{"id":41225,"date":"2022-11-10T09:12:15","date_gmt":"2023-01-18T00:00:16","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e7%94%a8ocr%e5%92%8celasticsearch%e5%88%9b%e5%bb%ba%e5%9b%be%e5%83%8f%e6%96%87%e4%bb%b6%e6%90%9c%e7%b4%a2%e5%bc%95%e6%93%8e%e3%80%82\/"},"modified":"2024-04-28T23:59:35","modified_gmt":"2024-04-28T15:59:35","slug":"%e7%94%a8ocr%e5%92%8celasticsearch%e5%88%9b%e5%bb%ba%e5%9b%be%e5%83%8f%e6%96%87%e4%bb%b6%e6%90%9c%e7%b4%a2%e5%bc%95%e6%93%8e%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e7%94%a8ocr%e5%92%8celasticsearch%e5%88%9b%e5%bb%ba%e5%9b%be%e5%83%8f%e6%96%87%e4%bb%b6%e6%90%9c%e7%b4%a2%e5%bc%95%e6%93%8e%e3%80%82\/","title":{"rendered":"\u7528OCR\u548cElasticsearch\u521b\u5efa\u56fe\u50cf\u6587\u4ef6\u641c\u7d22\u5f15\u64ce"},"content":{"rendered":"

\u9996\u5148<\/h2>\n

\u8fd9\u662fABEJA 2021\u5e74\u5723\u8bde\u8282\u65e5\u5386\u7684\u7b2c17\u5929\u7684\u6587\u7ae0\u3002<\/p>\n

\u672c\u6587\u4ecb\u7ecd\u4e86\u4f7f\u7528\u8c37\u6b4c\u7684Cloud Vision API\uff08OCR\uff09\u548c\u5168\u6587\u641c\u7d22\u5f15\u64ceElasticsearch\uff08\u4ee5\u4e0b\u7b80\u79f0ES\uff09\uff0c\u4f7f\u5f97\u53ef\u4ee5\u4ece\u56fe\u50cf\u6587\u4ef6\u7684\u6587\u672c\u5185\u5bb9\u4e2d\u8fdb\u884c\u5173\u952e\u8bcd\u641c\u7d22\u3002<\/p>\n

\u6211\u5011\u60f3\u8981\u5f9e\u5927\u91cf\u7684\u904e\u53bb\u6587\u4ef6\u548c\u8cc7\u6599\u4e2d\u627e\u5230\u7279\u5b9a\u7684\u6587\u4ef6\uff0c\u4f46\u4e00\u76f4\u627e\u4e0d\u5230…\u9019\u7bc7\u6587\u7ae0\u7684\u5167\u5bb9\u662f\u8981\u4ecb\u7d39\u5982\u4f55\u4f7f\u7528OCR\u548cES\u4f86\u5f9e\u6587\u4ef6\u5167\u5bb9\u4e2d\u66f4\u6709\u6548\u5730\u9032\u884c\u641c\u7d22\u3002
\n\u5982\u679c\u56e0\u70ba\u66f8\u9762\u6587\u4ef6\u592a\u591a\u800c\u653e\u68c4\u4e86\u6548\u7387\u5316\u7684\u8a71…\u4e5f\u53ef\u4ee5\u901a\u904e\u6383\u63cf\u6216\u4f7f\u7528\u76f8\u6a5f\u5c07\u6587\u4ef6\u5716\u50cf\u5316\u4f86\u9054\u5230\u540c\u6a23\u7684\u6548\u679c\u3002<\/p>\n

\u76ee\u9304\u7d50\u69cb<\/h2>\n

\u6700\u7ec8\u7684\u76ee\u5f55\u7ed3\u6784\u3002<\/p>\n

.\r\n\u251c\u2500\u2500 docker-compose.yml\r\n\u251c\u2500\u2500 docker\r\n\u2502   \u251c\u2500\u2500 python3\r\n\u2502   \u2502   \u2514\u2500\u2500 Dockerfile \r\n\u2502   \u2514\u2500\u2500 elasticsearch\r\n\u2502       \u2514\u2500\u2500 Dockerfile \r\n\u2514\u2500\u2500 src\r\n    \u251c\u2500\u2500 images\r\n    \u2502   \u2514\u2500\u2500 input\r\n    \u2502   \u2514\u2500\u2500 archive\r\n    \u2514\u2500\u2500 main.py\r\n<\/code><\/pre>\n
\u51c6\u5907\u4f7f\u7528Cloud Vision API<\/h2>\n
\u4e3a\u4e86\u4f7f\u7528Cloud Vision API\uff0c\u9700\u8981\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u8fdb\u884c\u64cd\u4f5c\u3002<\/p>\n
    \n
  • \n
      Google Cloud Platform\u306e\u767b\u9332<\/ul>\n<\/li>\n<\/ul>\n
       <\/p>\n
        \n
      • \n
          Cloud Vision API\u3092\u6709\u52b9\u306b\u3059\u308b\u8a2d\u5b9a<\/ul>\n<\/li>\n<\/ul>\n
           <\/p>\n
            \n
          • \n
              API\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u306e\u4f5c\u6210<\/ul>\n<\/li>\n<\/ul>\n
               <\/p>\n
                \n
              • \n
                  \u8a8d\u8a3c\u7528\u306eJSON\u30d5\u30a1\u30a4\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001\u4efb\u610f\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u914d\u7f6e(\u4ee5\u964dcredential.json\u3068\u3057\u307e\u3059\u3002)<\/ul>\n<\/li>\n<\/ul>\n
                   <\/p>\n
                    \u8a8d\u8a3c\u7528\u306eJSON\u30d5\u30a1\u30a4\u30eb\u3078\u306epath\u3092\u901a\u3059<\/ul>\n
                    \u6211\u5df2\u53c2\u8003\u4e86\u8fd9\u7bc7\u6587\u7ae0\uff01<\/p>\n
                    \u51c6\u5907\u6267\u884c\u73af\u5883<\/h2>\n
                    \u4f7f\u7528Docker\u521b\u5efaPython\u6267\u884c\u73af\u5883\u548cElasticsearch\u73af\u5883\u3002<\/p>\n
                    \u521b\u5efa\u4e00\u4e2aDockerfile\u6765\u8bbe\u7f6eDocker\/Python3\u7684\u73af\u5883\u3002\u5728\u8fd9\u4e2aDockerfile\u4e2d\uff0c\u8fdb\u884c\u4e86Python\u6267\u884c\u73af\u5883\u7684\u8bbe\u7f6e\u4ee5\u53ca\u5b89\u88c5\u6240\u9700\u7684google-cloud-vision\u5e93\u7528\u4e8e\u6267\u884cCloud Vision API\u4ee5\u53ca\u5b89\u88c5\u6240\u9700\u7684\u5e93\u7528\u4e8e\u4f7f\u7528Elasticsearch\u3002<\/p>\n
