{"id":17428,"date":"2025-01-06T12:39:04","date_gmt":"2025-01-06T04:39:04","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=17428"},"modified":"2025-07-14T07:23:59","modified_gmt":"2025-07-13T23:23:59","slug":"diffbot-graphrag-llm","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/diffbot-graphrag-llm\/","title":{"rendered":"Diffbot GraphRAG LLM\uff1a\u4f9d\u8d56\u5916\u90e8\u5b9e\u65f6\u77e5\u8bc6\u56fe\u8c31\u6570\u636e\u7684LLM\u63a8\u7406\u670d\u52a1"},"content":{"rendered":"

Diffbot LLM\u63a8\u7406\u670d\u52a1\u5668\u662f\u4e00\u4e2a\u521b\u65b0\u7684\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u7cfb\u7edf\uff0c\u5b83\u57fa\u4e8eLLama\u6a21\u578b\u67b6\u6784\u8fdb\u884c\u4e86\u7279\u6b8a\u4f18\u5316\u548c\u6539\u8fdb\u3002\u8be5\u9879\u76ee\u6700\u5927\u7684\u7279\u70b9\u662f\u5c06\u5b9e\u65f6\u77e5\u8bc6\u56fe\u8c31<\/strong>\uff08Knowledge Graph\uff09\u4e0e\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/strong>\uff08RAG\uff09\u6280\u672f\u76f8\u7ed3\u5408\uff0c\u521b\u9020\u4e86\u72ec\u7279\u7684GraphRAG\u7cfb\u7edf\u3002\u5b83\u4e0d\u4ec5\u80fd\u591f\u5b9e\u65f6\u63d0\u53d6\u548c\u5904\u7406\u7f51\u9875\u4fe1\u606f\uff0c\u8fd8\u53ef\u4ee5\u8fdb\u884c\u7cbe\u786e\u7684\u4e8b\u5b9e\u5f15\u7528\u548c\u77e5\u8bc6\u68c0\u7d22\u3002\u7cfb\u7edf\u63d0\u4f9b\u4e86\u4e24\u4e2a\u7248\u672c\u7684\u6a21\u578b\uff1a\u57fa\u4e8eLlama 3.1\u76848B\u53c2\u6570\u6a21\u578b\uff08diffbot-small\uff09\u548c\u57fa\u4e8eLlama 3.3\u768470B\u53c2\u6570\u6a21\u578b\uff08diffbot-small-xl\uff09\u3002\u5728MMLU-Pro\u7b49\u6743\u5a01\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u8be5\u7cfb\u7edf\u5c55\u73b0\u51fa\u4f18\u79c0\u7684\u6027\u80fd\uff0c\u7279\u522b\u662f\u5728\u5b9e\u65f6\u6570\u636e\u5904\u7406\u65b9\u9762\u7684\u8868\u73b0\u8d85\u8d8a\u4e86\u5305\u62ecGPT-4\u548cChatGPT\u7b49\u4e3b\u6d41\u6a21\u578b\u3002\u9879\u76ee\u5b8c\u5168\u5f00\u6e90\uff0c\u652f\u6301\u672c\u5730\u90e8\u7f72\u548c\u4e91\u7aefAPI\u8c03\u7528\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u7075\u6d3b\u7684\u4f7f\u7528\u65b9\u5f0f\u3002<\/p>\n

