{"id":652,"date":"2024-04-17T00:42:53","date_gmt":"2024-04-17T07:42:53","guid":{"rendered":"https:\/\/devblogs.microsoft.com\/dotnet-ch\/?p=652"},"modified":"2024-05-16T18:19:49","modified_gmt":"2024-05-17T01:19:49","slug":"%e5%88%a9%e7%94%a8-redis-%e4%bd%bf-ai-%e9%a9%b1%e5%8a%a8%e7%9a%84-net-%e5%ba%94%e7%94%a8%e7%a8%8b%e5%ba%8f%e6%9b%b4%e5%8a%a0%e4%b8%80%e8%87%b4%e5%92%8c%e6%99%ba%e8%83%bd","status":"publish","type":"post","link":"https:\/\/devblogs.microsoft.com\/dotnet-ch\/%e5%88%a9%e7%94%a8-redis-%e4%bd%bf-ai-%e9%a9%b1%e5%8a%a8%e7%9a%84-net-%e5%ba%94%e7%94%a8%e7%a8%8b%e5%ba%8f%e6%9b%b4%e5%8a%a0%e4%b8%80%e8%87%b4%e5%92%8c%e6%99%ba%e8%83%bd\/","title":{"rendered":"\u5229\u7528 Redis \u4f7f AI \u9a71\u52a8\u7684 .NET \u5e94\u7528\u7a0b\u5e8f\u66f4\u52a0\u4e00\u81f4\u548c\u667a\u80fd\u00a0"},"content":{"rendered":"

\u672c\u7bc7\u7ffb\u8bd1\u4e8eCatherine Wang\u7684<\/em>Making AI powered .NET apps more consistent and intelligent with Redis – .NET Blog (microsoft.com)<\/a>\u00a0<\/em><\/p>\n

Redis <\/span>\u662f\u4e00\u79cd\u6d41\u884c\u7684\u5185\u5b58\u6570\u636e\u5b58\u50a8\uff0c\u53ef\u7528\u4e8e\u89e3\u51b3\u6784\u5efa\u548c\u6269\u5c55\u667a\u80fd\u5e94\u7528\u7a0b\u5e8f\u7684\u5173\u952e\u6311\u6218\u3002<\/span> \u5728\u672c\u6587\u4e2d\uff0c\u4f60\u5c06\u4e86\u89e3\u5982\u4f55\u4f7f\u7528<\/span>Redis<\/span>\u7684<\/span> Azure <\/span>\u7f13\u5b58\u6765\u63d0\u9ad8\u4f7f\u7528<\/span> Azure OpenAI <\/span>\u7684\u5e94\u7528\u7a0b\u5e8f\u7684\u6548\u7387<\/span>\u3002<\/span>\u00a0<\/span><\/p>\n

Redis <\/span>\u7684<\/span>Azure <\/span>\u7f13\u5b58\u4e0d\u53d7\u6700\u8fd1\u7684<\/span> Redis <\/span>\u8bb8\u53ef\u8bc1\u66f4\u65b0<\/span><\/a>\u7684\u5f71\u54cd<\/span>\uff1a<\/span>\u00a0<\/span><\/p>\n

\u201c<\/span>\u6211\u4eec\u5c06\u6301\u7eed\u7684\u5408\u4f5c\u4ee5\u786e\u4fdd<\/span> Azure <\/span>\u5ba2\u6237\u80fd\u591f\u65e0\u7f1d\u5730\u5229\u7528<\/span> Azure Cache for Redis<\/span>\u7684\u6240\u6709\u5c42\u7ea7<\/span>\u3002 Azure Cache for Redis\u3001Azure Cache for Redis Enterprise <\/span>\u548c<\/span> Enterprise Flash <\/span>\u670d\u52a1\u4e0d\u4f1a\u4e2d\u65ad\uff0c\u5ba2\u6237\u5c06\u6536\u5230\u53ca\u65f6\u7684\u66f4\u65b0\u548c\u9519\u8bef\u4fee\u590d\uff0c\u4ee5\u4fdd\u6301\u6700\u4f73\u6027\u80fd\u3002<\/span>\u201d \u2013 Julia Liuson<\/span>\uff0c\u5f00\u53d1\u90e8\u603b\u88c1<\/span>\u00a0<\/span><\/p><\/blockquote>\n

\u672c\u535a\u5ba2\u5305\u62ec\u4e24\u4e2a\u793a\u4f8b\u5e94\u7528\u7a0b\u5e8f<\/span>\uff1a<\/span>\u00a0<\/span><\/p>\n