                    FROM<\/span> python:3.9<\/span>\r\nUSER<\/span> root<\/span>\r\n\r\nRUN <\/span>apt-get update\r\nRUN <\/span>apt-get -y<\/span> install <\/span>locales &&<\/span> \\\r\n<\/span>    localedef -f<\/span> UTF-8 -i<\/span> ja_JP ja_JP.UTF-8\r\nENV<\/span> LANG ja_JP.UTF-8<\/span>\r\nENV<\/span> LANGUAGE ja_JP:ja<\/span>\r\nENV<\/span> LC_ALL ja_JP.UTF-8<\/span>\r\nENV<\/span> TZ JST-9<\/span>\r\nENV<\/span> TERM xterm<\/span>\r\n\r\nRUN <\/span>mkdir<\/span> \/app\r\n\r\nRUN <\/span>apt-get install<\/span> -y<\/span> vim\r\nRUN <\/span>pip install<\/span> --upgrade<\/span> pip\r\nRUN <\/span>pip install<\/span> --upgrade<\/span> setuptools\r\n\r\nRUN <\/span>python -m<\/span> pip install <\/span>google-cloud-vision \\\r\n<\/span>                          elasticsearch\r\n<\/code><\/pre>\n
                    \u521b\u5efa\u4e00\u4e2adocker\/elasticsearch\u7684Dockerfile\u3002\u6307\u5b9aElasticsearch\u955c\u50cf\u5e76\u5b89\u88c5analysis-kuromoji\u4ee5\u652f\u6301\u65e5\u8bed\u5168\u6587\u641c\u7d22\u529f\u80fd\u3002<\/p>\n
                    FROM<\/span> docker.elastic.co\/elasticsearch\/elasticsearch:7.15.0<\/span>\r\nRUN <\/span>elasticsearch-plugin install <\/span>analysis-kuromoji\r\n<\/code><\/pre>\n
                    \u521b\u5efadocker-compose.yml\u6587\u4ef6\u3002
                    \n\u672c\u6b21\u5c06\u53ea\u4f7f\u7528\u4e00\u4e2aElasticsearch\u5bb9\u5668\uff08\u8282\u70b9\uff09\uff0c\u4f46\u6839\u636e\u9700\u6c42\uff0c\u8bf7\u5728\u7f51\u7edc\u4e2d\u4f7f\u7528\u591a\u4e2a\u5bb9\u5668\uff08\u8282\u70b9\uff09\u3002
                    \n\u53e6\u5916\uff0c\u8bf7\u5c06environment\u7684GOOGLE_APPLICATION_CREDENTIALS\u6307\u5b9a\u4e3acredential.json\u7684\u8def\u5f84\u3002<\/p>\n
                    version<\/span>:<\/span> '<\/span>3'<\/span>\r\nservices<\/span>:<\/span>\r\n  elasticsearch<\/span>:<\/span>\r\n    build<\/span>:<\/span> .\/docker\/elasticsearch<\/span>\r\n    container_name<\/span>:<\/span> elasticsearch<\/span>\r\n    environment<\/span>:<\/span>\r\n      -<\/span> discovery.type=single-node<\/span>\r\n      -<\/span> cluster.name=es-docker-cluster<\/span>\r\n      -<\/span> bootstrap.memory_lock=true<\/span>\r\n      -<\/span> \"<\/span>ES_JAVA_OPTS=-Xms512m<\/span> -Xmx512m\"<\/span>\r\n    ulimits<\/span>:<\/span>\r\n      memlock<\/span>:<\/span>\r\n        soft<\/span>:<\/span> -1<\/span>\r\n        hard<\/span>:<\/span> -1<\/span>\r\n    volumes<\/span>:<\/span>\r\n      -<\/span> .\/docker\/elasticsearch:\/usr\/share\/elasticsearch\/data<\/span>\r\n    ports<\/span>:<\/span>\r\n      -<\/span> 9200:9200<\/span>\r\n    networks<\/span>:<\/span>\r\n      -<\/span> esnet<\/span>\r\n  python3<\/span>:<\/span>\r\n    build<\/span>:<\/span> .\/docker\/python3<\/span>\r\n    container_name<\/span>:<\/span> python3<\/span>\r\n    working_dir<\/span>:<\/span> '<\/span>\/app'<\/span>\r\n    tty<\/span>:<\/span> true<\/span>\r\n    environment<\/span>:<\/span>\r\n      GOOGLE_APPLICATION_CREDENTIALS<\/span>:<\/span> \/tmp\/keys\/credential.json<\/span>\r\n    volumes<\/span>:<\/span>\r\n      -<\/span> .\/src:\/app<\/span>\r\n      -<\/span> ${GOOGLE_APPLICATION_CREDENTIALS}:\/tmp\/keys\/credential.json:ro<\/span>\r\n    networks<\/span>:<\/span>\r\n      -<\/span> esnet<\/span>\r\nnetworks<\/span>:<\/span>\r\n  esnet<\/span>:<\/span>\r\n<\/code><\/pre>\n
                    \u5f53\u6587\u4ef6\u5168\u90e8\u653e\u597d\u540e\uff0c\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\uff0c\u5373\u53ef\u5b8c\u6210\u672c\u6b21\u4f7f\u7528\u73af\u5883\u7684\u521b\u5efa\u3002<\/p>\n
                    # \u8d77\u52d5\r\n> docker-comopse up -d\r\n\r\n# \u78ba\u8a8d\r\n> docker-compose ps   \r\n    Name                   Command               State                Ports              \r\n-----------------------------------------------------------------------------------------\r\nelasticsearch   \/bin\/tini -- \/usr\/local\/bi ...   Up      0.0.0.0:9200->9200\/tcp, 9300\/tcp\r\npython3         python3                          Up \r\n<\/code><\/pre>\n
                    \u4f7f\u7528Cloud Vision API\u7684\u65b9\u6cd5<\/h2>\n
                    \u6211\u4eec\u6b63\u5728\u53c2\u8003\u8fd9\u4efd\u6587\u6863\u6765\u6267\u884c\u4ee3\u7801\u3002
                    \n\u4e3a\u4e86\u6d4b\u8bd5\uff0c\u6211\u4eec\u5c06\u6267\u884c\u4ee5\u4e0b\u4ee3\u7801\u3002<\/p>\n
