{"id":6451,"date":"2023-03-08T15:08:24","date_gmt":"2023-03-08T07:08:24","guid":{"rendered":"https:\/\/i007.vip:15443\/wordpress\/?p=6451"},"modified":"2023-03-08T15:08:24","modified_gmt":"2023-03-08T07:08:24","slug":"7%e4%b8%aa%e5%90%91%e9%87%8f%e6%95%b0%e6%8d%ae%e5%ba%93%e5%af%b9%e6%af%94%ef%bc%9amilvus%e3%80%81pinecone%e3%80%81vespa%e3%80%81weaviate%e3%80%81vald%e3%80%81gsi-%e5%92%8c-qdrant","status":"publish","type":"post","link":"https:\/\/i007.cc\/wordpress\/archives\/6451","title":{"rendered":"7\u4e2a\u5411\u91cf\u6570\u636e\u5e93\u5bf9\u6bd4\uff1aMilvus\u3001Pinecone\u3001Vespa\u3001Weaviate\u3001Vald\u3001GSI \u548c Qdrant"},"content":{"rendered":"
\n

\u539f\u6587\u5730\u5740<\/a><\/p>\n

\u00a0<\/p>\n

\n
<\/i>\u5c0f\u5c0f\u4eae<\/a><\/i>2022-10-12<\/span><\/div>\n
<\/i>1093<\/span><\/div>\n<\/div>\n<\/div>\n
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\u672c\u6587\u7b80\u8981\u603b\u7ed3\u4e86\u5f53\u4eca\u5e02\u573a\u4e0a\u6b63\u5728\u79ef\u6781\u5f00\u53d1\u76847\u4e2a<\/span>\u5411\u91cf\u6570\u636e\u5e93\uff0c<\/span>Milvus\u3001Pinecone\u3001Vespa\u3001Weaviate\u3001Vald\u3001GSI\u00a0\u548c\u00a0Qdrant\u00a0\u7684\u8be6\u7ec6\u6bd4\u8f83\u3002\u6211\u4eec\u5df2\u7ecf\u63a5\u8fd1\u5728\u641c\u7d22\u5f15\u64ce\u4f53\u9a8c\u7684\u57fa\u7840\u5c42\u9762\u4e0a\u6d89\u53ca\u673a\u5668\u5b66\u4e60\uff1a\u5728\u591a\u7ef4\u591a\u6a21\u6001\u7a7a\u95f4\u4e2d\u7f16\u7801\u5bf9\u8c61\u3002\u8fd9\u4e0e\u4f20\u7edf\u7684\u5173\u952e\u5b57\u67e5\u627e\u4e0d\u540c\uff08\u5373\u4f7f\u901a\u8fc7\u540c\u4e49\u8bcd\/\u8bed\u4e49\u8fdb\u884c\u4e86\u589e\u5f3a\uff09\u2014\u2014\u5728\u8bb8\u591a\u6709\u8da3\u7684\u65b9\u9762\uff1a<\/span><\/p>\n
    \n
  • \u5bf9\u8c61\u7ea7\u522b\u7684\u96c6\u5408\u7ea7\u522b\u76f8\u4f3c\u6027\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u76f8\u4f3c\u5ea6\u51fd\u6570\uff08\u8ddd\u79bb\u5ea6\u91cf\uff09\u800c\u4e0d\u662f\u7a00\u758f\u5173\u952e\u5b57\u67e5\u627e\u6765\u67e5\u627e\u67e5\u8be2\u7684\u90bb\u5c45\u3002\u5728\u5e26\u6709\u5206\u7247\u7684 BM25\/TF-IDF \u65b9\u6cd5\u4e2d\uff0c\u60a8\u5c06\u83b7\u5f97\u6765\u81ea\u4e0d\u517c\u5bb9\u7684\u5206\u7247\u7ea7\u96c6\u5408\u7684\u6587\u6863\u5206\u6570\uff08\u9664\u975e\u60a8\u8bbe\u7f6e\u5168\u5c40\u66f4\u65b0\u7684<\/span>IDF\u7f13\u5b58\uff09\u3002<\/span><\/li>\n
  • \u5c06\u51e0\u4f55\u76f8\u4f3c\u6027\u7684\u6982\u5ff5\u4f5c\u4e3a\u8bed\u4e49\u4e2d\u7684\u4e00\u4e2a\u7ec4\u6210\u90e8\u5206\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u539f\u59cb\u5bf9\u8c61\u7684\u7279\u5b9a\u5c5e\u6027\uff08\u5728\u6587\u672c\u7684\u60c5\u51b5\u4e0b\u2014\u2014\u5b83\u7684\u5173\u952e\u5b57\/\u672f\u8bed\uff09\u3002<\/span><\/li>\n
  • \u591a\u6a21\u6001\uff1a\u7f16\u7801\u4efb\u4f55\u5bf9\u8c61\u2014\u2014\u97f3\u9891\u3001\u89c6\u9891\u3001\u56fe\u50cf\u3001\u6587\u672c\u3001\u57fa\u56e0\u7ec4\u3001<\/span>\u8f6f\u4ef6\u75c5\u6bd2\u3001\u4e00\u4e9b\u590d\u6742\u7684\u5bf9\u8c61\uff08\u5982<\/span>\u4ee3\u7801\uff09\uff0c\u4f60\u6709\u4e00\u4e2a\u7f16\u7801\u5668\u548c\u76f8\u4f3c\u6027\u5ea6\u91cf\u2014\u2014\u5e76\u5728\u8fd9\u4e9b\u5bf9\u8c61\u4e4b\u95f4\u65e0\u7f1d\u641c\u7d22\u3002<\/span><\/li>\n<\/ul>\n

