{"id":38179,"date":"2024-02-06T10:22:54","date_gmt":"2024-02-06T02:22:54","guid":{"rendered":"https:\/\/hongtronics.com\/?p=38179"},"modified":"2024-06-28T13:39:02","modified_gmt":"2024-06-28T05:39:02","slug":"customizing-ai-agents-for-langchain-with-redis-opengpts","status":"publish","type":"post","link":"https:\/\/hongtronics.com\/en\/customizing-ai-agents-for-langchain-with-redis-opengpts\/","title":{"rendered":"Honghong Sharing | Customizing AI Agents with Redis for LangChain - OpenGPTs"},"content":{"rendered":"<blockquote class=\"wp-block-quote has-background is-layout-flow wp-block-quote-is-layout-flow\" style=\"background-color:#eeeeee\">\n<p class=\"has-medium-font-size wp-block-paragraph\">OpenAI\u6700\u8fd1\u63a8\u51fa\u4e86OpenAI GPTs \u2014\u2014\u2014 \u4e00\u500b\u69cb\u5efa\u5b9a\u88fd\u5316AI\u4ee3\u7406\u7684\u7121\u4ee3\u78bc\u201c\u61c9\u7528\u5546\u5e97\u201d\uff0c\u96a8\u5f8cLangChain\u958b\u767c\u4e86\u985e\u4f3c\u7684\u958b\u6e90\u5de5\u5177OpenGPTs\u3002 OpenGPTs\u662f\u4e00\u6b3e\u4f4e\u4ee3\u78bc\u7684\u958b\u6e90\u6846\u67b6\uff0c\u5c08\u7528\u65bc\u69cb\u5efa\u5b9a\u88fd\u5316\u7684\u4eba\u5de5\u667a\u6167\u4ee3\u7406\u3002 \u56e0\u70baRedis\u5177\u6709\u9ad8\u901f\u548c\u7a69\u5b9a\u6027\u7684\u512a\u9ede\uff0c\u6240\u4ee5LangChain\u9078\u64c7\u4e86Redis\u4f86\u4f5c\u70baOpenGPTs\u7684\u9810\u8a2d\u5411\u91cf\u8cc7\u6599\u5eab\u3002<\/p>\n<\/blockquote>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-pullquote has-vivid-cyan-blue-color has-text-color has-link-color has-medium-font-size wp-elements-f3869f7eaf6b3777617bc0394fa2223b\"><blockquote><p><strong>\u5982\u4f55\u5229\u7528OpenGPTs\u548cRedis\u69cb\u5efa\u4e00\u500b\u667a\u6167AI\u4ee3\u7406\uff1f<\/strong><br>LangChain\u5275\u59cb\u4ebaHarrison Chase\u8868\u793a\uff1a\u201c\u6211\u5011\u5728OpenGPTs\u4e2d\u4f7f\u7528Redis\u5b58\u5132\u6240\u6709\u9577\u671f\u5167\u5bb9\uff0c\u5305\u62ec\u5c07\u5176\u7528\u4f5c\u7528\u65bc\u6aa2\u7d22\u7684\u5411\u91cf\u5b58\u5132\u548c\u7528\u65bc\u5b58\u5132\u6d88\u606f\u8207\u4ee3\u7406\u914d\u7f6e\u7684\u8cc7\u6599\u5eab\u3002 Redis\u5c07\u6240\u6709\u9019\u4e9b\u529f\u80fd\u96c6\u6210\u5728\u4e00\u500b\u8cc7\u6599\u5eab\u4e2d\uff0c\u9019\u975e\u5e38\u6709\u5438\u5f15\u529b\u3002 \u201d<\/p><\/blockquote><\/figure>\n<\/div><\/div>\n\n\n\n<p class=\"has-text-align-center has-white-color has-vivid-cyan-blue-to-vivid-purple-gradient-background has-text-color has-background has-link-color wp-elements-790f395fd32341c6bee2c9c5f23c3707 wp-block-paragraph\" style=\"font-size:25px\"><strong>OpenGPTs\u7c21\u4ecb<\/strong><\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">\u901a\u904e\u5e7e\u500b\u914d\u7f6e\u6b65\u9a5f\uff0c\u6211\u5011\u53ef\u4ee5\u7528OpenGPTs\u69cb\u5efa\u4e00\u500b\u7cbe\u901aRedis\u7684\u6a5f\u5668\u4eba\uff0c\u540d\u70ba\u201cRedisGuru\u201d\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">\u4ee5\u4e0b\u662f\u6211\u5011\u9078\u64c7\u7684LLM\u3001\u7cfb\u7d71\u6d88\u606f\u548c\u5de5\u5177\u7684\u793a\u4f8b\uff0c\u5305\u62ecDuckDuckGo\u641c\u7d22\u3001\u7dad\u57fa\u767e\u79d1\u641c\u7d22\uff0c\u4ee5\u53ca\u901a\u904e