                    import<\/span> io<\/span>\r\nimport<\/span> os<\/span>\r\nfrom<\/span> google.cloud<\/span> import<\/span> vision<\/span>\r\n\r\n\r\ndef<\/span> detect_document<\/span>(<\/span>file_path<\/span>):<\/span>\r\n    client<\/span> =<\/span> vision<\/span>.<\/span>ImageAnnotatorClient<\/span>()<\/span>\r\n\r\n    file_name<\/span> =<\/span> os<\/span>.<\/span>path<\/span>.<\/span>abspath<\/span>(<\/span>file_path<\/span>)<\/span>\r\n\r\n    with<\/span> io<\/span>.<\/span>open<\/span>(<\/span>file_name<\/span>,<\/span> 'rb'<\/span>)<\/span> as<\/span> image_file<\/span>:<\/span>\r\n        content<\/span> =<\/span> image_file<\/span>.<\/span>read<\/span>()<\/span>\r\n\r\n    image<\/span> =<\/span> vision<\/span>.<\/span>Image<\/span>(<\/span>content<\/span>=<\/span>content<\/span>)<\/span>\r\n\r\n    response<\/span> =<\/span> client<\/span>.<\/span>document_text_detection<\/span>(<\/span>\r\n        image<\/span>=<\/span>image<\/span>,<\/span>\r\n        image_context<\/span>=<\/span>{<\/span>'language_hints'<\/span>:<\/span> [<\/span>'ja'<\/span>]}<\/span>\r\n    )<\/span>\r\n\r\n    text<\/span> =<\/span> ''<\/span>\r\n    for<\/span> page<\/span> in<\/span> response<\/span>.<\/span>full_text_annotation<\/span>.<\/span>pages<\/span>:<\/span>\r\n        for<\/span> block<\/span> in<\/span> page<\/span>.<\/span>blocks<\/span>:<\/span>\r\n            for<\/span> paragraph<\/span> in<\/span> block<\/span>.<\/span>paragraphs<\/span>:<\/span>\r\n                for<\/span> word<\/span> in<\/span> paragraph<\/span>.<\/span>words<\/span>:<\/span>\r\n                    text<\/span> +=<\/span> ''<\/span>.<\/span>join<\/span>([<\/span>\r\n                        symbol<\/span>.<\/span>text<\/span> for<\/span> symbol<\/span> in<\/span> word<\/span>.<\/span>symbols<\/span>\r\n                    ])<\/span>\r\n                text<\/span> +=<\/span> '<\/span>\\n<\/span>'<\/span>\r\n    print<\/span>(<\/span>text<\/span>)<\/span>\r\n\r\n\r\nif<\/span> __name__<\/span> ==<\/span> \"__main__\"<\/span>:<\/span>\r\n    file_path<\/span> =<\/span> 'images\/input\/wiki-ocr-short.png'<\/span>\r\n    detect_document<\/span>(<\/span>file_path<\/span>)<\/span>\r\n<\/code><\/pre>\n
                    \u51c6\u5907\u4e00\u4e2a\u8fdb\u884c\u6587\u5b57\u8bc6\u522b\u7684\u56fe\u50cf\u6587\u4ef6\u3002\u7f51\u9875\u622a\u56fe\u3001\u626b\u63cf\u6587\u4ef6\u3001\u62cd\u6444\u624b\u5199\u6587\u5b57\u7eb8\u5f20\u7b49\u4efb\u4f55\u5305\u542b\u6587\u5b57\u7684\u56fe\u50cf\u90fd\u53ef\u4ee5\u3002<\/p>\n
                    \"wiki_ocr_short.png\"<\/div>\n
                    \u5f53\u60a8\u6267\u884c\u547d\u4ee4\u65f6\uff0c\u6211\u8ba4\u4e3a\u4f1a\u8fd4\u56de\u6587\u5b57\u8bc6\u522b\u7684\u7ed3\u679c\u3002<\/p>\n
                    > docker-compose exec python3 python main.py\r\n\r\n\u5149\u5b66\u6587\u5b57\u8a8d\u8b58\u51fa\u5178:\u30d5\u30ea\u30fc\u767e\u79d1\u4e8b\u5178\u300e\u30a6\u30a3\u30ad\u30da\u30c7\u30a3\u30a2(Wikipedia)\u300f\r\n\u5149\u5b66\u6587\u5b57\u8a8d\u8b58(\u3053\u3046\u304c\u304f\u3082\u3058\u306b\u3093\u3057\u304d\u3001\u82f1:Opticalcharacterrecognition)\u306f\u3001\u6d3b\u5b57\u3001\u624b\u66f8\u304d\u30c6\u30ad\u30b9\u30c8\u306e\u753b\u50cf\u3092\u6587\u5b57\u30b3\u30fc\u30c9\u306e\u5217\u306b\u5909\u63db\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3042\u308b\u3002\u753b\u50cf\u306f\u30a4\u30e1\u30fc\u30b8\u30b9\u30ad\u30e3\u30ca\u30fc\u3084\u5199\u771f\u3067\u53d6\u308a\u8fbc\u307e\u308c\u305f\u6587\u66f8\u3001\u98a8\u666f\u5199\u771f(\u98a8\u666f\u5185\u306e\u770b\u677f\u306e\u6587\u5b57\u306a\u3069)\u3001\u753b\u50cf\u5185\u306e\u5b57\u5e55(\u30c6\u30ec\u30d3\u653e\u9001\u753b\u50cf\u5185\u306a\u3069)\u304c\u4f7f\u308f\u308c\u308b[1]\u3002\u4e00\u822c\u306bOCR\u3068\u7565\u8a18\u3055\u308c\u308b\u3002\r\n\u30d1\u30b9\u30dd\u30fc\u30c8\u3001\u8acb\u6c42\u66f8\u3001\u9280\u884c\u53d6\u5f15\u660e\u7d30\u66f8\u3001\u30ec\u30b7\u30fc\u30c8\u3001\u540d\u523a\u3001\u30e1\u30fc\u30eb\u3001\u30c7\u30fc\u30bf\u3084\u6587\u66f8\u306e\u5370\u5237\u7269\u306a\u3069\u3001\u7d19\u306b\u8a18\u8f09\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u30c7\u30fc\u30bf\u5165\u529b\u3059\u308b\u624b\u6cd5\u3068\u3057\u3066\u5e83\u304f\u4f7f\u308f\u308c\u3001\u7d19\u306b\u5370\u5237\u3055\u308c\u305f\u6587\u66f8\u3092\u30c7\u30b8\u30bf\u