{"id":6450,"date":"2023-03-08T13:34:54","date_gmt":"2023-03-08T05:34:54","guid":{"rendered":"https:\/\/i007.vip:15443\/wordpress\/?p=6450"},"modified":"2023-03-08T13:34:54","modified_gmt":"2023-03-08T05:34:54","slug":"weaviate%e6%98%af%e4%b8%80%e4%b8%aa%e4%ba%91%e5%8e%9f%e7%94%9f%e7%9a%84%e6%a8%a1%e5%9d%97%e5%8c%96%e5%ae%9e%e6%97%b6%e7%9f%a2%e9%87%8f%e6%90%9c%e7%b4%a2%e5%bc%95%e6%93%8e","status":"publish","type":"post","link":"https:\/\/i007.cc\/wordpress\/archives\/6450","title":{"rendered":"Weaviate\u662f\u4e00\u4e2a\u4e91\u539f\u751f\u7684\u6a21\u5757\u5316\u5b9e\u65f6\u77e2\u91cf\u641c\u7d22\u5f15\u64ce"},"content":{"rendered":"
\n
\n

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

<\/div>\n

( \u5982\u9700\u67e5\u770b\u82f1\u6587\u7248\u672c\uff0c\u8bf7\u00a0\u70b9\u51fb\u8fd9\u91cc\u00a0)<\/p>\n<\/div>\n

\n
\n

Weaviate\"Weaviate<\/h1>\n

ML-first\u77e2\u91cf\u641c\u7d22\u5f15\u64ce<\/h2>\n

Description<\/h2>\n

\u7b80\u800c\u8a00\u4e4b\uff1aWeaviate\u662f\u4e00\u4e2a\u5411\u91cf\u641c\u7d22\u5f15\u64ce\u548c\u5411\u91cf\u6570\u636e\u5e93\u3002Weaviate\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u6765\u77e2\u91cf\u5316\u548c\u5b58\u50a8\u6570\u636e\uff0c\u5e76\u627e\u5230\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u7684\u7b54\u6848\u3002\u4f7f\u7528Weaviate\uff0c\u60a8\u8fd8\u53ef\u4ee5\u5c06\u81ea\u5b9a\u4e49ML\u6a21\u578b\u5e26\u5165\u751f\u4ea7\u89c4\u6a21\u3002<\/p>\n

Weaviate\u8be6\u7ec6\u4ecb\u7ecd\uff1aWeaviate\u662f\u4e00\u4e2alow-latency\u5411\u91cf\u641c\u7d22\u5f15\u64ce\uff0c\u652f\u6301out-of-the-box\u4e0d\u540c\u7684\u5a92\u4f53\u7c7b\u578b\uff08\u6587\u672c\u3001\u56fe\u50cf\u7b49\uff09\u3002\u5b83\u63d0\u4f9b\u8bed\u4e49\u641c\u7d22\u3001Question-Answer-Extraction\u3001\u5206\u7c7b\u3001\u53ef\u5b9a\u5236\u6a21\u578b\uff08PyTorch\/TensorFlow\/Keras\uff09\u7b49\u7b49\u3002Weaviate\u4ece\u5934\u5f00\u59cb\u5728Go\u4e2d\u6784\u5efa\uff0c\u5b58\u50a8\u5bf9\u8c61\u548c\u5411\u91cf\uff0c\u5141\u8bb8\u5c06\u5411\u91cf\u641c\u7d22\u4e0e\u7ed3\u6784\u5316\u8fc7\u6ee4\u4e0ecloud-native\u6570\u636e\u5e93\u7684fault-tolerance\u76f8\u7ed3\u5408\uff0c\u6240\u6709\u8fd9\u4e9b\u90fd\u53ef\u4ee5\u901a\u8fc7GraphQL\u3001REST\u548c\u5404\u79cd\u8bed\u8a00\u5ba2\u6237\u7aef\u8bbf\u95ee\u3002<\/p>\n