Kay.ai \u8a2a\u554f\u7684\u516c\u5171\u65b0\u805e\u7a3f\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"539\" src=\"https:\/\/hongtronics.com\/wp-content\/uploads\/2024\/02\/ChatGpt-01.webp\" alt=\"\" class=\"wp-image-38183\" srcset=\"https:\/\/hongtronics.com\/wp-content\/uploads\/2024\/02\/ChatGpt-01.webp 800w, https:\/\/hongtronics.com\/wp-content\/uploads\/2024\/02\/ChatGpt-01-300x202.webp 300w, https:\/\/hongtronics.com\/wp-content\/uploads\/2024\/02\/ChatGpt-01-768x517.webp 768w, https:\/\/hongtronics.com\/wp-content\/uploads\/2024\/02\/ChatGpt-01-600x404.webp 600w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">\u914d\u7f6e\u4e26\u90e8\u7f72RedisGuru\u5f8c\uff0c\u53ef\u4ee5\u6e2c\u8a66\u4ee3\u7406\u5982\u4f55\u904b\u884c\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"500\" height=\"307\" src=\"https:\/\/hongtronics.com\/wp-content\/uploads\/2024\/02\/02.webp\" alt=\"\" class=\"wp-image-38184\" srcset=\"https:\/\/hongtronics.com\/wp-content\/uploads\/2024\/02\/02.webp 500w, https:\/\/hongtronics.com\/wp-content\/uploads\/2024\/02\/02-300x184.webp 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">\u6b64\u5916\uff0c\u6211\u5011\u9084\u53ef\u4ee5\u67e5\u8a62\u6709\u95dcRedis\u6578\u64da\u7d50\u69cb\u7684\u554f\u984c\u3002 \u53ef\u4ee5\u770b\u5230\uff0cRedisGuru\u8a18\u4f4f\u4e86\u6211\u7684\u540d\u5b57\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"500\" height=\"441\" src=\"https:\/\/hongtronics.com\/wp-content\/uploads\/2024\/02\/03.webp\" alt=\"\" class=\"wp-image-38185\" srcset=\"https:\/\/hongtronics.com\/wp-content\/uploads\/2024\/02\/03.webp 500w, https:\/\/hongtronics.com\/wp-content\/uploads\/2024\/02\/03-300x265.webp 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">\u6211\u5011\u69cb\u5efa\u7684\u9019\u500bRedisGuru\u4ee3\u7406\u53ea\u662f\u4e00\u500b\u61c9\u7528\u793a\u4f8b\u3002 \u4f60\u4e5f\u53ef\u4ee5\u69cb\u5efa\u5404\u985e\u61c9\u7528\uff0c\u6bd4\u5982\u96fb\u5b50\u90f5\u4ef6\u6587\u6848\u7de8\u8f2f\u5668\u3001\u667a\u6167\u7814\u7a76\u52a9\u7406\u3001\u4ee3\u78bc\u5be9\u67e5\u54e1\u7b49\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center has-white-color has-vivid-cyan-blue-to-vivid-purple-gradient-background has-text-color has-background has-link-color wp-elements-f6be7ac4adbeec496726e5981fa19c06 wp-block-paragraph\" style=\"font-size:25px\"><strong>Redis\u5728OpenGPTs\u4e2d\u7684\u4f5c\u7528<\/strong><\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">\u5728\u9019\u500bOpenGPTs\u6f14\u793a\u7684\u80cc\u5f8c\uff0cRedis\u63d0\u4f9b\u4e86\u4e00\u500b\u5f37\u5927\u4e14\u9ad8\u6027\u80fd\u7684\u6578\u64da\u5c64\uff0c\u662fOpenGPTs\u6280\u8853\u68e7\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u90e8\u5206\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">Redis\u53ef\u4ee5\u6301\u4e45\u5316\u4f7f\u7528\u8005\u804a\u5929\u6703\u8a71\uff08\u7dda\u7a0b\uff09\u3001\u4ee3\u7406\u914d\u7f6e\u548c\u5d4c\u5165\u5f0f\u6587\u6a94\u584a\uff0c\u4e26\u7528\u65bc\u5411\u91cf\u8cc7\u6599\u5eab\u6aa2\u7d22\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">\u25cf \u4f7f\u7528\u8005\u804a\u5929\u6703\u8a71\uff1a\u70ba\u4e86\u5728\u5c0d\u8a71\u4e2d\u7dad\u6301\u300c\u72c0\u614b\u300d\uff0cRedis\u70baOpenGPTs\u63d0\u4f9b\u4e86\u4f7f\u7528\u8005\u8207AI\u4ee3\u7406\u9593\u7684\u6301\u4e45\u804a\u5929\u7dda\u7a0b\u3002 \u9019\u4e9b\u804a\u5929\u6703\u8a71\u4e5f\u88ab\u8f38\u5165\u5230LLM\u4e2d\uff0c\u4ee5\u63d0\u4f9b\u7576\u524d\u5c0d\u8a71\u72c0\u614b\u7684\u4e0a\u4e0b\u6587\u8cc7\u8a0a\u3002<br>\u25cf \u4ee3\u7406\u914d\u7f6e\uff1a\u70ba\u4e86\u652f\u63f4\u591a\u79df\u6236\u4ee3\u7406\u67b6\u69cb\uff0cRedis\u70baOpenGPTs\u63d0\u4f9b\u4e86\u4e00\u500b\u9060\u7aef\u7684\u3001\u4f4e\u5ef6\u9072\u7684\u5b58\u5132\u5c64\u3002 \u7576\u61c9\u7528\u7a0b\u5f0f\u555f\u52d5\u6642\uff0c\u5b83\u5f9eRedis\u8b80\u53d6\u6307\u5b9a\u7684\u4ee3\u7406\u8a2d\u7f6e\uff0c\u7136\u5f8c\u958b\u59cb\u8655\u7406\u8acb\u6c42\u3002<br>\u25cf \u5411\u91cf\u8cc7\u6599\u5eab\u7528\u65bcRAG\uff1a\u70ba\u4e86\u8b93\u5c0d\u8a71\u57fa\u65bc\u5be6\u969b\u60c5\u6cc1\uff0cOpenGPTs\u5141\u8a31\u6211\u5011\u4e0a\u50b3\u300c\u77e5\u8b58\u300d\u6e90\uff0c\u4ee5\u4fbfLLM\u5c07\u5176\u8207\u751f\u6210\u7684\u7b54\u6848\u7d50\u5408\u3002 \u901a\u904e\u4e00\u7a2e\u7a31\u70ba\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff08RAG\uff09\u7684\u904e\u7a0b\uff0cOpenGPTs\u5c07\u4e0a\u50b3\u7684\u6587\u6a94\u5b58\u5132\u5728Redis\u4e2d\uff0c\u4e26\u63d0\u4f9b\u5373\u6642\u5411\u91cf\u641c\u7d22\uff0c\u4ee5\u6aa2\u7d22\u8207LLM\u76f8\u95dc\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">\u9019\u4e9b\u529f\u80fd\u662fRedis\u5e73\u81fa\u7684\u4e00\u90e8\u5206\uff0c\u901a\u904e\u6211\u5011\u7684LangChain + Redis\u96c6\u6210\u878d\u5165\u5230\u61c9\u7528\u7a0b\u5f0f\u4e2d\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">Redis\u8207LangChain\u7684OpenGPTs\u96c6\u6210\u5e36\u4f86\u4e86\u66f4\u9ad8\u7684\u9748\u6d3b\u6027\u3001\u53ef\u64f4\u5145\u6027\u4ee5\u53ca\u5373\u6642\u8655\u7406\u548c\u641c\u7d22\u80fd\u529b\u3002 \u8655\u7406\u591a\u6a23\u5316\u6578\u64da\u7d50\u69cb\u7684\u80fd\u529b\u662fRedis\u6210\u70baOpenGPTs\u8a18\u61b6\u529f\u80fd\u7684\u9996\u9078\u89e3\u6c7a\u65b9\u6848\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center has-white-color has-vivid-cyan-blue-to-vivid-purple-gradient-background has-text-color has-background has-link-color wp-elements-fee0d3197146e936b22affd42359afb0 wp-block-paragraph\" style=\"font-size:25px\"><strong>\u5728\u672c\u5730\u4f7f\u7528OpenGPTs<\/strong><\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">\u5982\u679c\u60f3\u89aa\u81ea\u9ad4\u9a57OpenGPTs\uff0c\u4f60\u53ef\u4ee5\u5728\u5c08\u6848\u7684README\u6a94\u4e2d\u627e\u5230\u66f4\u8a73\u7d30\u7684\u6307\u5357\u3002 \u4ee5\u4e0b\u662f\u4e00\u500b\u5feb\u901f\u6982\u8ff0\uff1a<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">\uff08https:\/\/github.com\/langchain-ai\/opengpts\/blob\/main\/README.md\uff09<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">1. \u5b89\u88dd\u5f8c\u7aef\u4f9d\u8cf4\uff1a\u514b\u9686\u5c08\u6848\u5009\u5eab\uff0c\u7136\u5f8c\u5c0e\u822a\u5230\u5f8c\u7aef\u76ee\u9304\u4e26\u5b89\u88dd\u5fc5\u8981\u7684Python\u4f9d\u8cf4\u9805\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\"><strong>CD \u5f8c\u7aef<br>pip \u5b89\u88dd -r \u8981\u6c42.txt<\/strong><\/mark><\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">2. \u9023\u63a5Redis\u548cOpenAI\uff1aOpenGPTs\u4f7f\u7528Redis\u4f5c\u70baLLM\u7684\u8a18\u61b6\u5eab\uff0c\u4f7f\u7528OpenAI\u9032\u884cLLM\u7684\u751f\u6210\u548c\u5d4c\u5165\u3002 \u8a2d\u7f6e\u74b0\u5883\u8b8a\u6578REDIS_URL\u548cOPENAI_API_KEY\uff0c\u4ee5\u9023\u63a5\u5230\u60a8\u7684Redis\u5be6\u4f8b\u548cOpenAI\u5e33\u6236\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\"><strong>export OPENAI_API_KEY=\u60a8\u7684openai-api-key<br>\u5c0e\u51fa REDIS_URL=redis\uff1a\/\/your-redis-url<\/strong><\/mark><\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">3. \u555f\u52d5\u5f8c\u7aef\u4f3a\u670d\u5668\uff1a\u5728\u672c\u5730\u6a5f\u5668\u4e0a\u904b\u884cLangChain\u4f3a\u670d\u5668\uff0c\u63d0\u4f9b\u61c9\u7528\u7a0b\u5f0f\u670d\u52d9\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\"><strong>langchain serve &#8211;port=8100<\/strong><\/mark><\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">4. \u555f\u52d5\u524d\u7aef\uff1a\u5728\u524d\u7aef\u76ee\u9304\u4e2d\uff0c\u4f7f\u7528yarn\u555f\u52d5\u958b\u767c\u4f3a\u670d\u5668\u3002<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\"><strong>CD\u524d\u7aef<br>\u7d17<\/strong><\/mark><br><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\"><strong>\u7d17\u7dda\u958b\u767c<\/strong><\/mark><\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">5. \u5728\u700f\u89bd\u5668\u4e2d\u6253\u958b http:\/\/localhost:5173\/\uff0c\u8207\u60a8\u7684\u672c\u5730OpenGPTs\u90e8\u7f72\u9032\u884c\u4ea4\u4e92\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center has-white-color has-vivid-cyan-blue-to-vivid-purple-gradient-background has-text-color has-background has-link-color wp-elements-6b9b6b1bacf7d81d4f763aa681693e26 wp-block-paragraph\" style=\"font-size:25px\"><strong>\u5728\u96f2\u7aef\u4f7f\u7528OpenGPTs<\/strong><\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">\u5982\u679c\u5e0c\u671b\u5728\u6c92\u6709\u672c\u5730\u8a2d\u7f6e\u7684\u60c5\u6cc1\u4e0b\u4f7f\u7528OpenGPTs\uff0c\u53ef\u4ee5\u5617\u8a66\u5728\u7a40\u6b4c\u96f2\u4e0a\u90e8\u7f72\u3002 \u53e6\u5916\uff0c\u4f60\u9084\u53ef\u4ee5\u8a2a\u554f\u7531LangChain\u3001LangServe\u548cRedis\u652f\u63f4\u7684\u8a17\u7ba1\u9810\u89bd\u90e8\u7f72\u3002 \u9019\u7a2e\u90e8\u7f72\u5c55\u793a\u4e86OpenGPTs\u7684\u53ef\u5b9a\u88fd\u6027\u548c\u6613\u7528\u6027\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center has-white-color has-vivid-cyan-blue-to-vivid-purple-gradient-background has-text-color has-background has-link-color wp-elements-284a0c2472381c7fe0fe440a93166fb4 wp-block-paragraph\" style=\"font-size:25px\"><strong>Redis\u8207LangChain\u8ce6\u80fd\u5275\u65b0<\/strong><\/p>\n\n\n\n<p class=\"has-medium-font-size 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