30a4\u30ba\u3057\u3001\u3088\u308a\u30b3\u30f3\u30d1\u30af\u30c8\u306a\u5f62\u3067\u8a18\u9332\u3059\u308b\u306e\u306b\u5fc5\u8981\u3068\u3055\u308c\u308b\u3002\u3055\u3089\u306b\u3001\u6587\u5b57\u30b3\u30fc\u30c9\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u3067\u30b3\u30b0\u30cb\u30c6\u30a3\u30d6\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u6a5f\u68b0\u7ffb\u8a33\u3084\u97f3\u58f0\u5408\u6210\u306e\u5165\u529b\u306b\u3082\u4f7f\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u30de\u30a4\u30cb\u30f3\u30b0\u3082\u53ef\u80fd\u3068\u306a\u308b\u3002\u7814\u7a76\u5206\u91ce\u3068\u3057\u3066\u306f\u3001\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u3001\u4eba\u5de5\u77e5\u80fd\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u304c\u5bfe\u5fdc\u3059\u308b\u3002\r\n\u521d\u671f\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u7279\u5b9a\u306e\u66f8\u4f53\u3092\u8aad\u3080\u305f\u3081\u306e\u300c\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u300d\u304c\u5fc5\u8981\u3067\u3042\u3063\u305f(\u4e8b\u524d\u306b\u305d\u306e\u66f8\u4f53\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u8aad\u307e\u305b\u308b\u3053\u3068\u3092\u610f\u5473\u3059\u308b)\u3002\u73fe\u5728\u3067\u306f\u3001\u307b\u3068\u3093\u3069\u306e\u66f8\u4f53\u3092\u9ad8\u3044\u8b58\u5b57\u7387\u3067\u5909\u63db\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3042\u308b\u3002\u3044\u304f\u3064\u304b\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u8aad\u307f\u8fbc\u307e\u308c\u305f\u753b\u50cf\u304b\u3089\u305d\u308c\u3068\u307b\u307c\u540c\u3058\u306b\u306a\u308b\u3088\u3046\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3055\u308c\u305f\u51fa\u529b(\u4f8b\u3048\u3070\u30ef\u30fc\u30c9\u30d7\u30ed\u30bb\u30c3\u30b5\u306e\u30d5\u30a1\u30a4\u30eb\u306e\u3088\u3046\u306a\u3082\u306e)\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3042\u308a\u3001\u4e2d\u306b\u306f\u753b\u50cf\u306a\u3069\u306e\u6587\u66f8\u4ee5\u5916\u306e\u90e8\u5206\u304c\u542b\u307e\u308c\u3066\u3044\u3066\u3082\u6b63\u3057\u304f\u8a8d\u8b58\u3059\u308b\u3082\u306e\u3082\u3042\u308b\u3002\r\n<\/code><\/pre>\n
                    \u4ee5\u8fd9\u79cd\u65b9\u5f0f\uff0c\u60a8\u51e0\u4e4e\u53ef\u4ee5\u5b8c\u7f8e\u5730\u9605\u8bfb\u5c4f\u5e55\u622a\u56fe\u56fe\u50cf\u7b49\u7f8e\u89c2\u7684\u6587\u5b57\uff01<\/p>\n
                    \"gcp.png\"<\/div>\n
                    > docker-compose exec python3 python main.py\r\n\r\nGoogleCloudPlatform\r\nGCP\u3068\u306f\u3001Google\u304c\u63d0\u4f9b\u3057\u3066\u3044\u308b\u30af\u30e9\u30a6\u30c9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u3067\u3042\u308b\u3002\r\n<\/code><\/pre>\n
                    \u6211\u53ef\u4ee5\u89e3\u8b80\/\u95b1\u8b80\u5b83\u4e86\uff01<\/p>\n
                    \u8fd9\u6b21\u80fd\u591f\u5f88\u597d\u5730\u8bc6\u522b\u51fa\u8fd9\u4e24\u4e2a\u56fe\u7247\uff0c\u4f46\u5bf9\u4e8e\u4ee5\u4e0b\u7c7b\u4f3c\u7684\u6587\u5b57\u6216\u56fe\u50cf\u60c5\u51b5\u53ef\u80fd\u4f1a\u964d\u4f4e\u8bc6\u522b\u7684\u51c6\u786e\u5ea6\u3002<\/p>\n
                      \n
                    • \n
                        \u30b9\u30ad\u30e3\u30f3\u3057\u305f\u969b\u306b\u591a\u304f\u306e\u30ce\u30a4\u30ba\u304c\u5165\u3063\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u753b\u50cf<\/ul>\n<\/li>\n<\/ul>\n
                         <\/p>\n
                          \n
                        • \n
                            \u6975\u7aef\u306b\u660e\u308b\u304b\u3063\u305f\u308a\u3001\u6697\u304b\u3063\u305f\u308a\u3059\u308b\u5199\u771f\u306a\u3069\u306e\u753b\u50cf<\/ul>\n<\/li>\n<\/ul>\n
                             <\/p>\n
                              \n
                            • \n
                                \u6587\u5b57\u306e\u80cc\u666f\u306b\u67c4\u304c\u5165\u3063\u3066\u3044\u308b\u5834\u5408<\/ul>\n<\/li>\n<\/ul>\n
                                 <\/p>\n
                                  etc<\/ul>\n
                                  \u53e6\u5916\uff0c\u5982\u679c\u4e0d\u4ed4\u7ec6\u5730\u4e66\u5199\u624b\u5199\u6587\u5b57\uff0c\u8981\u5b8c\u7f8e\u5730\u8bfb\u53d6\u662f\u5f88\u56f0\u96be\u7684\u3002\u5f53\u65e0\u6cd5\u6709\u6548\u5730\u8bc6\u522b\u5b57\u7b26\u65f6\uff0c\u901a\u8fc7\u8fdb\u884c\u56fe\u50cf\u9884\u5904\u7406\uff0c\u5982\u53bb\u9664\u566a\u97f3\u3001\u8c03\u6574\u4eae\u5ea6\u7b49\uff0c\u53ef\u4ee5\u63d0\u9ad8\u51c6\u786e\u6027\u3002<\/p>\n