    \u540c\u65f6\uff0c\u5173\u952e\u5b57\u53ef\u4ee5\u4ee5\u4e92\u8865\u7684\u65b9\u5f0f\u4e0e\u76f8\u4f3c\u5ea6\u641c\u7d22\u76f8\u7ed3\u5408\uff0c\u5c24\u5176\u662f\u5f53\u60a8\u9762\u4e34\u957f\u5c3e\u96f6\u547d\u4e2d\u95ee\u9898\uff08\u53ef\u80fd\u76f8\u5f53\u5927\uff0c\u4f8b\u5982\u5728<\/span>\u7535\u5b50\u5546\u52a1\u9886\u57df\uff09\u7684\u60c5\u51b5\u4e0b\u3002<\/span><\/p>\n

    \u8fd9\u7bc7\u535a\u6587\u603b\u7ed3\u4e86 7 \u4e2a\u5411\u91cf\u6570\u636e\u5e93\u4e4b\u95f4\u7684\u5171\u6027\u548c\u5dee\u5f02\uff0c\u6bcf\u4e2a\u90fd\u63d0\u4f9b\u5546\u4e1a\u4e91\u652f\u6301\u30027 \u4eba\u4e2d\u6709 5 \u4eba\u5c06\u4ed6\u4eec\u7684\u4ee3\u7801\u4f5c\u4e3a\u5f00\u6e90\u4ee3\u7801\u63d0\u4f9b\u7ed9\u60a8\u81ea\u5df1\u7684\u4e3b\u673a\u3002<\/b>\u8fd9\u7bc7\u6587\u7ae0<\/span>\u4e0d<\/span>\u5305\u62ec\u795e\u7ecf\u641c\u7d22\u6846\u67b6\uff08\u5982<\/span>Jina.AI\u3001<\/span>FAISS\u6216 deepset \u7684<\/span>Haystack\uff09\uff0c\u8fd9\u4e9b\u6846\u67b6\u5e94\u8be5\u6709\u81ea\u5df1\u7684\u535a\u5ba2\u6587\u7ae0\u3002\u6b64\u5916\uff0c\u5b83\u5e76\u4e0d\u4e13\u6ce8\u4e8e\u5927\u578b\u4e91\u4f9b\u5e94\u5546\u5782\u76f4\u641c\u7d22\u5f15\u64ce\uff0c\u4f8b\u5982 Bing \u6216 Google \u7684\u5411\u91cf\u641c\u7d22\u5f15\u64ce\u3002\u7b97\u6cd5\u57fa\u51c6\u6d4b\u8bd5\u8d85\u51fa\u4e86\u8303\u56f4\uff0c\u56e0\u4e3a\u60a8\u59cb\u7ec8\u53ef\u4ee5\u6c42\u52a9\u4e8e<\/span>https:\/\/github.com\/erikbern\/ann-benchmarks\u67e5\u627e\u6709\u5173\u5355\u4e2a\u7b97\u6cd5\u6027\u80fd\u548c\u6743\u8861\u7684\u8be6\u7ec6\u4fe1\u606f\u3002<\/span><\/p>\n

