97622娱乐电子游戏

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\u4e00\u3001Spring AI\u7b80\u4ecb<\/h2>\n\n\n\n

\u7531\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u9a71\u52a8\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\uff0c\u5411\u91cf\u6570\u636e\u5e93\u5e38\u4f5c\u4e3a\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7a0b\u5e8f\u7684\u6838\u5fc3\u5b58\u50a8\u6280\u672f\u3002\u6b64\u7c7b\u6570\u636e\u5e93\u9700\u8981\u652f\u6301\u8bed\u4e49\u641c\u7d22\uff0c\u5e76\u4e3aLLM\u63d0\u4f9b\u76f8\u5173\u7684\u4e0a\u4e0b\u6587\u73af\u5883\u3002<\/p>\n\n\n\n

\u5728\u6b64\u4e4b\u524d\uff0c\u901a\u8fc7Spring\u548cRedis\u6765\u6784\u5efa\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7a0b\u5e8f\u7684\u9009\u9879\u8fd8\u76f8\u5bf9\u6709\u9650\u3002\u800c\u6700\u8fd1\uff0cRedis\u4f5c\u4e3a\u4e00\u79cd\u9ad8\u6027\u80fd\u7684\u5411\u91cf\u6570\u636e\u5e93\u65b9\u6848\uff0c\u73b0\u5df2\u5f15\u8d77\u5e7f\u6cdb\u5173\u6ce8\u3002Spring\u793e\u533a\u63a8\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3aSpring\u2002AI\u7684\u65b0\u9879\u76ee\uff0c\u65e8\u5728\u7b80\u5316\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7a0b\u5e8f\u7279\u522b\u662f\u90a3\u4e9b\u6d89\u53ca\u5411\u91cf\u6570\u636e\u5e93\u7684\u5e94\u7528\u7684\u5f00\u53d1\u6d41\u7a0b\u3002<\/p>\n\n\n\n

\u4e0b\u9762\u5c06\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528Redis\u4f5c\u4e3a\u5411\u91cf\u6570\u636e\u5e93\u6784\u5efa\u4e00\u4e2aSpring AI\u5e94\u7528\u7a0b\u5e8f\uff0c\u5b9e\u73b0\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u5de5\u4f5c\u6d41\u3002<\/strong><\/strong><\/p>\n\n\n\n

\u4e8c\u3001\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/h2>\n\n\n\n

\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u662f\u4e00\u79cd\u7ed3\u5408\u6570\u636e\u4e0e\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u6280\u672f\u65b9\u6cd5\u3002\u5728RAG\u5de5\u4f5c\u6d41\u4e2d\uff0c\u9996\u5148\u9700\u8981\u5c06\u6570\u636e\u52a0\u8f7d\u5165\u5411\u91cf\u6570\u636e\u5e93\uff08\u4f8b\u5982Redis\uff09\u3002\u63a5\u6536\u5230\u7528\u6237\u67e5\u8be2\u540e\uff0c\u5411\u91cf\u6570\u636e\u5e93\u4f1a\u68c0\u7d22\u51fa\u4e00\u7ec4\u4e0e\u67e5\u8be2\u76f8\u4f3c\u7684\u6587\u6863\u3002\u8fd9\u4e9b\u6587\u6863\u5c06\u4f5c\u4e3a\u89e3\u7b54\u7528\u6237\u95ee\u9898\u7684\u4e0a\u4e0b\u6587\uff0c\u5e76\u7ed3\u5408\u7528\u6237\u7684\u67e5\u8be2\uff0c\u901a\u5e38\u901a\u8fc7\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u6765\u751f\u6210\u54cd\u5e94\u3002<\/strong><\/strong><\/p>\n\n\n\n

\u672c\u4f8b\u4e2d\uff0c\u6211\u4eec\u5c06\u5229\u7528\u4e00\u4e2a\u5305\u542b\u5404\u7c7b\u5564\u9152\u4fe1\u606f\u7684\u6570\u636e\u96c6\u8fdb\u884c\u6f14\u793a\uff0c\u6570\u636e\u96c6\u4e2d\u5305\u542b\u5564\u9152\u7684\u540d\u79f0\u3001\u9152\u7cbe\u542b\u91cf\uff08ABV\uff09\u3001\u56fd\u9645\u82e6\u5473\u5355\u4f4d\uff08IBU\uff09\u548c\u63cf\u8ff0\u7b49\u5c5e\u6027\u3002\u8be5\u6570\u636e\u96c6\u5c06\u88ab\u52a0\u8f7d\u5230Redis\u4e2d\uff0c\u4ee5\u5c55\u793aRAG\u5de5\u4f5c\u6d41\u7684\u5b9e\u9645\u5e94\u7528\u3002<\/p>\n\n\n\n