Weaviate\u6709\u52a9\u4e8e\u3002\u3002\u3002<\/h2>\n
    \n
  1. \u8f6f\u4ef6\u5de5\u7a0b\u5e08\uff08docs\uff09-\u4ed6\u4eec\u4f7f\u7528Weaviate\u4f5c\u4e3a\u5e94\u7528\u7a0b\u5e8f\u7684ML-first\u6570\u636e\u5e93\u3002Out-of-the-box\u6a21\u5757\u7528\u4e8e\uff1a\u81ea\u7136\u8bed\u8a00\u5904\u7406\/\u8bed\u4e49\u641c\u7d22\u3001\u81ea\u52a8\u5206\u7c7b\u548c\u56fe\u50cf\u76f8\u4f3c\u6027\u641c\u7d22\u3002\u5f88\u5bb9\u6613\u96c6\u6210\u5230\u60a8\u5f53\u524d\u7684\u67b6\u6784\u4e2d\uff0c\u5e76\u50cf\u60a8\u4e60\u60ef\u4e8e\u4ece\u5176\u4ed6OSS\u6570\u636e\u5e93\u4e2d\u83b7\u5f97\u7684\u90a3\u6837\uff0c\u63d0\u4f9b\u5b8c\u6574\u7684CRUD\u652f\u6301\u3002Cloud-native\uff0c\u5206\u5e03\u5f0f\uff0c\u5728Kubernetes\u4e0a\u8fd0\u884c\u826f\u597d\uff0c\u5e76\u968f\u5de5\u4f5c\u8d1f\u8f7d\u6269\u5c55\u3002<\/li>\n
  2. \u6570\u636e\u5de5\u7a0b\u5e08\uff08docs\uff09-\u4ed6\u4eec\u4f7f\u7528Weaviate\u4f5c\u4e3a\u5411\u91cf\u6570\u636e\u5e93\uff0c\u8be5\u6570\u636e\u5e93\u662f\u4ece\u5730\u9762\u5efa\u7acb\u7684\uff0c\u4ee5\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u4e3a\u6838\u5fc3\uff0c\u4f7f\u7528\u4ed6\u4eec\u559c\u6b22\u7684Lucene-based\u641c\u7d22\u5f15\u64ce\u7684\u7528\u6237\u4f53\u9a8c\u3002Weaviate\u6709\u4e00\u4e2a\u6a21\u5757\u5316\u8bbe\u7f6e\uff0c\u5141\u8bb8\u60a8\u5728Weaviate\u5185\u4f7f\u7528ML\u6a21\u578b\uff0c\u4f46\u60a8\u4e5f\u53ef\u4ee5\u4f7f\u7528out-of-the-boxML\u6a21\u578b(e.g.\u3001SBERT\u3001ResNet\u3001fasttext\u7b49\uff09\u3002Weaviate\u8d1f\u8d23\u53ef\u6269\u5c55\u6027\uff0c\u6240\u4ee5\u60a8\u4e0d\u5fc5\u8fd9\u6837\u505a\u3002\u5728\u751f\u4ea7\u4e2d\u53ef\u9760\u9ad8\u6548\u5730\u90e8\u7f72\u548c\u7ef4\u62a4ML\u6a21\u578b\u3002<\/li>\n
  3. \u6570\u636e\u79d1\u5b66\u5bb6\uff08DOC\uff09-\u4ed6\u4eec\u4f7f\u7528Weaviate\u5c06\u5176\u673a\u5668\u5b66\u4e60\u6a21\u578b\u65e0\u7f1d\u5730\u79fb\u4ea4\u7ed9MLOP\u3002\u5728\u751f\u4ea7\u4e2d\u53ef\u9760\u9ad8\u6548\u5730\u90e8\u7f72\u548c\u7ef4\u62a4ML\u6a21\u578b\u3002Weaviate\u7684\u6a21\u5757\u5316\u8bbe\u8ba1\u5141\u8bb8\u60a8\u8f7b\u677e\u6253\u5305\u4efb\u4f55\u9700\u8981\u7684\u5b9a\u5236\u8bad\u7ec3\u6a21\u578b\u3002\u5c06\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5e73\u7a33\u3001\u5feb\u901f\u5730\u79fb\u4ea4\u7ed9\u5de5\u7a0b\u5e08\u3002<\/li>\n<\/ol>\n

    GraphQL\u63a5\u53e3\u6f14\u793a<\/h2>\n

    \"Demo<\/p>\n

    Weaviate GraphQL\u5728\u65b0\u95fb\u6587\u7ae0\u6570\u636e\u96c6\u4e0a\u7684\u6f14\u793a\uff0c\u5305\u542b\uff1aTransformers\u6a21\u5757\u3001GraphQL\u7528\u6cd5\u3001\u8bed\u4e49\u641c\u7d22\u3001_additional{\u7279\u6027\u3001\u95ee\u7b54\u548c\u805a\u5408{}\u51fd\u6570\u3002\u60a8\u53ef\u4ee5\u5728GUI\u4e2d\u7684\u8fd9\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u6f14\u793a\uff1a\u8bed\u4e49\u641c\u7d22\u3001\u95ee\u7b54\u3001\u805a\u5408\u3002<\/p>\n