                                  \u5c06\u4fe1\u606f\u6ce8\u518c\u5230Elasticsearch\u4e2d\u3002<\/h2>\n
                                  \u521b\u5efa\u4e00\u4e2a\u7528\u4e8e\u5c06\u6570\u636e\u6ce8\u518c\u5230ES\u7684\u7d22\u5f15\u3002\u7c7b\u4f3c\u4e8e\u5173\u7cfb\u6570\u636e\u5e93\u4e2d\u7684\u6570\u636e\u5e93\u3002<\/p>\n
                                  # \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u767b\u9332<\/span>\r\n><\/span> curl -XPUT<\/span> 'http:\/\/localhost:9200\/document?pretty'<\/span>\r\n\r\n# \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4e00\u89a7\u8868\u793a<\/span>\r\n><\/span> curl 'http:\/\/localhost:9200\/_cat\/indices?v'<\/span>     \r\nhealth status index            uuid                   pri rep docs.count docs.deleted store.size pri.store.size\r\ngreen  open   .geoip_databases FR2MULeESTOjuvrjO56-0g   1   0         42            0     41.2mb         41.2mb\r\nyellow open   document         xApyPIshRMe9kNk4tvnu0g   1   1          0            0       208b           208b\r\n<\/code><\/pre>\n
                                  \u8fd9\u6bb5\u4ee3\u7801\u4f7f\u7528Python\u5411Elasticsearch\u6ce8\u518c\u6570\u636e\u3002
                                  \n\u6307\u5b9a\u4e86Elasticsearch\u7684\u5bb9\u5668\u540d\u79f0\u548c\u7aef\u53e3\u53f7\u4e3aelasticsearch:9200\u3002<\/p>\n
                                  es = Elasticsearch('elasticsearch:9200')\r\nes.index(index='document', document=doc)\r\n<\/code><\/pre>\n
                                  \u53d6\u5f97\u76ee\u5f55\u4e0b\u7684\u6240\u6709\u56fe\u50cf\u6587\u4ef6\uff0c\u5e76\u9010\u4e00\u8fdb\u884cOCR\u5904\u7406\u540e\uff0c\u5c06\u5176\u6ce8\u518c\u5230ES\u4e2d\u3002<\/p>\n
                                  import<\/span> io<\/span>\r\nimport<\/span> os<\/span>\r\nimport<\/span> glob<\/span>\r\nimport<\/span> shutil<\/span>\r\n\r\nfrom<\/span> elasticsearch<\/span> import<\/span> Elasticsearch<\/span>\r\nfrom<\/span> google.cloud<\/span> import<\/span> vision<\/span>\r\n\r\n\r\ndef<\/span> detect_document<\/span>(<\/span>file_path<\/span>):<\/span>\r\n    # \u7701\u7565\r\n<\/span>\r\n\r\ndef<\/span> es_create<\/span>(<\/span>doc<\/span>):<\/span>\r\n    es<\/span> =<\/span> Elasticsearch<\/span>(<\/span>'elasticsearch:9200'<\/span>)<\/span>\r\n    return<\/span> es<\/span>.<\/span>index<\/span>(<\/span>index<\/span>=<\/span>'document'<\/span>,<\/span> document<\/span>=<\/span>doc<\/span>)<\/span>\r\n\r\n\r\ndef<\/span> handler<\/span>():<\/span>\r\n    images<\/span> =<\/span> glob<\/span>.<\/span>glob<\/span>(<\/span>\".\/images\/input\/*\"<\/span>)<\/span>\r\n    for<\/span> file_path<\/span> in<\/span> images<\/span>:<\/span>\r\n        text<\/span> =<\/span> detect_document<\/span>(<\/span>file_path<\/span>)<\/span>\r\n\r\n        doc<\/span> =<\/span> {<\/span>\r\n            'file_name'<\/span>:<\/span> os<\/span>.<\/span>path<\/span>.<\/span>basename<\/span>(<\/span>file_path<\/span>),<\/span>\r\n            'text'<\/span>:<\/span> text<\/span>\r\n        }<\/span>\r\n\r\n        result<\/span> =<\/span> es_create<\/span>(<\/span>doc<\/span>)<\/span>\r\n        print<\/span>(<\/span>result<\/span>)<\/span>\r\n        shutil<\/span>.<\/span>move<\/span>(<\/span>file_path<\/span>,<\/span> \"images\/archive\/\"<\/span>)<\/span>\r\n\r\n\r\nif<\/span> __name__<\/span> ==<\/span> \"__main__\"<\/span>:<\/span>\r\n    handler<\/span>()<\/span>\r\n\r\n<\/code><\/pre>\n
                                  \u5b8c\u6210\u6ce8\u518c\u6d41\u7a0b\u540e\uff0c\u5c06\u8981\u6ce8\u518c\u5230ES\u7684\u56fe\u7247\u6587\u4ef6\u653e\u7f6e\u5728src\/images\/input\uff0c\u5e76\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u3002
                                  \n\u672c\u6b21\u5df2\u6ce8\u518c\u4e8610\u5f20wikipedia\u9875\u9762\u7684\u622a\u56fe\u3002
                                  \n\u5df2\u6ce8\u518c\u7684\u9875\u9762\u5305\u62ecDocker\u3001Python\u3001\u5149\u5b66\u6587\u5b57\u8bc6\u522b\u3001\u5723\u8bde\u65e5\u5386\u3001\u4eba\u5de5\u667a\u80fd\u3001\u86cb\u7cd5\u3001Elasticsearch\u3001\u5723\u8bde\u8282\u3001GCP\u3001\u5723\u8bde\u8001\u4eba\uff01<\/p>\n