\u4e09\u3001\u4ee3\u7801\u548c\u4f9d\u8d56\u5173\u7cfb<\/h2>\n\n\n\n

\u53ef\u4ee5\u5728GitHub\u4e0a\u627e\u5230Spring\u2002AI\u548cRedis\u6f14\u793a<\/u><\/a>\u7684\u5168\u90e8\u4ee3\u7801\u3002<\/p>\n\n\n\n

\u672c\u9879\u76ee\u4f7f\u7528\u4e86Spring Boot\u4f5c\u4e3aWeb\u5e94\u7528\u7a0b\u5e8f\u7684\u542f\u52a8\u4f9d\u8d56\u9879\uff0c\u5e76\u7ed3\u5408\u4e86Azure OpenAI\u548cSpring\u2002AI\u2002Redis\u3002<\/p>\n\n\n\n

\u56db\u3001\u6570\u636e\u52a0\u8f7d<\/h2>\n\n\n\n

\u6211\u4eec\u7684\u5e94\u7528\u7a0b\u5e8f\u5c06\u91c7\u7528\u63d0\u4f9b\u5564\u9152\u4fe1\u606f\u7684JSON\u6587\u6863\u4f5c\u4e3a\u6570\u636e\u6765\u6e90\u3002\u6bcf\u4e2a\u6587\u6863\u7684\u7ed3\u6784\u5982\u4e0b\uff1a<\/p>\n\n\n\n