    Features<\/h2>\n

    Weaviate\u4f7fstate-of-the-artML\u6a21\u578b\u6613\u4e8e\u4f7f\u7528\uff0c\u540c\u65f6\u63d0\u4f9bpurpose-built\u5411\u91cf\u6570\u636e\u5e93\u7684\u53ef\u6269\u5c55\u6027\u3001\u6613\u7528\u6027\u3001\u5b89\u5168\u6027\u548ccost-effectiveness\u3002\u6700\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff1a<\/p>\n

      \n
    • \u5feb\u901f\u67e5\u8be2Weaviate\u901a\u5e38\u5728\u4e0d\u5230100ms\u7684\u65f6\u95f4\u5185\u5bf9\u6570\u767e\u4e07\u4e2a\u5bf9\u8c61\u6267\u884c10\u795e\u7ecf\u7f51\u7edc\u90bb\u5c45\u641c\u7d22\u3002<\/li>\n
    • \u4efb\u4f55\u5e26\u6709Weaviate\u6a21\u5757\u7684\u5a92\u4f53\u7c7b\u578b\u5728\u641c\u7d22\u548c\u67e5\u8be2\u65f6\u5bf9\u6587\u672c\u3001\u56fe\u50cf\u7b49\u4f7f\u7528State-of-the-ArtML\u6a21\u578b\u63a8\u7406\uff08\u4f8b\u5982Transformers\uff09\uff0c\u8ba9Weaviate\u4e3a\u60a8\u7ba1\u7406\u6570\u636e\u77e2\u91cf\u5316\u8fc7\u7a0b\uff0c\u6216\u5bfc\u5165\u60a8\u81ea\u5df1\u7684\u77e2\u91cf\u3002<\/li>\n
    • \u7ed3\u5408\u77e2\u91cf\u548c\u6807\u91cf\u641c\u7d22Weaviate\u5141\u8bb8\u6709\u6548\u7684\u7ec4\u5408\u77e2\u91cf\u548c\u6807\u91cf\u641c\u7d22\uff0c\u4f8b\u5982\u201c\u8fc7\u53bb7\u5929\u5185\u53d1\u8868\u7684\u4e0e\u65b0\u51a0\u80ba\u708e\u5927\u6d41\u884c\u76f8\u5173\u7684\u6587\u7ae0\u201d\u3002Weaviate\u5b58\u50a8\u5bf9\u8c61\u548c\u5411\u91cf\uff0c\u5e76\u786e\u4fdd\u4e24\u8005\u7684\u68c0\u7d22\u59cb\u7ec8\u6709\u6548\u3002\u4e0d\u9700\u8981\u7b2c\u4e09\u65b9\u5bf9\u8c61\u5b58\u50a8\u3002<\/li>\n
    • Real-time\u548c\u6301\u4e45Weaviate\u5141\u8bb8\u60a8\u641c\u7d22\u6570\u636e\uff0c\u5373\u4f7f\u6570\u636e\u5f53\u524d\u6b63\u5728\u5bfc\u5165\u6216\u66f4\u65b0\u3002\u6b64\u5916\uff0c\u6bcf\u6b21\u5199\u5165\u90fd\u4f1a\u5199\u5165Write-Ahead-Log\uff08WAL\uff09\u4ee5\u7acb\u5373\u8fdb\u884c\u6301\u4e45\u5199\u5165\uff0c\u5373\u4f7f\u5728\u5d29\u6e83\u53d1\u751f\u65f6\u4e5f\u662f\u5982\u6b64\u3002<\/li>\n
    • \u6c34\u5e73\u53ef\u6269\u5c55\u6027\u89c4\u6a21\u53ef\u4ee5\u6ee1\u8db3\u60a8\u7684\u786e\u5207\u9700\u6c42\uff0c\u4f8b\u5982High-Availability\u3001\u6700\u5927\u6444\u53d6\u91cf\u3001\u6700\u5927\u53ef\u80fd\u7684\u6570\u636e\u96c6\u5927\u5c0f\u3001\u6bcf\u79d2\u6700\u5927\u67e5\u8be2\u6570\u7b49(Multi-Node\u81eav1.8.0<\/code>\u4ee5\u6765\u7684\u5206\u7247\uff0c\u6b63\u5728\u5f00\u53d1\u4e2d\u7684\u590d\u5236\uff09<\/li>\n
    • Cost-Effectiveness\u975e\u5e38\u5927\u7684\u6570\u636e\u96c6\u4e0d\u9700\u8981\u5b8c\u5168\u4fdd\u5b58\u5728Weaviate\u7684\u5185\u5b58\u4e2d\u3002\u540c\u65f6\u53ef\u7528\u5185\u5b58\u53ef\u7528\u4e8e\u63d0\u9ad8\u67e5\u8be2\u901f\u5ea6\u3002\u8fd9\u5141\u8bb8\u6709\u610f\u8bc6\u7684\u901f\u5ea6\/\u6210\u672ctrade-off\uff0c\u4ee5\u9002\u5e94\u6bcf\u4e2a\u7528\u4f8b\u3002<\/li>\n
    • \u5bf9\u8c61\u4e4b\u95f4\u7684Graph-like\u8fde\u63a5\u4ee5graph-like\u7684\u65b9\u5f0f\u5728\u5bf9\u8c61\u4e4b\u95f4\u5efa\u7acb\u4efb\u610f\u8fde\u63a5\uff0c\u7c7b\u4f3c\u4e8e\u6570\u636e\u70b9\u4e4b\u95f4\u7684real-life\u8fde\u63a5\u3002\u4f7f\u7528GraphQL\u904d\u5386\u8fd9\u4e9b\u8fde\u63a5\u3002<\/li>\n<\/ul>\n