    \u6211\u5192\u6627\u5730\u4ece\u4ee5\u4e0b\u4e94\u4e2a\u89d2\u5ea6\u8003\u8651\u4e86\u6bcf\u4e2a\u641c\u7d22\u5f15\u64ce\uff1a<\/span><\/p>\n

      \n
    1. \u4ef7\u503c\u4e3b\u5f20<\/span><\/strong>\u3002\u8ba9\u6574\u4e2a\u5411\u91cf\u641c\u7d22\u5f15\u64ce\u8131\u9896\u800c\u51fa\u7684\u72ec\u7279\u4e4b\u5904\u662f\u4ec0\u4e48\uff1f<\/span><\/li>\n
    2. \u7c7b\u578b\u3002<\/span><\/strong>\u8be5\u5f15\u64ce\u7684\u901a\u7528\u7c7b\u578b\uff1a\u5411\u91cf\u6570\u636e\u5e93\u3001\u5927\u6570\u636e\u5e73\u53f0\u3002\u6258\u7ba1\/\u81ea\u6258\u7ba1\u3002<\/span><\/li>\n
    3. \u67b6\u6784\u3002<\/span><\/strong>\u9ad8\u7ea7\u7cfb\u7edf\u67b6\u6784\uff0c\u5305\u62ec\u5206\u7247\u3001\u63d2\u4ef6\u3001\u53ef\u6269\u5c55\u6027\u3001\u786c\u4ef6\u7ec6\u8282\uff08\u5982\u679c\u53ef\u7528\uff09\u7b49\u65b9\u9762\u3002<\/span><\/li>\n
    4. \u7b97\u6cd5\u3002<\/span><\/strong>\u8fd9\u4e2a\u641c\u7d22\u5f15\u64ce\u91c7\u7528\u4e86\u4ec0\u4e48\u7b97\u6cd5\u6765\u8fdb\u884c\u76f8\u4f3c\u5ea6\/\u5411\u91cf\u641c\u7d22\uff0c\u5b83\u63d0\u4f9b\u4e86\u54ea\u4e9b\u72ec\u7279\u7684\u529f\u80fd\uff1f<\/span><\/li>\n
    5. \u4ee3\u7801<\/span><\/strong>\uff1a\u5b83\u662f\u5f00\u6e90\u7684\u8fd8\u662f\u95ed\u6e90\u7684\uff1f<\/span><\/li>\n<\/ol>\n

      \u6bcf\u4e2a\u641c\u7d22\u5f15\u64ce\u90fd\u9644\u6709\u5143\u6570\u636e\uff1a<\/span><\/p>\n

      ? \u94fe\u63a5\u5230\u63cf\u8ff0\u8be5\u6280\u672f\u7684\u4e3b\u9875<\/span><\/p>\n

      ? \u7c7b\u578b\uff1a\u81ea\u6258\u7ba1\u548c\/\u6216\u6258\u7ba1<\/span><\/p>\n

      ? \u4ee3\u7801\u94fe\u63a5\u5230\u53ef\u7528\u7684\u6e90\u4ee3\u7801<\/span><\/p>\n

      Milvus<\/span><\/h1>\n

      ? \u94fe\u63a5\uff1a<\/span>https :\/\/milvus.io\/<\/p>\n

      ? \u7c7b\u578b\uff1a\u81ea\u6258\u7ba1\u5411\u91cf\u6570\u636e\u5e93<\/span><\/p>\n

      ? \u4ee3\u7801\uff1a<\/span>\u5f00\u6e90<\/p>\n

        \n
      1. \u4ef7\u503c\u4e3b\u5f20<\/span><\/strong>\uff1a\u5173\u6ce8\u6574\u4e2a\u641c\u7d22\u5f15\u64ce\u7684\u53ef\u6269\u5c55\u6027\uff1a\u5982\u4f55\u9ad8\u6548\u5730\u5bf9\u5411\u91cf\u6570\u636e\u8fdb\u884c\u7d22\u5f15\u548c\u91cd\u65b0\u7d22\u5f15\uff1b\u5982\u4f55\u7f29\u653e\u641c\u7d22\u90e8\u5206\u3002\u72ec\u7279\u7684\u4ef7\u503c\u662f\u80fd\u591f\u4f7f\u7528<\/span>\u591a\u79cd ANN \u7b97\u6cd5\u5bf9\u6570\u636e\u8fdb\u884c\u7d22\u5f15\uff0c\u4ee5\u6bd4\u8f83\u5b83\u4eec\u5728\u60a8\u7684\u7528\u4f8b\u4e2d\u7684\u6027\u80fd\u3002<\/span><\/li>\n
      2. \u67b6\u6784<\/span><\/strong>\uff1a<\/span><\/li>\n<\/ol>\n

