processors\uff1a\u8f7b\u91cf\u7ea7Python\u5e93\u652f\u6301\u9ad8\u6548\u5e76\u884c\u5904\u7406\u591a\u6a21\u6001\u5185\u5bb9"},"content":{"rendered":"<p>GenAI Processors \u662f\u4e00\u4e2a\u7531 Google DeepMind \u5f00\u53d1\u7684\u5f00\u6e90 Python \u5e93\uff0c\u4e13\u6ce8\u4e8e\u9ad8\u6548\u5e76\u884c\u5904\u7406\u591a\u6a21\u6001\u5185\u5bb9\u3002\u5b83\u57fa\u4e8e Python \u7684 asyncio \u6846\u67b6\uff0c\u63d0\u4f9b\u6a21\u5757\u5316\u3001\u53ef\u590d\u7528\u7684\u5904\u7406\u5668\u63a5\u53e3\uff0c\u7b80\u5316\u590d\u6742 AI \u5e94\u7528\u7684\u5f00\u53d1\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u8fd9\u4e2a\u5e93\u5904\u7406\u6587\u672c\u3001\u97f3\u9891\u3001\u89c6\u9891\u7b49\u6570\u636e\u6d41\uff0c\u5e76\u4e0e <a href=\"https:\/\/www.kdjingpai.com\/ja\/google-ai-studioai\/\">Gemini API<\/a> \u65e0\u7f1d\u96c6\u6210\u3002\u5b83\u652f\u6301\u5b9e\u65f6\u6d41\u5904\u7406\u548c\u8f6c\u57fa\u4e8e\u56de\u5408\u7684\u4ea4\u4e92\uff0c\u9002\u5408\u6784\u5efa\u9700\u8981\u5feb\u901f\u54cd\u5e94\u7684 AI \u5e94\u7528\u3002\u4ee3\u7801\u6258\u7ba1\u5728 GitHub \u4e0a\uff0c\u793e\u533a\u53ef\u8d21\u732e\u5904\u7406\u5668\u6a21\u5757\uff0c\u6269\u5c55\u529f\u80fd\u3002\u9879\u76ee\u91c7\u7528 Apache 2.0 \u8bb8\u53ef\u8bc1\uff0c\u9002\u5408\u5f00\u53d1\u8005\u5feb\u901f\u6784\u5efa\u751f\u4ea7\u73af\u5883\u53ef\u7528\u7684 AI \u5e94\u7528\u3002<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u5f02\u6b65\u5e76\u884c\u5904\u7406<\/strong>\uff1a\u57fa\u4e8e Python asyncio\uff0c\u652f\u6301\u9ad8\u6548\u5904\u7406 I\/O \u548c\u8ba1\u7b97\u5bc6\u96c6\u578b\u4efb\u52a1\u3002<\/li>\n<li><strong>\u6a21\u5757\u5316\u5904\u7406\u5668\u8bbe\u8ba1<\/strong>\uff1a\u63d0\u4f9b Processor \u548c PartProcessor \u5355\u5143\uff0c\u53ef\u7ec4\u5408\u6216\u5e76\u884c\u5904\u7406\u590d\u6742\u6570\u636e\u6d41\u3002<\/li>\n<li><strong>Gemini API \u96c6\u6210<\/strong>\uff1a\u5185\u7f6e GenaiModel \u548c LiveProcessor\uff0c\u652f\u6301\u56de\u5408\u5f0f\u548c\u5b9e\u65f6\u6d41\u5f0f\u4ea4\u4e92\u3002<\/li>\n<li><strong>\u591a\u6a21\u6001\u6d41\u5904\u7406<\/strong>\uff1a\u652f\u6301\u6587\u672c\u3001\u97f3\u9891\u3001\u89c6\u9891\u7b49\u6570\u636e\u6d41\u7684\u62c6\u5206\u3001\u5408\u5e76\u548c\u5904\u7406\u3002<\/li>\n<li><strong>\u5b9e\u65f6\u4ea4\u4e92\u652f\u6301<\/strong>\uff1a\u901a\u8fc7 LiveProcessor \u5904\u7406\u5b9e\u65f6\u97f3\u89c6\u9891\u6d41\uff0c\u9002\u5408\u6784\u5efa\u5b9e\u65f6 AI \u4ee3\u7406\u3002<\/li>\n<li><strong>\u793e\u533a\u8d21\u732e\u6269\u5c55<\/strong>\uff1a\u652f\u6301\u7528\u6237\u5728 contrib\/ \u76ee\u5f55\u4e0b\u6dfb\u52a0\u81ea\u5b9a\u4e49\u5904\u7406\u5668\uff0c\u589e\u5f3a\u529f\u80fd\u3002<\/li>\n<li><strong>\u5de5\u5177\u96c6\u6210<\/strong>\uff1a\u5185\u7f6e