{\n  \"id\": \"00gkb9\",\n  \"name\": \"Smoked Porter Ale\",\n  \"description\": \"The Porter Pounder Smoked Porter is a dark rich flavored ale that is made with 5 malts that include smoked and chocolate roasted malts. It has coffee and mocha notes that create a long finish that ends clean with the use of just a bit of dry hopping\",\n  \"abv\": 8,\n  \"ibu\": 36\n}<\/code><\/pre>\n\n\n\n
\u4e3a\u4e86\u5c06\u5564\u9152\u6570\u636e\u96c6\u52a0\u8f7d\u5230 Redis \u4e2d\uff0c\u6211\u4eec\u5c06\u4f7f\u7528 RagDataLoader \u7c7b\u3002\u8be5\u7c7b\u5305\u542b\u4e00\u4e2a\u65b9\u6cd5\uff0c\u5728\u5e94\u7528\u7a0b\u5e8f\u542f\u52a8\u65f6\u6267\u884c\u3002\u5728\u8be5\u65b9\u6cd5\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u4e00\u4e2a JsonReader \u6765\u89e3\u6790\u6570\u636e\u96c6\uff0c\u7136\u540e\u4f7f\u7528\u81ea\u52a8\u8fde\u63a5\u7684\u2002VectorStore \u5c06\u6587\u6863\u63d2\u5165 Redis\u3002<\/p>\n\n\n\n
\/\/ Create a JSON reader with fields relevant to our use case\nJsonReader loader = new JsonReader(file, \"name\", \"abv\", \"ibu\", \"description\");\n\/\/ Use the autowired VectorStore to insert the documents into Redis\nvectorStore.add(loader.get());<\/code><\/pre>\n\n\n\n
\u81f3\u6b64\uff0c\u6211\u4eec\u5f97\u5230\u4e86\u4e00\u4e2a\u5305\u542b\u7ea6 22,000 \u79cd\u5564\u9152\u53ca\u5176\u76f8\u5e94\u5d4c\u5165\u7684\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n
\u4e94\u3001RAG\u00a0Service<\/h2>\n\n\n\n
RagService \u7c7b\u5b9e\u73b0\u4e86 RAG \u5de5\u4f5c\u6d41\u7a0b\u3002\u5f53\u6536\u5230\u7528\u6237\u63d0\u793a\u65f6\uff0c\u4f1a\u8c03\u7528 retrieve \u65b9\u6cd5\uff0c\u6267\u884c\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n\n\n\n
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\u8ba1\u7b97\u7528\u6237\u63d0\u793a\u7684\u5411\u91cf<\/li>\n\n\n\n
\u67e5\u8be2 Redis \u6570\u636e\u5e93\uff0c\u68c0\u7d22\u6700\u76f8\u5173\u7684\u6587\u6863<\/li>\n\n\n\n
\u4f7f\u7528\u68c0\u7d22\u5230\u7684\u6587\u6863\u548c\u7528\u6237\u63d0\u793a\u6784\u5efa\u4e00\u4e2a\u63d0\u793a\u4fe1\u606f<\/li>\n\n\n\n
\u4f7f\u7528\u63d0\u793a\u8c03\u7528\u804a\u5929\u5ba2\u6237\u7aef\u4ee5\u751f\u6210\u54cd\u5e94<\/li>\n<\/ul>\n\n\n\n
public Generation retrieve(String message) {\n    SearchRequest request = SearchRequest.query(message).withTopK(topK);\n    \/\/ Query Redis for the top K documents most relevant to the input message\n    List<Document> docs = store.similaritySearch(request);\n    Message systemMessage = getSystemMessage(docs);\n    UserMessage userMessage = new UserMessage(message);\n    \/\/ Assemble the complete prompt using a template\n    Prompt prompt = new Prompt(List.of(systemMessage, userMessage));\n    \/\/ Call the autowired chat client with the prompt\n    ChatResponse response = client.call(prompt);\n    return response.getResult();\n}<\/code><\/pre>\n\n\n\n
\u516d\u3001Controller<\/h2>\n\n\n\n
\u73b0\u5728\u6211\u4eec\u5df2\u7ecf\u5b9e\u73b0\u4e86 RAG \u670d\u52a1\uff0c\u53ef\u4ee5\u5c06\u5176\u5c01\u88c5\u5728 HTTP \u7aef\u70b9\u4e2d\u3002<\/p>\n\n\n\n
RagController \u7c7b\u5c06\u670d\u52a1\u4f5c\u4e3a POST \u7aef\u70b9\u516c\u5f00\uff1a<\/p>\n\n\n\n
@PostMapping(\"\/chat\/{chatId}\")\n@ResponseBody\npublic Message chatMessage(@PathVariable(\"chatId\") String chatId, @RequestBody Prompt prompt) {\n    \/\/ Extract the user prompt from the body and pass it to the autowired RagService\n    Generation generation = ragService.retrieve(prompt.getPrompt());\n    \/\/ Reply with the generated message\n    return Message.of(generation.getOutput().getContent());\n}<\/code><\/pre>\n\n\n\n
\u4e03\u3001\u7528\u6237\u754c\u9762\u00a0<\/h2>\n\n\n\n
\u5728\u7528\u6237\u754c\u9762\u65b9\u9762\uff0c\u521b\u5efa\u4e00\u4e2a\u7b80\u5355\u7684 React \u524d\u7aef\uff0c\u5141\u8bb8\u7528\u6237\u63d0\u51fa\u6709\u5173\u5564\u9152\u7684\u95ee\u9898\u3002\u524d\u7aef\u901a\u8fc7\u5411 \/chat\/{chatId} \u7aef\u70b9\u53d1\u9001 HTTP \u8bf7\u6c42\u5e76\u663e\u793a\u54cd\u5e94\u6765\u4e0e Spring \u540e\u7aef\u4ea4\u4e92\u3002<\/p>\n\n\n
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\u4ec5\u901a\u8fc7\u7b80\u5355\u7684\u51e0\u4e2a\u7c7b\uff0c\u6211\u4eec\u5c31\u7528 Spring AI \u548c Redis \u5b9e\u73b0\u4e86\u4e00\u4e2a RAG \u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n\n\n\n
\u82e5\u8981\u66f4\u8fdb\u4e00\u6b65\uff0c\u6211\u4eec\u5efa\u8bae\u60a8\u67e5\u770b\u2002Github\u2002\u4e0a\u7684\u793a\u4f8b\u4ee3\u7801<\/u><\/a>\u3002\u5c06 Redis \u7684\u9ad8\u6548\u548c\u6613\u7528\u6027\u4e0e Spring AI \u63d0\u4f9b\u7684\u4fbf\u6377\u62bd\u8c61\u76f8\u7ed3\u5408\uff0cJava \u5f00\u53d1\u4eba\u5458\u4f7f\u7528 Spring \u6784\u5efa\u54cd\u5e94\u5f0f AI \u5e94\u7528\u7a0b\u5e8f\u5c06\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002<\/p>\n\n\n\n
\u6709\u5173\u5411\u91cf\u6570\u636e\u5e93\u7684\u66f4\u591a\u4fe1\u606f\uff0c\u6b22\u8fce\u4e0e\u6211\u4eec\u6c9f\u901a\u4ea4\u6d41~<\/p>\n","protected":false},"excerpt":{"rendered":"
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