        <\/p>\n

        <\/picture>
        Milvus \u5b9e\u73b0\u4e86\u56db\u5c42\uff1a\u63a5\u5165\u5c42\u3001\u534f\u8c03\u670d\u52a1\u3001\u5de5\u4f5c\u8282\u70b9\u548c\u5b58\u50a8\u3002\u8fd9\u4e9b\u5c42\u662f\u72ec\u7acb\u7684\uff0c\u4ee5\u5b9e\u73b0\u66f4\u597d\u7684\u53ef\u6269\u5c55\u6027\u548c\u707e\u96be\u6062\u590d<\/span><\/figcaption><\/figure>\n

        3.<\/span>\u7b97\u6cd5<\/span><\/strong>\uff1a\u5141\u8bb8\u591a\u4e2a\u57fa\u4e8e ANN \u7b97\u6cd5\u7684\u7d22\u5f15\uff1aFAISS\u3001ANNOY\u3001HNSW\u3001RNSG\u3002<\/span><\/p>\n

        Pinecone<\/span><\/h1>\n

        ? \u94fe\u63a5\uff1a<\/span>https :\/\/www.pinecone.io\/<\/p>\n

        ? \u7c7b\u578b\uff1a\u6258\u7ba1\u5411\u91cf\u6570\u636e\u5e93<\/span><\/p>\n

        ? \u4ee3\u7801\uff1a\u5c01\u95ed\u6e90\u4ee3\u7801<\/span><\/p>\n

          \n
        1. \u4ef7\u503c\u4e3b\u5f20<\/span><\/strong>\uff1a\u5b8c\u5168\u6258\u7ba1\u7684\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4ee5\u652f\u6301\u60a8\u7684\u975e\u7ed3\u6784\u5316\u641c\u7d22\u5f15\u64ce\u4e4b\u65c5\u3002\u6700\u8fd1\u7684<\/span>2.0 \u7248\u672c\u5e26\u6765\u4e86\u5355\u9636\u6bb5\u8fc7\u6ee4\u529f\u80fd\uff1a\u5728\u4e00\u4e2a\u67e5\u8be2\u4e2d\u641c\u7d22\u60a8\u7684\u5bf9\u8c61\uff08\u6bdb\u8863\uff09\u5e76\u6309\u5143\u6570\u636e\uff08\u989c\u8272\u3001\u5c3a\u5bf8\u3001\u4ef7\u683c\u3001\u53ef\u7528\u6027\uff09\u8fdb\u884c\u8fc7\u6ee4\u3002<\/span><\/li>\n
        2. \u67b6\u6784<\/span><\/strong>\uff1a<\/span><\/li>\n<\/ol>\n

          <\/p>\n

          \n
          <\/picture>
          Pinecone \u662f\u4e00\u4e2a\u6258\u7ba1\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4f7f\u7528 Kafka \u8fdb\u884c\u6d41\u5904\u7406\uff0c\u4f7f\u7528 Kubernetes \u96c6\u7fa4\u5b9e\u73b0\u9ad8\u53ef\u7528\u6027\u4ee5\u53ca<\/span>Blob \u5b58\u50a8<\/span><\/strong>\uff08\u5411\u91cf\u548c\u5143\u6570\u636e\u7684\u771f\u5b9e\u6765\u6e90\uff0c\u7528\u4e8e\u5bb9\u9519\u548c\u9ad8\u53ef\u7528\u6027\uff09<\/span><\/figcaption><\/figure>\n<\/blockquote>\n

          3.<\/span>\u7b97\u6cd5<\/span><\/strong>\uff1a\u7531 FAISS \u63d0\u4f9b\u652f\u6301\u7684 Exact KNN\uff1bANN \u7531\u4e13\u6709\u7b97\u6cd5\u63d0\u4f9b\u652f\u6301\u3002\u652f\u6301\u6240\u6709\u4e3b\u8981\u8ddd\u79bb\u5ea6\u91cf\uff1a\u4f59\u5f26\uff08\u9ed8\u8ba4\uff09\u3001\u70b9\u79ef\u548c\u6b27\u51e0\u91cc\u5f97\u3002<\/span><\/p>\n