Google \u641c\u7d22\u7b49\u5de5\u5177\uff0c\u589e\u5f3a AI \u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u5904\u7406\u80fd\u529b\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>GenAI Processors \u9700\u8981 Python 3.10 \u6216\u66f4\u9ad8\u7248\u672c\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u5b89\u88c5\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u8bbe\u7f6e\u73af\u5883<\/strong>\uff1a\n<ul>\n<li>\u786e\u4fdd\u7cfb\u7edf\u5df2\u5b89\u88c5 Python 3.10+\u3002<\/li>\n<li>\u5b89\u88c5 Git\uff0c\u4ee5\u4fbf\u514b\u9686\u4ee3\u7801\u4ed3\u5e93\u3002<\/li>\n<\/ul>\n<pre><code>sudo apt update &amp;&amp; sudo apt install python3.10 git\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u514b\u9686\u4ed3\u5e93<\/strong>\uff1a\n<ul>\n<li>\u4ece GitHub \u514b\u9686 GenAI Processors \u4ed3\u5e93\u3002<\/li>\n<\/ul>\n<pre><code>git clone https:\/\/github.com\/google-gemini\/genai-processors\r\ncd genai-processors\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong>\uff1a\n<ul>\n<li>\u4f7f\u7528 pip \u5b89\u88c5\u6240\u9700\u4f9d\u8d56\uff0c\u5305\u62ec pyaudio\u3001google-genai \u548c termcolor\u3002<\/li>\n<\/ul>\n<pre><code>pip install --upgrade pyaudio genai-processors google-genai termcolor\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u914d\u7f6e API \u5bc6\u94a5<\/strong>\uff1a\n<ul>\n<li>\u83b7\u53d6 <a href=\"https:\/\/www.kdjingpai.com\/ja\/google-ai-studioai\/\">Google AI Studio<\/a> \u7684 API \u5bc6\u94a5\u3002<\/li>\n<li>\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf\u00a0<code>GOOGLE_API_KEY<\/code>\u00a0\u548c\u00a0<code>GOOGLE_PROJECT_ID<\/code>\u3002<\/li>\n<\/ul>\n<pre><code>export GOOGLE_API_KEY=\"\u4f60\u7684API\u5bc6\u94a5\"\r\nexport GOOGLE_PROJECT_ID=\"\u4f60\u7684\u9879\u76eeID\"\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u65b9\u5f0f<\/h3>\n<p>GenAI Processors \u7684\u6838\u5fc3\u662f Processor \u6a21\u5757\uff0c\u7528\u4e8e\u5904\u7406\u8f93\u5165\u8f93\u51fa\u6d41\u3002\u4ee5\u4e0b\u662f\u4e3b\u8981\u529f\u80fd\u7684\u8be6\u7ec6\u64cd\u4f5c\u6d41\u7a0b\uff1a<\/p>\n<h4>1. \u521b\u5efa\u7b80\u5355\u6587\u672c\u5904\u7406\u5668<\/h4>\n<ul>\n<li><strong>\u529f\u80fd<\/strong>\uff1a\u5904\u7406\u6587\u672c\u8f93\u5165\u5e76\u8f93\u51fa\u7ed3\u679c\u3002<\/li>\n<li><strong>\u64cd\u4f5c\u6d41\u7a0b<\/strong>\uff1a\n<ul>\n<li>\u5bfc\u5165\u6a21\u5757\u5e76\u521b\u5efa\u8f93\u5165\u6d41\u3002<\/li>\n<li>\u4f7f\u7528\u00a0<code>stream_content<\/code>\u00a0\u5c06\u6587\u672c\u8f6c\u4e3a ProcessorPart \u6d41\u3002<\/li>\n<li>\u5e94\u7528\u5904\u7406\u5668\u5e76\u8fed\u4ee3\u8f93\u51fa\u3002<\/li>\n<\/ul>\n<pre><code>from genai_processors import