      Documentation<\/h2>\n

      \u60a8\u53ef\u4ee5\u5728\u6211\u4eec\u7f51\u7ad9\u7684\u5f00\u53d1\u8005\u90e8\u5206\u627e\u5230\u8be6\u7ec6\u7684\u6587\u6863\uff0c\u6216\u8005\u76f4\u63a5\u4f7f\u7528\u4e0b\u9762\u5217\u8868\u4e2d\u7684\u94fe\u63a5\u8f6c\u5230\u5176\u4e2d\u4e00\u4e2a\u6587\u6863\u3002<\/p>\n

      Additional material<\/h2>\n

      Video<\/h3>\n
        \n
      • Weaviate\u7b80\u4ecb\u89c6\u9891<\/li>\n<\/ul>\n

        Reading<\/h3>\n
          \n
        • Weaviate\u662f\u4e00\u4e2aopen-source\u641c\u7d22\u5f15\u64ce\uff0c\u7531ML\u3001vectors\u3001graphs\u548cGraphQL\uff08ZDNet\uff09\u63d0\u4f9b\u652f\u6301<\/li>\n
        • Weaviate\uff0c\u4e00\u4e2a\u652f\u6301CRUD\u7684ANN\u6570\u636e\u5e93(DB-Engines.com\uff09<\/li>\n
        • DistilBERT\u548cWeaviate\u7684sub-50ms\u795e\u7ecf\u641c\u7d22\uff08\u671d\u5411\u6570\u636e\u79d1\u5b66\uff09<\/li>\n
        • WeaviatePython Library\u5165\u95e8\uff08\u8d70\u5411\u6570\u636e\u79d1\u5b66\uff09<\/li>\n<\/ul>\n

          Examples<\/h2>\n

          \u60a8\u53ef\u4ee5\u5728\u8fd9\u91cc\u627e\u5230\u4ee3\u7801\u793a\u4f8b<\/p>\n

          Support<\/h2>\n
            \n
          • \u95ee\u9898\u7684\u5806\u6808\u6ea2\u51fa<\/li>\n
          • Github\u7684\u95ee\u9898<\/li>\n
          • \u8981\u8fde\u63a5\u7684\u677e\u5f1b\u901a\u9053<\/li>\n
          • \u65f6\u4e8b\u901a\u8baf\u4ee5\u4fdd\u6301\u4e86\u89e3<\/li>\n<\/ul>\n

            Contributing<\/h2>\n
              \n
            • \u5982\u4f55\u8d21\u732e<\/li>\n<\/ul>\n<\/article>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

              \u539f\u6587\u5730\u5740 ( \u5982\u9700\u67e5\u770b\u82f1\u6587\u7248\u672c\uff0c\u8bf7\u00a0\u70b9\u51fb<\/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-6450","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\/6450","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=6450"}],"version-history":[{"count":0,"href":"https:\/\/i007.cc\/wordpress\/wp-json\/wp\/v2\/posts\/6450\/revisions"}],"wp:attachment":[{"href":"https:\/\/i007.cc\/wordpress\/wp-json\/wp\/v2\/media?parent=6450"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/i007.cc\/wordpress\/wp-json\/wp\/v2\/categories?post=6450"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/i007.cc\/wordpress\/wp-json\/wp\/v2\/tags?post=6450"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}