          Vespa<\/span><\/h1>\n

          ? \u94fe\u63a5\uff1a<\/span>https :\/\/vespa.ai\/<\/p>\n

          ? \u7c7b\u578b\uff1a\u6258\u7ba1\/\u81ea\u6258\u7ba1\u5411\u91cf\u6570\u636e\u5e93<\/span><\/p>\n

          ? \u4ee3\u7801\uff1a<\/span>\u5f00\u6e90<\/p>\n

            \n
          1. \u4ef7\u503c\u4e3b\u5f20<\/span><\/strong>\uff1a\u5f15\u7528<\/span>\u5b98\u65b9\u6587\u6863\uff1a\u201cVespa \u662f\u5728\u5927\u578b\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4f4e\u5ef6\u8fdf\u8ba1\u7b97\u7684\u5f15\u64ce\u3002\u5b83\u5b58\u50a8\u548c\u7d22\u5f15\u60a8\u7684\u6570\u636e\uff0c\u4ee5\u4fbf\u53ef\u4ee5\u5728\u670d\u52a1\u65f6\u6267\u884c\u5bf9\u6570\u636e\u7684\u67e5\u8be2\u3001\u9009\u62e9\u548c\u5904\u7406\u3002\u53ef\u4ee5\u4f7f\u7528\u6258\u7ba1\u5728 Vespa \u4e2d\u7684\u5e94\u7528\u7a0b\u5e8f\u7ec4\u4ef6\u6765\u5b9a\u5236\u548c\u6269\u5c55\u529f\u80fd\u3002\u201d\u00a0Vespa \u63d0\u4f9b\u4e86\u9762\u5411\u6df1\u5ea6\u5b66\u4e60\u7684\u6df1\u5ea6\u6570\u636e\u7ed3\u6784\uff0c\u4f8b\u5982\u6570\u636e\u79d1\u5b66\uff0c\u4f8b\u5982\u5f20\u91cf\u3002<\/span><\/li>\n
          2. \u67b6\u6784<\/span><\/strong>\uff1a<\/span><\/li>\n<\/ol>\n

            <\/p>\n

            <\/picture>
            Vespa \u67b6\u6784\u56fe<\/span><\/figcaption><\/figure>\n

            3.<\/span>\u7b97\u6cd5<\/span><\/strong>\uff1aHNSW\uff08\u9488\u5bf9\u5b9e\u65f6CRUD\u548c\u5143\u6570\u636e\u8fc7\u6ee4\u8fdb\u884c\u4e86\u4fee\u6539\uff09\uff1b\u4e00\u5957<\/span>\u91cd\u65b0\u6392\u5e8f\u548c\u5bc6\u96c6\u68c0\u7d22\u65b9\u6cd5\u3002<\/span><\/p>\n

            Weaviate<\/span><\/h1>\n

            ? \u94fe\u63a5\uff1a<\/span>https :\/\/www.semi.technology\/developers\/weaviate\/current\/<\/p>\n

            ? \u7c7b\u578b\uff1a\u6258\u7ba1\/\u81ea\u6258\u7ba1\u5411\u91cf\u6570\u636e\u5e93<\/span><\/p>\n