content_api, streams\r\ninput_parts = [\"Hello\", content_api.ProcessorPart(\"World\")]\r\ninput_stream = streams.stream_content(input_parts)\r\nasync for part in simple_text_processor(input_stream):\r\nprint(part.text)\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u6548\u679c<\/strong>\uff1a\u5c06\u8f93\u5165\u6587\u672c\u9010\u90e8\u5206\u5904\u7406\u5e76\u6253\u5370\uff0c\u9002\u5408\u7b80\u5355\u6587\u672c\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<h4>2. \u6784\u5efa\u5b9e\u65f6\u97f3\u89c6\u9891\u4ee3\u7406<\/h4>\n<ul>\n<li><strong>\u529f\u80fd<\/strong>\uff1a\u901a\u8fc7 LiveProcessor \u5904\u7406\u5b9e\u65f6\u97f3\u89c6\u9891\u6d41\u3002<\/li>\n<li><strong>\u64cd\u4f5c\u6d41\u7a0b<\/strong>\uff1a\n<ul>\n<li>\u521d\u59cb\u5316\u97f3\u9891\u8f93\u5165\u8bbe\u5907\uff08\u5982 PyAudio\uff09\u3002<\/li>\n<li>\u914d\u7f6e\u89c6\u9891\u8f93\u5165\uff08\u5982\u6444\u50cf\u5934\u6216\u5c4f\u5e55\u6d41\uff09\u3002<\/li>\n<li>\u4f7f\u7528 LiveProcessor \u8c03\u7528 <a href=\"https:\/\/www.kdjingpai.com\/ja\/geminibardgubu\/\">Gemini<\/a> Live API\u3002<\/li>\n<li>\u7ec4\u5408\u8f93\u5165\u3001\u5904\u7406\u548c\u8f93\u51fa\u6a21\u5757\u3002<\/li>\n<\/ul>\n<pre><code>from genai_processors.core import audio_io, live_model, video\r\nimport pyaudio\r\npya = pyaudio.PyAudio()\r\ninput_processor = video.VideoIn() + audio_io.PyAudioIn(pya, use_pcm_mimetype=True)\r\nlive_processor = live_model.LiveProcessor(api_key=\"\u4f60\u7684API\u5bc6\u94a5\", model_name=\"gemini-2.5-flash-preview-native-audio-dialog\")\r\nplay_output = audio_io.PyAudioOut(pya)\r\nlive_agent = input_processor + live_processor + play_output\r\nasync for part in live_agent(text.terminal_input()):\r\nprint(part)\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u6548\u679c<\/strong>\uff1a\u5b9e\u73b0\u9ea6\u514b\u98ce\u548c\u6444\u50cf\u5934\u8f93\u5165\uff0c\u901a\u8fc7 Gemini API \u5904\u7406\u540e\u8f93\u51fa\u97f3\u9891\uff0c\u9002\u5408\u5b9e\u65f6\u5bf9\u8bdd\u4ee3\u7406\u3002<\/li>\n<\/ul>\n<h4>3. \u7814\u7a76\u4e3b\u9898\u751f\u6210<\/h4>\n<ul>\n<li><strong>\u529f\u80fd<\/strong>\uff1a\u6839\u636e\u7528\u6237\u8f93\u5165\u751f\u6210\u7814\u7a76\u4e3b\u9898\u3002<\/li>\n<li><strong>\u64cd\u4f5c\u6d41\u7a0b<\/strong>\uff1a\n<ul>\n<li>\u4f7f\u7528\u00a0<code>topic_generator.py<\/code>\u00a0\u793a\u4f8b\uff0c\u914d\u7f6e GenaiModel\u3002<\/li>\n<li>\u8bbe\u7f6e\u6a21\u578b\u53c2\u6570\uff0c\u5982\u4e3b\u9898\u6570\u91cf\u548c\u8f93\u51fa\u683c\u5f0f\u3002<\/li>\n<li>\u8f93\u5165\u7814\u7a76\u67e5\u8be2\uff0c\u83b7\u53d6 JSON \u683c\u5f0f\u7684\u4e3b\u9898\u5217\u8868\u3002<\/li>\n<\/ul>\n<pre><code>from genai_processors.examples.research.processors import topic_generator\r\nprocessor = topic_generator.TopicGenerator(api_key=\"\u4f60\u7684API\u5bc6\u94a5\")\r\nasync for part in processor([\"\u7814\u7a76AI\u5728\u533b\u7597\u9886\u57df\u7684\u5e94\u7528\"]):\r\nprint(part.text)\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u6548\u679c<\/strong>\uff1a\u751f\u6210\u6307\u5b9a\u6570\u91cf\u7684\u7814\u7a76\u4e3b\u9898\u53ca\u5176\u4e0e\u8f93\u5165\u7684\u5173\u7cfb\uff0c\u9002\u5408\u5b66\u672f\u7814\u7a76\u573a\u666f\u3002<\/li>\n<\/ul>\n<h4>4. \u81ea\u5b9a\u4e49\u5904\u7406\u5668<\/h4>\n<ul>\n<li><strong>\u529f\u80fd<\/strong>\uff1a\u521b\u5efa\u81ea\u5b9a\u4e49\u5904\u7406\u5668\u5904\u7406\u7279\u5b9a\u4efb\u52a1\u3002<\/li>\n<li><strong>\u64cd\u4f5c\u6d41\u7a0b<\/strong>\uff1a\n<ul>\n<li>\u53c2\u8003\u00a0<code>create_your_own_processor.ipynb<\/code>\u00a0\u7b14\u8bb0\u672c\u3002<\/li>\n<li>\u5b9a\u4e49 Processor \u7c7b\uff0c\u7ee7\u627f\u00a0<code>processor.Processor<\/code>\u3002<\/li>\n<li>\u5b9e\u73b0\u00a0<code>call<\/code>\u00a0\u65b9\u6cd5\u5904\u7406\u8f93\u5165\u6d41\u3002<\/li>\n<li>\u5c06\u81ea\u5b9a\u4e49\u5904\u7406\u5668\u52a0\u5165\u7ba1\u9053\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6548\u679c<\/strong>\uff1a\u7528\u6237\u53ef\u6839\u636e\u9700\u6c42\u6269\u5c55\u529f\u80fd\uff0c\u5982\u5904\u7406\u7279\u5b9a\u6587\u4ef6\u683c\u5f0f\u6216\u96c6\u6210\u5176\u4ed6 API\u3002<\/li>\n<\/ul>\n<h3>\u8fd0\u884c\u793a\u4f8b<\/h3>\n<ul>\n<li><strong>\u5b9e\u65f6 CLI \u793a\u4f8b<\/strong>\uff1a\n<ul>\n<li>\u8fd0\u884c\u00a0<code>realtime_simple_cli.py<\/code>\u00a0\u521b\u5efa\u97f3\u9891\u5bf9\u8bdd\u4ee3\u7406\u3002<\/li>\n<\/ul>\n<pre><code>python3 examples\/realtime_simple_cli.py\r\n<\/code><\/pre>\n<ul>\n<li>\u8f93\u5165\u8bed\u97f3\uff0c\u7cfb\u7edf\u5c06\u8bed\u97f3\u8f6c\u4e3a\u6587\u672c\uff0c\u5904\u7406\u540e\u8f93\u51fa\u8bed\u97f3\u56de\u590d\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u65c5\u884c\u8ba1\u5212 CLI<\/strong>\uff1a\n<ul>\n<li>\u8fd0\u884c\u00a0<code>trip_request_cli.py<\/code>\u00a0\u751f\u6210\u65c5\u884c\u8ba1\u5212\u3002<\/li>\n<\/ul>\n<pre><code>python3 examples\/trip_request_cli.py\r\n<\/code><\/pre>\n<ul>\n<li>\u8f93\u5165\u76ee\u7684\u5730\u548c\u65e5\u671f\uff0c\u83b7\u53d6\u8be6\u7ec6\u8ba1\u5212\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li>\u786e\u4fdd API \u5bc6\u94a5\u6709\u6548\uff0c\u907f\u514d\u8bf7\u6c42\u5931\u8d25\u3002<\/li>\n<li>\u8c03\u8bd5\u65f6\u53ef\u8bbe\u7f6e\u00a0<code>--debug=True<\/code>\u00a0\u67e5\u770b\u65e5\u5fd7\u3002<\/li>\n<li>\u5b9e\u65f6\u5904\u7406\u9700\u7a33\u5b9a\u7f51\u7edc\u548c\u786c\u4ef6\u652f\u6301\u3002<\/li>\n<\/ul>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u5b9e\u65f6\u5bf9\u8bdd\u4ee3\u7406<\/strong>\n<ul>\n<li><strong>\u63cf\u8ff0<\/strong>\uff1a\u5f00\u53d1\u8bed\u97f3\u6216\u89c6\u9891\u9a71\u52a8\u7684 