                                  \u5f53\u6587\u4ef6\u914d\u7f6e\u5b8c\u6210\u540e\uff0c\u8ba9\u6211\u4eec\u518d\u6b21\u6267\u884c\u4e00\u6b21\u8bd5\u8bd5\u770b\u3002<\/p>\n
                                  docker-compose exec <\/span>python3 python main.py\r\n# \u3053\u306e\u3088\u3046\u306b\u51fa\u529b\u3055\u308c\u3066\u3044\u305f\u3089\u6210\u529f\u3067\u3059<\/span>\r\n{<\/span>'_index'<\/span>: 'document'<\/span>, '_type'<\/span>: '_doc'<\/span>, '_id'<\/span>: 'NaHhyX0BxArSaCGZYWO_'<\/span>, '_version'<\/span>: 1, 'result'<\/span>: 'created'<\/span>, '_shards'<\/span>: {<\/span>'total'<\/span>: 2, 'successful'<\/span>: 1, 'failed'<\/span>: 0}<\/span>, '_seq_no'<\/span>: 0, '_primary_term'<\/span>: 1}<\/span>\r\n{<\/span>'_index'<\/span>: 'document'<\/span>, '_type'<\/span>: '_doc'<\/span>, '_id'<\/span>: 'NqHhyX0BxArSaCGZi2Nv'<\/span>, '_version'<\/span>: 1, 'result'<\/span>: 'created'<\/span>, '_shards'<\/span>: {<\/span>'total'<\/span>: 2, 'successful'<\/span>: 1, 'failed'<\/span>: 0}<\/span>, '_seq_no'<\/span>: 1, '_primary_term'<\/span>: 1}<\/span>\r\n{<\/span>'_index'<\/span>: 'document'<\/span>, '_type'<\/span>: '_doc'<\/span>, '_id'<\/span>: 'N6HhyX0BxArSaCGZvWN5'<\/span>, '_version'<\/span>: 1, 'result'<\/span>: 'created'<\/span>, '_shards'<\/span>: {<\/span>'total'<\/span>: 2, 'successful'<\/span>: 1, 'failed'<\/span>: 0}<\/span>, '_seq_no'<\/span>: 2, '_primary_term'<\/span>: 1}<\/span>\r\n{<\/span>'_index'<\/span>: 'document'<\/span>, '_type'<\/span>: '_doc'<\/span>, '_id'<\/span>: 'OKHhyX0BxArSaCGZ6mM7'<\/span>, '_version'<\/span>: 1, 'result'<\/span>: 'created'<\/span>, '_shards'<\/span>: {<\/span>'total'<\/span>: 2, 'successful'<\/span>: 1, 'failed'<\/span>: 0}<\/span>, '_seq_no'<\/span>: 3, '_primary_term'<\/span>: 1}<\/span>\r\n{<\/span>'_index'<\/span>: 'document'<\/span>, '_type'<\/span>: '_doc'<\/span>, '_id'<\/span>: 'OaHiyX0BxArSaCGZHmMH'<\/span>, '_version'<\/span>: 1, 'result'<\/span>: 'created'<\/span>, '_shards'<\/span>: {<\/span>'total'<\/span>: 2, 'successful'<\/span>: 1, 'failed'<\/span>: 0}<\/span>, '_seq_no'<\/span>: 4, '_primary_term'<\/span>: 1}<\/span>\r\n{<\/span>'_index'<\/span>: 'document'<\/span>, '_type'<\/span>: '_doc'<\/span>, '_id'<\/span>: 'OqHiyX0BxArSaCGZK2Mm'<\/span>, '_version'<\/span>: 1, 'result'<\/span>: 'created'<\/span>, '_shards'<\/span>: {<\/span>'total'<\/span>: 2, 'successful'<\/span>: 1, 'failed'<\/span>: 0}<\/span>, '_seq_no'<\/span>: 5, '_primary_term'<\/span>: 1}<\/span>\r\n{<\/span>'_index'<\/span>: 'document'<\/span>, '_type'<\/span>: '_doc'<\/span>, '_id'<\/span>: 'O6HiyX0BxArSaCGZWGNL'<\/span>, '_version'<\/span>: 1, 'result'<\/span>: 'created'<\/span>, '_shards'<\/span>: {<\/span>'total'<\/span>: 2, 'successful'<\/span>: 1, 'failed'<\/span>: 0}<\/span>, '_seq_no'<\/span>: 6, '_primary_term'<\/span>: 1}<\/span>\r\n{<\/span>'_index'<\/span>: 'document'<\/span>, '_type'<\/span>: '_doc'<\/span>, '_id'<\/span>: 'PKHiyX0BxArSaCGZhmOv'<\/span>, '_version'<\/span>: 1, 'result'<\/span>: 'created'<\/span>, '_shards'<\/span>: {<\/span>'total'<\/span>: 2, 'successful'<\/span>: 1, 'failed'<\/span>: 0}<\/span>, '_seq_no'<\/span>: 7, '_primary_term'<\/span>: 1}<\/span>\r\n{<\/span>'_index'<\/span>: 'document'<\/span>, '_type'<\/span>: '_doc'<\/span>, '_id'<\/span>: 'PaHiyX0BxArSaCGZnmMi'<\/span>, '_version'<\/span>: 1, 'result'<\/span>: 'created'<\/span>, '_shards'<\/span>: {<\/span>'total'<\/span>: 2, 'successful'<\/span>: 1, 'failed'<\/span>: 0}<\/span>, '_seq_no'<\/span>: 8, '_primary_term'<\/span>: 1}<\/span>\r\n{<\/span>'_index'<\/span>: 'document'<\/span>, '_type'<\/span>: '_doc'<\/span>, '_id'<\/span>: 'PqHiyX0BxArSaCGZrGN4'<\/span>, '_version'<\/span>: 1, 'result'<\/span>: 'created'<\/span>, '_shards'<\/span>: {<\/span>'total'<\/span>: 2, 'successful'<\/span>: 1, 'failed'<\/span>: 0}<\/span>, '_seq_no'<\/span>: 9, '_primary_term'<\/span>: 1}<\/span>\r\n{<\/span>'_index'<\/span>: 'document'<\/span>, '_type'<\/span>: '_doc'<\/span>, '_id'<\/span>: 'P6HiyX0BxArSaCGZ0GPh'<\/span>, '_version'<\/span>: 1, 'result'<\/span>: 'created'<\/span>, '_shards'<\/span>: {<\/span>'total'<\/span>: 2, 'successful'<\/span>: 1, 'failed'<\/span>: 0}<\/span>, '_seq_no'<\/span>: 10, '_primary_term'<\/span>: 1}<\/span>\r\n<\/code><\/pre>\n
                                  \u4f7f\u7528Elasticsearch\u8fdb\u884c\u641c\u7d22\u3002<\/h2>\n