            ? \u4ee3\u7801\uff1a<\/span>\u5f00\u6e90<\/p>\n

              \n
            1. \u4ef7\u503c\u4e3b\u5f20\uff1a<\/span><\/strong>\u7c7b Graphql\u63a5\u53e3\u652f\u6301\u7684\u8868\u8fbe\u67e5\u8be2\u8bed\u6cd5\u3002\u8fd9\u5141\u8bb8\u60a8\u5bf9\u4e30\u5bcc\u7684\u5b9e\u4f53\u6570\u636e\u8fd0\u884c\u63a2\u7d22\u6027\u6570\u636e\u79d1\u5b66\u67e5\u8be2\u3002\u8be5\u4ea7\u54c1\u6700\u91cd\u8981\u7684\u5143\u7d20\u662f\u5411\u91cf\u641c\u7d22\u3001\u5bf9\u8c61\u5b58\u50a8\u548c\u7528\u4e8e\u5e03\u5c14\u5173\u952e\u5b57\u641c\u7d22\u7684\u5012\u6392\u7d22\u5f15\u7684\u7ec4\u5408\uff0c\u4ee5\u907f\u514d\u5b58\u50a8\u4e0e\u5bf9\u8c61\/\u5012\u6392\u7d22\u5f15\u5206\u5f00\u7684\u5411\u91cf\u6570\u636e\u7684\u4e0d\u540c\u6570\u636e\u5e93\u4e4b\u95f4\u7684\u6570\u636e\u6f02\u79fb\u548c\u5ef6\u8fdf\u3002<\/span>Wow-effect<\/span><\/strong>\uff1a\u6709\u4e00\u4e2a\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684<\/span>\u95ee\u7b54\u7ec4\u4ef6\u2014\u2014\u5b83\u53ef\u4ee5\u5e26\u6765\u4e00\u4e2a\u4ee4\u4eba\u60ca\u53f9\u7684\u5143\u7d20\u6765\u6f14\u793a\u4f5c\u4e3a\u73b0\u6709\u6216\u65b0\u4ea7\u54c1\u7684\u4e00\u90e8\u5206\u7684\u65b0\u641c\u7d22\u529f\u80fd\u3002<\/span><\/li>\n
            2. \u67b6\u6784<\/span><\/strong>\uff1a<\/span><\/li>\n<\/ol>\n

              \u8fd9\u662fWeaviate\u7684\u7cfb\u7edf\u7ea7\u67b6\u6784\u56fe\u3002\u5b83\u663e\u793a\u4e86\u7d22\u5f15\u7ec4\u5408\uff1a\u60a8\u53ef\u4ee5\u5b58\u50a8\u5411\u91cf\u3001\u5bf9\u8c61\u548c\u5012\u6392\u7d22\u5f15\u6570\u636e\uff0c\u4ee5\u6df7\u5408\u548c\u5339\u914d\u9002\u5408\u60a8\u7528\u4f8b\u7684\u641c\u7d22\u529f\u80fd\u3002\u652f\u6301\u7528\u4e8e\u4e0d\u540c\u4efb\u52a1\u7684\u6a21\u5757\uff0c\u4f8b\u5982\u95ee\u7b54\u3002<\/span><\/p>\n

              <\/p>\n

              <\/picture>
              \u7cfb\u7edf\u7ea7\u6982\u89c8
              \n<\/span><\/figcaption><\/figure>\n
              <\/picture>
              \u4f7f\u7528\u865a\u62df\u5206\u7247\u5c06\u5206\u7247\u5206\u5e03\u5230\u8282\u70b9\u4e0a\uff08\u53d7<\/span>Cassandra \u5206\u7247\u542f\u53d1\uff09<\/span><\/figcaption><\/figure>\n

              3.<\/span>\u7b97\u6cd5<\/span><\/strong>\uff1a\u81ea\u5b9a\u4e49\u5b9e\u73b0\u7684 HNSW\uff0c\u8c03\u6574\u5230\u89c4\u6a21\uff0c\u5e76\u652f\u6301\u5b8c\u6574\u7684 CRUD\u3002\u53ea\u8981\u80fd\u505aCRUD\u00a0\uff0c\u7cfb\u7edf\u5c31\u652f\u6301<\/span>\u63d2\u4ef6ANN\u7b97\u6cd5\u3002<\/p>\n

              Vald<\/span><\/h1>\n

              ? \u94fe\u63a5\uff1a<\/span>https :\/\/vald.vdaas.org\/<\/p>\n

              ? \u7c7b\u578b\uff1a\u81ea\u6258\u7ba1\u5411\u91cf\u641c\u7d22\u5f15\u64ce<\/span><\/p>\n