\u7b2c\u4e00\u4e2a\u662f<\/span>\u57fa\u4e8e<\/span>.NET <\/span>\u63ed\u79d8\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/span><\/a>\u7684\u6f14\u793a\u804a\u5929<\/span>\u8bed\u4e49\u5185\u6838\uff08<\/span>Semantic Kernel\uff09<\/span><\/a>\u5e94\u7528\u7a0b\u5e8f\u3002\u6211\u6dfb\u52a0\u4e86\u4f7f\u7528<\/span> Redis <\/span>\u4fdd\u5b58\u989d\u5916\u77e5\u8bc6\u5e76\u542f\u7528\u804a\u5929\u5386\u53f2\u8bb0\u5f55\u7684\u529f\u80fd\u3002<\/span> \u5b8c\u6574\u793a\u4f8b\u4f4d\u4e8e<\/span> Chat App with Redis<\/span><\/a>\u00a0<\/span><\/p>\n

\u7b2c\u4e8c\u4e2a\u662f\u4e00\u4e2a\u6f14\u793a\u5e94\u7528\u7a0b\u5e8f\uff0c\u5b83\u5728<\/span> .NET 8 <\/span>\u4e2d\u4f7f\u7528<\/span> Redis OM dotnet<\/span><\/a> \u8fdb\u884c<\/span> Redis <\/span>\u8f93\u51fa\u7f13\u5b58<\/span><\/a>\uff0c\u4ee5\u63d0\u9ad8\u751f\u6210\u5f0f<\/span> AI <\/span>\u7684\u4e00\u81f4\u6027\u548c\u5f39\u6027\u3002<\/span> \u5b8c\u6574\u793a\u4f8b\u4f4d\u4e8e<\/span> OpenAI <\/span>\u7684\u8f93\u51fa\u7f13\u5b58<\/span><\/a>\u4e2d<\/span>\u00a0<\/span><\/p>\n

Redis <\/span><\/b>\u4e3a<\/span><\/b> OpenAI <\/span><\/b>\u6a21\u578b\u63d0\u4f9b\u4e86\u989d\u5916\u7684\u77e5\u8bc6<\/span><\/b>\u00a0<\/span><\/h3>\n

\u50cf<\/span> GPT <\/span>\u8fd9\u6837\u7684<\/span> OpenAI <\/span>\u6a21\u578b\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u90fd\u7ecf\u8fc7\u8bad\u7ec3\u4e14\u77e5\u8bc6\u6e0a\u535a\uff0c\u4f46\u5b83\u4eec\u65e0\u6cd5\u4e86\u89e3\u60a8\u516c\u53f8\u7684\u5185\u90e8\u6587\u6863\u6216\u6700\u8fd1\u7684\u535a\u5ba2\u6587\u7ae0\u3002<\/span> \u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u60a8\u9700\u8981<\/span> Redis <\/span>\u4f5c\u4e3a\u9644\u52a0\u77e5\u8bc6\u7684\u8bed\u4e49\u5185\u5b58\u5b58\u50a8<\/span>\u3002<\/span>\u00a0<\/span><\/p>\n

\u8bed\u4e49\u5185\u5b58\u5b58\u50a8\u6709\u4e24\u4e2a\u57fa\u672c\u8981\u6c42<\/span>\uff1a<\/span>\u00a0<\/span><\/p>\n

    \n
  1. \u667a\u80fd\u5e94\u7528\u7a0b\u5e8f\u65e0\u6cd5\u76f4\u63a5\u8bfb\u53d6\u6587\u672c<\/span> blob<\/span>\u3001\u56fe\u50cf\u3001\u89c6\u9891\u7b49\u975e\u7ed3\u6784\u5316\u6570\u636e\u3002\u8bed\u4e49\u5185\u5b58\u5b58\u50a8\u9700\u8981\u652f\u6301\u5411\u91cf\u5d4c\u5165\u7684\u6709\u6548\u4fdd\u5b58<\/span>\u3002<\/span>\u00a0<\/span><\/li>\n
  2. \u667a\u80fd\u5e94\u7528\u7a0b\u5e8f\u9700\u8981\u6267\u884c\u603b\u7ed3\u3001\u6bd4\u8f83\u3001\u5f02\u5e38\u68c0\u6d4b\u7b49\u4efb\u52a1\u3002\u8bed\u4e49\u5185\u5b58\u5b58\u50a8\u9700\u8981\u652f\u6301\u641c\u7d22\u529f\u80fd\u3002<\/span> \u8fd9\u610f\u5473\u7740\u7528\u4e8e\u67e5\u627e\u76f8\u5173\u6570\u636e\u7684\u7d22\u5f15\u3001\u8ddd\u79bb\u7b97\u6cd5\u548c\u641c\u7d22\u67e5\u8be2<\/span>\u3002<\/span>\u00a0<\/span><\/li>\n<\/ol>\n