                                  \u6700\u540e\uff0c\u8ba9\u6211\u4eec\u4ece\u5728ES\u7cfb\u7edf\u4e2d\u6ce8\u518c\u7684\u5185\u5bb9\u4e2d\u8fdb\u884c\u5173\u952e\u8bcd\u641c\u7d22\u3002\u9996\u5148\uff0c\u6211\u4eec\u641c\u7d22\u201c\u7f16\u7a0b\u201d\u8fd9\u4e2a\u8bcd\u3002<\/p>\n
                                   ><\/span> curl -XPOST<\/span> http:\/\/localhost:9200\/document\/_search -H<\/span> \"Content-type: application\/json\"<\/span> -d<\/span> '{\r\n    \"_source\": \"file_name\",\r\n    \"query\": {\r\n    \"term\": {\r\n      \"text\": \"\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\"\r\n    }\r\n  }\r\n}'<\/span>     \r\n\r\n# \u51fa\u529b<\/span>\r\n{<\/span>\r\n  \"took\"<\/span>: 5,\r\n  \"timed_out\"<\/span>: false<\/span>,\r\n  \"_shards\"<\/span>: {<\/span>\r\n    \"total\"<\/span>: 1,\r\n    \"successful\"<\/span>: 1,\r\n    \"skipped\"<\/span>: 0,\r\n    \"failed\"<\/span>: 0\r\n  }<\/span>,\r\n  \"hits\"<\/span>: {<\/span>\r\n    \"total\"<\/span>: {<\/span>\r\n      \"value\"<\/span>: 6,\r\n      \"relation\"<\/span>: \"eq\"<\/span>\r\n    }<\/span>,\r\n    \"max_score\"<\/span>: 1.0072792,\r\n    \"hits\"<\/span>: [<\/span>\r\n      {<\/span>\r\n        \"_index\"<\/span>: \"document\"<\/span>,\r\n        \"_type\"<\/span>: \"_doc\"<\/span>,\r\n        \"_id\"<\/span>: \"QaHyyX0BxArSaCGZB2Pl\"<\/span>,\r\n        \"_score\"<\/span>: 1.0072792,\r\n        \"_ignored\"<\/span>: [<\/span>\r\n          \"text.keyword\"<\/span>\r\n        ]<\/span>,\r\n        \"_source\"<\/span>: {<\/span>\r\n          \"file_name\"<\/span>: \"wiki-python.png\"<\/span>\r\n        }<\/span>\r\n        ...\r\n        \"_source\"<\/span>: {<\/span>\r\n          \"file_name\"<\/span>: \"wiki-advent-calendar.png\"<\/span>\r\n        }<\/span>\r\n        ...\r\n        \"_source\"<\/span>: {<\/span>\r\n          \"file_name\"<\/span>: \"wiki-ai.png\"<\/span>\r\n        }<\/span>\r\n        ...\r\n        \"_source\"<\/span>: {<\/span>\r\n          \"file_name\"<\/span>: \"wiki-gcp.png\"<\/span>\r\n        }<\/span>\r\n        ...\r\n        \"_source\"<\/span>: {<\/span>\r\n          \"file_name\"<\/span>: \"wiki-elasticsearch.png\"<\/span>\r\n        }<\/span>\r\n        ...\r\n        \"_source\"<\/span>: {<\/span>\r\n          \"file_name\"<\/span>: \"wiki-docker.png\"<\/span>\r\n        }<\/span>\r\n      }<\/span>\r\n    ]<\/span>\r\n  }<\/span>\r\n}<\/span>\r\n\r\n<\/code><\/pre>\n
                                  \u8f93\u51fa\u7ed3\u679c\u4e2d\u51fa\u73b0\u4e86Python\u3001\u5723\u8bde\u5012\u6570\u65e5\u3001\u4eba\u5de5\u667a\u80fd\u3001GCP\u3001Elasticsearch\u3001Docker\u7684\u56fe\u7247\u3002
                                  \n\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c1d\u8bd5\u4f7f\u7528\u201c\u5723\u8bde\u8282\u201d\u8fd9\u4e2a\u5173\u952e\u8bcd\u8fdb\u884c\u641c\u7d22\u3002<\/p>\n
                                  ><\/span> curl -XPOST<\/span> http:\/\/localhost:9200\/document\/_search -H<\/span> \"Content-type: application\/json\"<\/span> -d<\/span> '{\r\n    \"_source\": \"file_name\",\r\n    \"query\": {\r\n    \"term\": {\r\n      \"text\": \"\u30af\u30ea\u30b9\u30de\u30b9\"    \r\n    }\r\n  }\r\n}'<\/span>\r\n\r\n# \u51fa\u529b<\/span>\r\n{<\/span>\r\n  \"took\"<\/span>: 4,\r\n  \"timed_out\"<\/span>: false<\/span>,\r\n  \"_shards\"<\/span>: {<\/span>\r\n    \"total\"<\/span>: 1,\r\n    \"successful\"<\/span>: 1,\r\n    \"skipped\"<\/span>: 0,\r\n    \"failed\"<\/span>: 0\r\n  }<\/span>,\r\n  \"hits\"<\/span>: {<\/span>\r\n    \"total\"<\/span>: {<\/span>\r\n      \"value\"<\/span>: 2,\r\n      \"relation\"<\/span>: \"eq\"<\/span>\r\n    }<\/span>,\r\n    \"max_score\"<\/span>: 2.8236375,\r\n    \"hits\"<\/span>: [<\/span>\r\n      {<\/span>\r\n        \"_index\"<\/span>: \"document\"<\/span>,\r\n        \"_type\"<\/span>: \"_doc\"<\/span>,\r\n        \"_id\"<\/span>: \"P6HiyX0BxArSaCGZ0GPh\"<\/span>,\r\n        \"_score\"<\/span>: 2.8236375,\r\n        \"_ignored\"<\/span>: [<\/span>\r\n          \"text.keyword\"<\/span>\r\n        ]<\/span>,\r\n        \"_source\"<\/span>: {<\/span>\r\n          \"file_path\"<\/span>: \"wiki-santa.png\"<\/span>\r\n        }<\/span>\r\n        ...\r\n        \"_source\"<\/span>: {<\/span>\r\n          \"file_path\"<\/span>: \"wiki-advent-calendar.png\"<\/span>\r\n        }<\/span>\r\n        ...\r\n        \"_source\"<\/span>: {<\/span>\r\n          \"file_path\"<\/span>: \"wiki-cake.png\"<\/span>\r\n        }<\/span>\r\n      }<\/span>\r\n    ]<\/span>\r\n  }<\/span>\r\n}<\/span>\r\n\r\n<\/code><\/pre>\n