              ? \u4ee3\u7801\uff1a<\/span>\u5f00\u6e90<\/p>\n

                \n
              1. \u4ef7\u503c\u4e3b\u5f20<\/span><\/strong>\uff1aVald \u7528\u4e8e\u5341\u4ebf\u5411\u91cf\u89c4\u6a21\uff0c\u63d0\u4f9b\u4e91\u539f\u751f\u67b6\u6784\u3002\u6765\u81ea<\/span>\u5b98\u65b9\u6587\u6863\uff1a\u201cVald \u5177\u6709\u81ea\u52a8\u5411\u91cf\u7d22\u5f15\u548c\u7d22\u5f15\u5907\u4efd\uff0c\u4ee5\u53ca\u7528\u4e8e\u4ece\u6570\u5341\u4ebf\u7279\u5f81\u5411\u91cf\u6570\u636e\u4e2d\u8fdb\u884c\u641c\u7d22\u7684\u6c34\u5e73\u7f29\u653e\u3002\u201d\u00a0\u8be5\u7cfb\u7edf\u8fd8\u5141\u8bb8\u4f7f\u7528 Egress \u8fc7\u6ee4\u5668\u63d2\u5165\u60a8\u7684\u81ea\u5b9a\u4e49\u91cd\u65b0\u6392\u5e8f\/\u8fc7\u6ee4\u7b97\u6cd5\u3002\u5956\u52b1\uff1a\u53ef\u4ee5\u76f4\u63a5\u5b89\u88c5\u5728 macOS \u4e0a\u3002<\/span><\/li>\n
              2. \u67b6\u6784<\/span><\/strong>\uff1a<\/span><\/li>\n<\/ol>\n

                <\/p>\n

                <\/picture>
                Vald \u5728 Kubernetes \u96c6\u7fa4\u4e4b\u4e0a\u8fd0\u884c\u4ee5\u5229\u7528\u5176 HPA \u548c\u5206\u5e03\u5f0f\u529f\u80fd<\/span><\/figcaption><\/figure>\n

                3.<\/span>\u7b97\u6cd5<\/span><\/strong>\uff1a\u57fa\u4e8e\u6700\u5feb\u7b97\u6cd5\uff1a<\/span>NGT\uff0c\u6bd4\u5f88\u591a\u5f3a\u7b97\u6cd5\uff0c\u5982Scann\u548cHNSW\u90fd\u8981\u5feb\u3002<\/span><\/p>\n

                \u7528\u4e8e Elasticsearch \u548c OpenSearch \u7684 GSI APU \u677f<\/span><\/h1>\n

                ? \u94fe\u63a5\uff1a<\/span>https :\/\/www.gsitechnology.com\/APU<\/p>\n

                ? \u7c7b\u578b\uff1a Elasticsearch\u00a0\/\u00a0OpenSearch\u7684\u5411\u91cf\u641c\u7d22\u786c\u4ef6\u540e\u7aef<\/span><\/p>\n

                ? \u4ee3\u7801\uff1a\u5c01\u95ed\u6e90\u4ee3\u7801<\/span><\/p>\n

                  \n
                1. \u4ef7\u503c\u4e3b\u5f20<\/span><\/strong>\uff1a\u5341\u4ebf\u89c4\u6a21\u7684\u641c\u7d22\u5f15\u64ce\u540e\u7aef\uff0c\u5c06\u60a8\u7684<\/span>Elasticsearch\u00a0\/\u00a0<\/span>OpenSearch\u529f\u80fd\u6269\u5c55\u5230\u76f8\u4f3c\u6027\u641c\u7d22\u3002\u60a8\u53ef\u4ee5\u5b9e\u65bd\u9ad8\u6548\u8282\u80fd\u7684\u591a\u6a21\u5f0f\u641c\u7d22\uff0c\u589e\u5f3a\u5173\u952e\u5b57\u68c0\u7d22\u3002\u5b83\u4ee5\u672c\u5730<\/span>APU \u677f\u548c\u6258\u7ba1\u4e91\u540e\u7aef\u7684\u5f62\u5f0f\u63d0\u4f9b\uff0c\u901a\u8fc7\u63d2\u4ef6\u4e0e\u60a8\u7684 Elasticsearch \/ OpenSearch \u90e8\u7f72\u8fde\u63a5\u3002<\/span><\/li>\n
                2. \u67b6\u6784<\/span><\/strong>\uff1a<\/span><\/li>\n<\/ol>\n

                  <\/p>\n

                  <\/picture>
                  GSI APU \u9a71\u52a8\u7684 Elasticsearch \u67b6\u6784\u7684\u67b6\u6784\uff08<\/span>GSI Technology\u63d0\u4f9b\u7684\u5c4f\u5e55\u622a\u56fe\uff09
                  \n<\/span><\/figcaption><\/figure>\n
                  <\/picture>
                  APU\u677f\u7279\u70b9<\/span><\/figcaption><\/figure>\n

                  3.\u7b97\u6cd5<\/span><\/strong>\uff1a\u4fdd\u6301\u795e\u7ecf\u6563\u5217\u7684\u6c49\u660e\u7a7a\u95f4\u5c40\u90e8\u6027\u3002<\/span><\/p>\n