\"Diffbot

\u4f53\u9a8c\u5730\u5740\uff1ahttps:\/\/diffy.chat\/<\/p><\/div>\n

 <\/p>\n

\"Diffbot<\/p>\n

 <\/p>\n

\"Diffbot<\/p>\n

 <\/p>\n

\u529f\u80fd\u5217\u8868<\/h2>\n
    \n
  • \u5b9e\u65f6\u7f51\u9875URL\u5185\u5bb9\u63d0\u53d6\u548c\u603b\u7ed3\u529f\u80fd<\/li>\n
  • \u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u7cbe\u786e\u4e8b\u5b9e\u68c0\u7d22\u548c\u5f15\u7528<\/li>\n
  • \u652f\u6301Diffbot\u77e5\u8bc6\u56fe\u8c31\u67e5\u8be2\u8bed\u8a00\uff08DQL\uff09<\/li>\n
  • \u56fe\u50cf\u7406\u89e3\u548c\u63cf\u8ff0\u80fd\u529b<\/li>\n
  • \u96c6\u6210JavaScript\u89e3\u91ca\u5668\u7684\u4ee3\u7801\u8fd0\u7b97\u529f\u80fd<\/li>\n
  • ASCII\u827a\u672f\u5929\u6c14\u9884\u62a5\u751f\u6210<\/li>\n
  • \u652f\u6301Docker\u5bb9\u5668\u5316\u90e8\u7f72<\/li>\n
  • \u63d0\u4f9bREST API\u63a5\u53e3\u670d\u52a1<\/li>\n
  • \u652f\u6301\u81ea\u5b9a\u4e49\u5de5\u5177\u6269\u5c55<\/li>\n
  • \u652f\u6301\u591a\u79cd\u786c\u4ef6\u914d\u7f6e\u90e8\u7f72\u9009\u9879<\/li>\n<\/ul>\n

     <\/p>\n

    \u4f7f\u7528\u5e2e\u52a9<\/h2>\n

    1. \u90e8\u7f72\u65b9\u5f0f\u9009\u62e9<\/h3>\n

    \u7cfb\u7edf\u63d0\u4f9b\u4e24\u79cd\u4f7f\u7528\u65b9\u5f0f\uff1a\u672c\u5730\u90e8\u7f72\u548c\u4e91\u7aefAPI\u8c03\u7528\u3002<\/p>\n