AI \u52a9\u624b\uff0c\u5904\u7406\u7528\u6237\u5b9e\u65f6\u8f93\u5165\uff0c\u9002\u5408\u5ba2\u670d\u6216\u865a\u62df\u52a9\u624b\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5b66\u672f\u7814\u7a76\u652f\u6301<\/strong>\n<ul>\n<li><strong>\u63cf\u8ff0<\/strong>\uff1a\u751f\u6210\u7814\u7a76\u4e3b\u9898\u6216\u5206\u6790\u6587\u732e\uff0c\u9002\u5408\u5b66\u751f\u548c\u7814\u7a76\u4eba\u5458\u5feb\u901f\u6574\u7406\u601d\u8def\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u591a\u6a21\u6001\u5185\u5bb9\u5904\u7406<\/strong>\n<ul>\n<li><strong>\u63cf\u8ff0<\/strong>\uff1a\u5904\u7406\u97f3\u89c6\u9891\u6d41\uff0c\u751f\u6210\u5b57\u5e55\u6216\u5b9e\u65f6\u89e3\u8bf4\uff0c\u9002\u5408\u76f4\u64ad\u6216\u89c6\u9891\u5206\u6790\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/strong>\n<ul>\n<li><strong>\u63cf\u8ff0<\/strong>\uff1a\u6784\u5efa\u81ea\u52a8\u5316\u5904\u7406\u7ba1\u9053\uff0c\u5904\u7406\u6279\u91cf\u6570\u636e\uff0c\u9002\u5408\u4f01\u4e1a\u6570\u636e\u5904\u7406\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2>QA<\/h2>\n<ol>\n<li><strong>\u9700\u8981\u54ea\u4e9b\u524d\u7f6e\u6761\u4ef6\uff1f<\/strong>\n<ul>\n<li>\u9700\u8981 Python 3.10+\uff0c\u5b89\u88c5 pyaudio \u548c google-genai \u5e93\uff0c\u8bbe\u7f6e Google API \u5bc6\u94a5\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5982\u4f55\u8c03\u8bd5\u5904\u7406\u6d41\u7a0b\uff1f<\/strong>\n<ul>\n<li>\u8fd0\u884c\u811a\u672c\u65f6\u6dfb\u52a0\u00a0<code>--debug=True<\/code>\uff0c\u67e5\u770b\u65e5\u5fd7\u8f93\u51fa\uff0c\u68c0\u67e5\u8f93\u5165\u8f93\u51fa\u6d41\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u652f\u6301\u54ea\u4e9b\u6570\u636e\u7c7b\u578b\uff1f<\/strong>\n<ul>\n<li>\u652f\u6301\u6587\u672c\u3001\u97f3\u9891\u3001\u89c6\u9891\u548c\u81ea\u5b9a\u4e49\u6570\u636e\u6d41\uff0c\u53ef\u901a\u8fc7 ProcessorPart \u5904\u7406\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5982\u4f55\u8d21\u732e\u4ee3\u7801\uff1f<\/strong>\n<ul>\n<li>\u53c2\u8003\u00a0<code>CONTRIBUTING.md<\/code>\uff0c\u5728 contrib\/ \u76ee\u5f55\u63d0\u4ea4\u81ea\u5b9a\u4e49\u5904\u7406\u5668\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>GenAI Processors \u662f\u4e00\u4e2a\u7531 Google DeepMind \u5f00\u53d1\u7684\u5f00\u6e90 Python \u5e93\uff0c\u4e13\u6ce8\u4e8e\u9ad8\u6548\u5e76\u884c\u5904\u7406\u591a\u6a21\u6001\u5185\u5bb9\u3002\u5b83\u57fa\u4e8e Python \u7684 asyncio \u6846\u67b6\uff0c\u63d0\u4f9b\u6a21\u5757\u5316\u3001\u53ef\u590d\u7528\u7684\u5904\u7406\u5668\u63a5\u53e3\uff0c\u7b80\u5316\u590d\u6742 AI 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