                  Qdrant<\/span><\/h1>\n

                  ? \u94fe\u63a5\uff1a<\/span>https :\/\/qdrant.tech\/<\/p>\n

                  ? \u7c7b\u578b\uff1a\u6258\u7ba1\/\u81ea\u6258\u7ba1\u5411\u91cf\u641c\u7d22\u5f15\u64ce\u548c\u6570\u636e\u5e93<\/span><\/p>\n

                  ? \u4ee3\u7801\uff1a<\/span>\u5f00\u6e90<\/p>\n

                    \n
                  1. \u4ef7\u503c\u4e3b\u5f20<\/span><\/strong>\uff1a\u5177\u6709\u6269\u5c55\u8fc7\u6ee4\u652f\u6301\u7684\u5411\u91cf\u76f8\u4f3c\u5ea6\u5f15\u64ce\u3002Qdrant \u5b8c\u5168\u7528 Rust \u8bed\u8a00\u5f00\u53d1\uff0c\u5b9e\u73b0\u4e86\u52a8\u6001\u67e5\u8be2\u8ba1\u5212\u548c\u6709\u6548\u8d1f\u8f7d\u6570\u636e\u7d22\u5f15\u3002\u5411\u91cf\u8d1f\u8f7d\u652f\u6301\u591a\u79cd\u6570\u636e\u7c7b\u578b\u548c\u67e5\u8be2\u6761\u4ef6\uff0c\u5305\u62ec\u5b57\u7b26\u4e32\u5339\u914d\u3001\u6570\u503c\u8303\u56f4\u3001\u5730\u7406\u4f4d\u7f6e\u7b49\u3002\u6709\u6548\u8d1f\u8f7d\u8fc7\u6ee4\u6761\u4ef6\u5141\u8bb8\u60a8\u6784\u5efa\u51e0\u4e4e\u4efb\u4f55\u5e94\u8be5\u5728\u76f8\u4f3c\u6027\u5339\u914d\u4e4b\u4e0a\u5de5\u4f5c\u7684\u81ea\u5b9a\u4e49\u4e1a\u52a1\u903b\u8f91\u3002<\/span><\/li>\n
                  2. \u67b6\u6784<\/span><\/strong>\uff1a<\/span><\/li>\n<\/ol>\n

                    <\/p>\n

                    <\/picture>
                    \u96c6\u5408\u7ea7\u67b6\u6784<\/span><\/figcaption><\/figure>\n

                    3.<\/span>\u7b97\u6cd5<\/span><\/strong>\uff1a Rust \u4e2d\u7684<\/span>\u81ea\u5b9a\u4e49HNSW \u5b9e\u73b0\u3002<\/span><\/p>\n

                    \u539f\u6587\u6807\u9898\uff1aNot All Vector Databases Are Made Equal<\/p>\n

                    \u539f\u6587\u4f5c\u8005\uff1aDmitry Kan<\/p>\n

                    \u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/towardsdatascience.com\/milvus-pinecone-vespa-weaviate-vald-gsi-what-unites-these-buzz-words-and-what-makes-each-9c65a3bd0696<\/p><\/blockquote>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

                    \u539f\u6587\u5730\u5740 \u00a0 \u5c0f\u5c0f\u4eae2022-10-12<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"colormag_page_container_layout":"default_layout","colormag_page_sidebar_layout":"default_layout","footnotes":""},"categories":[24],"tags":[121],"class_list":["post-6451","post","type-post","status-publish","format-standard","hentry","category-value_docs","tag-05-"],"_links":{"self":[{"href":"https:\/\/i007.cc\/wordpress\/wp-json\/wp\/v2\/posts\/6451","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/i007.cc\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/i007.cc\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/i007.cc\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/i007.cc\/wordpress\/wp-json\/wp\/v2\/comments?post=6451"}],"version-history":[{"count":0,"href":"https:\/\/i007.cc\/wordpress\/wp-json\/wp\/v2\/posts\/6451\/revisions"}],"wp:attachment":[{"href":"https:\/\/i007.cc\/wordpress\/wp-json\/wp\/v2\/media?parent=6451"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/i007.cc\/wordpress\/wp-json\/wp\/v2\/categories?post=6451"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/i007.cc\/wordpress\/wp-json\/wp\/v2\/tags?post=6451"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}