    \u672c\u5730\u90e8\u7f72\u6d41\u7a0b\uff1a<\/h4>\n
      \n
    1. \u786c\u4ef6\u8981\u6c42\u786e\u8ba4\uff1a\n
        \n
      • diffbot-small\u6a21\u578b\uff1a\u6700\u4f4e\u9700\u8981Nvidia A100 40G\u663e\u5361<\/li>\n
      • diffbot-small-xl\u6a21\u578b\uff1a\u6700\u4f4e\u9700\u89812\u4e2aNvidia H100 80G\u663e\u5361\uff08FP8\u683c\u5f0f\uff09<\/li>\n<\/ul>\n<\/li>\n
      • Docker\u90e8\u7f72\u6b65\u9aa4\uff1a<\/li>\n<\/ol>\n
        # 1. \u62c9\u53d6Docker\u955c\u50cf\r\ndocker pull docker.io\/diffbot\/diffbot-llm-inference:latest\r\n# 2. \u8fd0\u884cDocker\u5bb9\u5668\uff08\u6a21\u578b\u4f1a\u81ea\u52a8\u4eceHuggingFace\u4e0b\u8f7d\uff09\r\ndocker run --runtime nvidia --gpus all -p 8001:8001 --ipc=host \\\r\n-e VLLM_OPTIONS=\"--model diffbot\/Llama-3.1-Diffbot-Small-2412 --served-model-name diffbot-small --enable-prefix-caching\" \\\r\ndocker.io\/diffbot\/diffbot-llm-inference:latest\r\n<\/code><\/pre>\n
        \u4e91\u7aefAPI\u8c03\u7528\uff1a<\/h4>\n
          \n
        1. \u83b7\u53d6\u8bbf\u95ee\u51ed\u8bc1\uff1a\n
            \n
          • \u8bbf\u95ee https:\/\/app.diffbot.com\/get-started \u6ce8\u518c\u5e76\u83b7\u53d6\u514d\u8d39\u7684\u5f00\u53d1\u8005token<\/li>\n<\/ul>\n<\/li>\n
          • Python\u4ee3\u7801\u793a\u4f8b\uff1a<\/li>\n<\/ol>\n
            from openai import OpenAI\r\nclient = OpenAI(\r\nbase_url = \"https:\/\/llm.diffbot.com\/rag\/v1\",\r\napi_key  = \"\u4f60\u7684diffbot_token\"\r\n)\r\n# \u521b\u5efa\u5bf9\u8bdd\u8bf7\u6c42\r\ncompletion = client.chat.completions.create(\r\nmodel=\"diffbot-xl-small\",\r\ntemperature=0,\r\nmessages=[\r\n{\r\n\"role\": \"user\",\r\n\"content\": \"\u4f60\u7684\u95ee\u9898\"\r\n}\r\n]\r\n)\r\nprint(completion)\r\n<\/code><\/pre>\n
            2. \u6838\u5fc3\u529f\u80fd\u4f7f\u7528\u8bf4\u660e<\/h3>\n
              \n
            1. \u7f51\u9875\u5185\u5bb9\u63d0\u53d6\uff1a\n
                \n
              • \u7cfb\u7edf\u53ef\u4ee5\u5b9e\u65f6\u5904\u7406\u4efb\u4f55\u7f51\u9875URL<\/li>\n
              • \u81ea\u52a8\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u5e76\u751f\u6210\u6458\u8981<\/li>\n
              • \u4fdd\u6301\u539f\u59cb\u6e90\u5f15\u7528\u7684\u5b8c\u6574\u6027<\/li>\n<\/ul>\n<\/li>\n
              • \u77e5\u8bc6\u56fe\u8c31\u67e5\u8be2\uff1a\n
                  \n
                • \u4f7f\u7528Diffbot\u67e5\u8be2\u8bed\u8a00\uff08DQL\uff09\u8fdb\u884c\u7cbe\u786e\u68c0\u7d22<\/li>\n
                • \u652f\u6301\u590d\u6742\u7684\u77e5\u8bc6\u5173\u7cfb\u67e5\u8be2<\/li>\n
                • \u5b9e\u65f6\u66f4\u65b0\u7684\u77e5\u8bc6\u5e93\u8bbf\u95ee<\/li>\n<\/ul>\n<\/li>\n
                • \u56fe\u50cf\u5904\u7406\u80fd\u529b\uff1a\n
                    \n
                  • \u652f\u6301\u56fe\u50cf\u7406\u89e3\u548c\u63cf\u8ff0<\/li>\n
                  • \u53ef\u4ee5\u7ed3\u5408\u6587\u672c\u751f\u6210\u76f8\u5173\u7684\u56fe\u50cf\u5206\u6790<\/li>\n<\/ul>\n<\/li>\n
                  • \u4ee3\u7801\u89e3\u91ca\u529f\u80fd\uff1a\n
                      \n
                    • \u5185\u7f6eJavaScript\u89e3\u91ca\u5668<\/li>\n
                    • \u652f\u6301\u5b9e\u65f6\u6570\u5b66\u8ba1\u7b97<\/li>\n
                    • \u53ef\u8fdb\u884c\u7b80\u5355\u7684\u7a0b\u5e8f\u903b\u8f91\u5904\u7406<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n
                      3. \u81ea\u5b9a\u4e49\u5de5\u5177\u6269\u5c55<\/h3>\n
                      \u5982\u9700\u6269\u5c55\u65b0\u529f\u80fd\uff0c\u53ef\u53c2\u8003\u9879\u76ee\u4e2d\u7684add_tool_to_diffbot_llm_inference.md\u6587\u6863\uff0c\u6309\u6b65\u9aa4\u6dfb\u52a0\u81ea\u5b9a\u4e49\u5de5\u5177\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
                      Diffbot LLM\u63a8\u7406\u670d\u52a1\u5668\u662f\u4e00\u4e2a\u521b\u65b0\u7684\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u7cfb\u7edf\uff0c\u5b83\u57fa\u4e8eLLama\u6a21\u578b\u67b6\u6784\u8fdb\u884c\u4e86\u7279\u6b8a\u4f18\u5316\u548c\u6539\u8fdb\u3002\u8be5\u9879\u76ee\u6700\u5927\u7684\u7279\u70b9\u662f\u5c06\u5b9e\u65f6\u77e5\u8bc6\u56fe\u8c31\uff08Knowledge Graph\uff09\u4e0e\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6280\u672f\u76f8\u7ed3\u5408\uff0c\u521b\u9020\u4e86\u72ec\u7279\u7684GraphRAG…<\/p>\n","protected":false},"author":1,"featured_media":61571,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[425,20,459],"tags":[230,260,243],"class_list":["post-17428","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-professional","category-tool","category-rag-project","tag-aikaiyuanxiangmu","tag-zhishitupu","tag-aizhishikuyukefu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/17428","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=17428"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/17428\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media\/61571"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=17428"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=17428"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=17428"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}