                                  \u5723\u8bde\u8001\u4eba\uff0c\u5723\u8bde\u8282\u5012\u6570\u65e5\u5386\uff0c\u86cb\u7cd5\uff0c\u8fd9\u662f\u8f93\u51fa\u7ed3\u679c\u3002
                                  \n\u770b\u8d77\u6765\u83b7\u53d6\u6b63\u786e\uff01<\/p>\n
                                  \u8fd9\u6b21\u6211\u4eec\u53ea\u6267\u884c\u4e86\u7b80\u5355\u7684\u5173\u952e\u8bcd\u641c\u7d22\uff0c\u4f46\u662fES\u8fd8\u53ef\u4ee5\u8fdb\u884c\u591a\u5173\u952e\u8bcd\u641c\u7d22\u548c\u5404\u79cd\u6761\u4ef6\u641c\u7d22\u3002
                                  \n\u4ee5\u4e0a\u662f\u901a\u8fc7OCR\u4ece\u56fe\u50cf\u4e2d\u63d0\u53d6\u6587\u5b57\uff0c\u5c06\u63d0\u53d6\u7684\u6587\u5b57\u6ce8\u518c\u5230Elasticsearch\u4e2d\uff0c\u7136\u540e\u4eceElasticsearch\u4e2d\u4f7f\u7528\u5173\u952e\u8bcd\u641c\u7d22\u83b7\u53d6\u6587\u4ef6\u7684\u5b8c\u6210\u8fc7\u7a0b\uff01<\/p>\n
                                  \u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u53ea\u8fdb\u884c\u4e86\u4ece\u6613\u4e8e\u8bc6\u522b\u7684\u56fe\u50cf\u6587\u4ef6\u8fdb\u884c\u7b80\u5355\u641c\u7d22\uff0c\u4f46\u5b9e\u9645\u4e0a\uff0c\u5f53\u4f7f\u7528\u6570\u5343\u751a\u81f3\u6570\u4e07\u4e2a\u6587\u4ef6\u8fdb\u884c\u641c\u7d22\u65f6\uff0c\u5f80\u5f80\u65e0\u6cd5\u5f88\u597d\u5730\u8bc6\u522b\uff0c\u4e5f\u65e0\u6cd5\u83b7\u53d6\u6240\u9700\u4fe1\u606f\u3002
                                  \n\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u8bf7\u5c1d\u8bd5\u5bf9\u56fe\u50cf\u8fdb\u884c\u9884\u5904\u7406\uff0c\u5904\u7406\u8bfb\u53d6\u7684\u6587\u5b57\uff0c\u6216\u8005\u5c1d\u8bd5\u5404\u79cd\u641c\u7d22\u65b9\u6cd5\uff0c\u4ee5\u521b\u5efa\u9488\u5bf9\u7279\u5b9a\u7528\u9014\u7684\u641c\u7d22\u5f15\u64ce\u3002
                                  \nABEJA\u6b63\u5728\u901a\u8fc7\u8bc6\u522b\u6587\u6863\u4e2d\u7684\u56fe\u50cf\uff0c\u68c0\u6d4b\u56fe\u7eb8\u4e2d\u7684\u5404\u4e2a\u90e8\u4ef6\uff0c\u5bf9OCR\u63d0\u53d6\u7684\u6587\u5b57\u8fdb\u884c\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u6784\u5efa\u66f4\u9ad8\u6027\u80fd\u7684\u641c\u7d22\u5f15\u64ce\uff01<\/p>\n
                                  \u7ed3\u675f<\/h2>\n
                                  \u73fe\u5728\u5728ABEJA\u6211\u4eec\u6b63\u5728\u62db\u52df\u4e00\u8d77\u63a8\u8fdb\u4eba\u5de5\u667a\u80fd\u793e\u4f1a\u5b9e\u65bd\u7684\u4f19\u4f34\u3002
                                  \n\u5982\u679c\u4f60\u5728\u9605\u8bfb\u4e86ABEJA 2021\u5e74\u5723\u8bde\u65e5\u5386\u540e\u5bf9\u6b64\u611f\u5174\u8da3\uff0c\u6211\u4eec\u53ef\u4ee5\u5148\u8fdb\u884c\u4e00\u6b21\u8f7b\u677e\u7684\u4ea4\u8c08\u3002
                                  \n\u53ef\u4ee5\u4ece\u8fd9\u91cc\u786e\u8ba4\u6211\u4eec\u76ee\u524d\u6b63\u5728\u62db\u8058\u7684\u804c\u4f4d\u3002\u671f\u5f85\u60a8\u7684\u7533\u8bf7\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"
                                  \u9996\u5148 \u8fd9\u662fABEJA 2021\u5e74\u5723\u8bde\u8282\u65e5\u5386\u7684\u7b2c17\u5929\u7684\u6587\u7ae0\u3002 \u672c\u6587\u4ecb\u7ecd\u4e86\u4f7f\u7528\u8c37\u6b4c\u7684Cloud Vision A […]<\/p>\n","protected":false},"author":10,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-41225","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\n\u7528OCR\u548cElasticsearch\u521b\u5efa\u56fe\u50cf\u6587\u4ef6\u641c\u7d22\u5f15\u64ce - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/\u7528ocr\u548celasticsearch\u521b\u5efa\u56fe\u50cf\u6587\u4ef6\u641c\u7d22\u5f15\u64ce\u3002\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u7528OCR\u548cElasticsearch\u521b\u5efa\u56fe\u50cf\u6587\u4ef6\u641c\u7d22\u5f15\u64ce\" \/>\n<meta property=\"og:description\" content=\"\u9996\u5148 \u8fd9\u662fABEJA 2021\u5e74\u5723\u8bde\u8282\u65e5\u5386\u7684\u7b2c17\u5929\u7684\u6587\u7ae0\u3002 \u672c\u6587\u4ecb\u7ecd\u4e86\u4f7f\u7528\u8c37\u6b4c\u7684Cloud Vision A […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u7528ocr\u548celasticsearch\u521b\u5efa\u56fe\u50cf\u6587\u4ef6\u641c\u7d22\u5f15\u64ce\u3002\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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