    Redis Enterprise <\/span>\u63d0\u4f9b\u4e86<\/span> RediSearch<\/span><\/a> \u6a21\u5757\u6765\u6ee1\u8db3\u8fd9\u4e9b\u9700\u6c42\u3002<\/span> \u60a8\u53ef\u4ee5\u4f7f\u7528\u5185\u7f6e\u7684<\/span> FLAT <\/span>\u548c<\/span> HNSW <\/span>\u7d22\u5f15\u7b97\u6cd5\u3001\u4f59\u5f26\u7b49\u8ddd\u79bb\u7b97\u6cd5\u4ee5\u53ca<\/span> KNN <\/span>\u641c\u7d22\u67e5\u8be2\u5728<\/span> Redis <\/span>\u4e2d\u4fdd\u5b58\u5411\u91cf\u5d4c\u5165<\/span>\u3002<\/span>\u00a0<\/span><\/p>\n

    \u8bed\u4e49\u5185\u6838<\/span>\uff08 Semantic Kernel \uff09<\/span><\/a>\u4e3a<\/span> Redis <\/span>\u8bed\u4e49\u5185\u5b58\u5b58\u50a8\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8fde\u63a5\u5668<\/span><\/a>\u3002 <\/span>\u5728\u8bed\u4e49\u5185\u6838\u4e2d\u4f7f\u7528<\/span> Redis <\/span>\u4f5c\u4e3a\u8bed\u4e49\u5185\u5b58\u5b58\u50a8\u7684\u4ee3\u7801\u53ef\u80fd\u5982\u4e0b\u6240\u793a\uff08\u6765\u81ea<\/span> ChatAppRedis<\/span><\/a>\uff09\uff1a<\/span>\u00a0<\/span><\/p>\n

    \/\/Initialize the Redis connection\r\nConnectionMultiplexer connectionMultiplexer = await ConnectionMultiplexer.ConnectAsync(redisConnection);\r\nIDatabase database = connectionMultiplexer.GetDatabase();\r\n\r\n\/\/Create and use Redis semantic memory store\r\nRedisMemoryStore memoryStore = new RedisMemoryStore(database, vectorSize: 1536);\r\nvar memory = new SemanticTextMemory(\r\n    memoryStore,\r\n    new AzureOpenAITextEmbeddingGenerationService(aoaiEmbeddingModel, aoaiEndpoint, aoaiApiKey)\r\n    );\r\n\r\n\/\/Code for saving text strings into Redis Semantic Store\r\nawait memory.SaveInformationAsync(collectionName, $\"{your_text_blob}\", $\"{an_arbitrary_key}\");<\/code><\/pre>\n
    Redis <\/span><\/b>\u4fdd\u7559\u804a\u5929\u8bb0\u5f55\u4ee5\u542f\u7528<\/span><\/b> AI <\/span><\/b>\u8bb0\u5fc6<\/span><\/b>\u00a0<\/span><\/h3>\n
    \u50cf<\/span> GPT <\/span>\u8fd9\u6837\u7684<\/span> OpenAI <\/span>\u6a21\u578b\u4e0d\u4f1a\u8bb0\u4f4f\u804a\u5929\u8bb0\u5f55\u3002<\/span> \u8bed\u4e49\u5185\u6838<\/span>\uff08 Semantic Kernel \uff09<\/span>\u63d0\u4f9b<\/span>\u804a\u5929<\/span><\/a>\u8bb0\u5f55\uff0c\u4ee5\u56de\u7b54\u57fa\u4e8e\u5148\u524d\u4e0a\u4e0b\u6587\u7684\u95ee\u9898<\/span>\u3002 <\/span>\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u8981\u6c42\u804a\u5929\u5e94\u7528\u7a0b\u5e8f\u8bb2\u4e00\u4e2a\u7b11\u8bdd\u3002<\/span> \u7136\u540e\u95ee\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u7b11\u8bdd\u597d\u7b11\u3002<\/span> \u7b2c\u4e8c\u4e2a\u95ee\u9898\u7684\u7b54\u6848\u5c06\u4e0e\u7b2c\u4e00\u4e2a\u95ee\u9898\u76f8\u5173\uff0c\u8fd9\u5c31\u662f\u804a\u5929\u8bb0\u5f55\u6240\u542f\u7528\u7684\u529f\u80fd<\/span>\u3002<\/span>\u00a0<\/span><\/p>\n
    Chat History<\/span>\u5bf9\u8c61\u5b58\u50a8\u5728\u5185\u5b58\u4e2d\u3002<\/span> \u5ba2\u6237\u8981\u6c42\u5c06\u5176\u4fdd\u5b58\u5230\u5916\u90e8\u5b58\u50a8\uff0c\u4ee5\u83b7\u5f97\u4ee5\u4e0b\u597d\u5904<\/span>\uff1a<\/span>\u00a0<\/span><\/p>\n