{"id":89339,"date":"2026-08-02T21:32:33","date_gmt":"2026-08-02T13:32:33","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/89339.html"},"modified":"2026-08-02T21:32:33","modified_gmt":"2026-08-02T13:32:33","slug":"%e6%8b%9b%e8%81%98%e6%90%9c%e7%b4%a2%e5%bc%95%e6%93%8e%e5%ae%9e%e6%88%98%ef%bc%9aelasticsearch-%e6%8e%a5%e5%85%a5%e4%b8%8e%e7%b4%a2%e5%bc%95%e8%ae%be%e8%ae%a1","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/89339.html","title":{"rendered":"\u62db\u8058\u641c\u7d22\u5f15\u64ce\u5b9e\u6218\uff1aElasticsearch \u63a5\u5165\u4e0e\u7d22\u5f15\u8bbe\u8ba1"},"content":{"rendered":"

\u6211\u4f1a\u6309\u300c\u5b89\u88c5 \u2192 \u5ba2\u6237\u7aef\u914d\u7f6e \u2192 \u7d22\u5f15\u8bbe\u8ba1 \u2192 \u63a5\u53e3\u5bf9\u63a5\u300d\u8fd9\u6761\u7ebf，\u628a\u5173\u952e\u6b65\u9aa4\u548c\u5bb9\u6613\u7ffb\u8f66\u7684\u5730\u65b9\u90fd\u5199\u51fa\u6765\u3002<\/p>\n

\n

2. \u7b2c\u4e00\u6b65：\u628a ES \u88c5\u8d77\u6765<\/h3>\n

ES \u5b89\u88c5\u65b9\u5f0f\u5f88\u591a，\u5b98\u7f51\u3001Docker\u3001\u793e\u533a\u955c\u50cf\u90fd\u53ef\u4ee5\u3002\u6211\u7684\u5efa\u8bae\u662f：<\/p>\n

\u5f00\u53d1\u73af\u5883\u7528 Docker \u4e00\u952e\u62c9\u8d77，\u751f\u4ea7\u73af\u5883\u8d70\u5b98\u7f51\u4e0b\u8f7d\u3002<\/p>\n

2.1 \u4e0b\u8f7d\u5730\u5740<\/h4>\n\n\u6765\u6e90\u5730\u5740\u8bf4\u660e<\/tr>\n\n\n\n\n
\u4e2d\u6587\u5b98\u7f51（\u6700\u65b0\u7248）<\/td>\nhttps:\/\/www.elastic.co\/cn\/downloads\/elasticsearch<\/td>\n\u9002\u5408\u4f53\u9a8c\u65b0\u7279\u6027<\/td>\n<\/tr>\n
\u5386\u53f2\u7248\u672c\u6c47\u603b<\/td>\nhttps:\/\/www.elastic.co\/cn\/downloads\/past-releases<\/td>\n\u4e0b\u8f7d 7.x \u5fc5\u8fdb\u8fd9\u91cc<\/td>\n<\/tr>\n
ES \u4e2d\u6587\u793e\u533a\u955c\u50cf<\/td>\nhttps:\/\/elasticsearch.cn\/download\/<\/td>\n\u56fd\u5185\u4e0b\u8f7d\u66f4\u5feb<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

2.2 \u7248\u672c\u5bf9\u9f50（\u91cd\u70b9\u8e29\u5751\u9879）<\/h4>\n

ES \u548c IK \u5206\u8bcd\u5668\u7684\u7248\u672c\u5fc5\u987b\u4e25\u683c\u4e00\u81f4\u3002\u6bd4\u5982\u4f60\u9009\u7684 ES \u662f 7.17.x，\u90a3 IK \u4e5f\u5fc5\u987b\u4e0b\u8f7d\u5bf9\u5e94\u7684 7.17.x \u7248\u672c\u3002
\n\u7248\u672c\u5bf9\u4e0d\u4e0a，\u5206\u8bcd\u5668\u76f4\u63a5\u52a0\u8f7d\u4e0d\u4e86，\u7d22\u5f15\u521b\u5efa\u5c31\u62a5\u9519\u3002<\/p>\n

Docker \u7528\u6237\u7684\u5feb\u6377\u65b9\u5f0f：<\/p>\n

docker<\/span> run -d<\/span> \\\\<\/span>
\n –name<\/span> elasticsearch \\\\<\/span>
\n -p<\/span> 9200<\/span>:9200 -p<\/span> 9300<\/span>:9300 \\\\<\/span>
\n -e<\/span> "discovery.type=single-node"<\/span> \\\\<\/span>
\n elasticsearch:7.17.9<\/p>\n

\u88c5\u597d\u4e4b\u540e\u6d4f\u89c8\u5668\u8bbf\u95ee http:\/\/localhost:9200，\u8fd4\u56de JSON \u5c31\u8bf4\u660e ES \u8dd1\u8d77\u6765\u4e86\u3002<\/p>\n

\n

3. \u7b2c\u4e8c\u6b65：Python \u5ba2\u6237\u7aef\u914d\u7f6e<\/h3>\n

\u6211\u4eec\u9879\u76ee\u7528\u7684\u662f Python + FastAPI，\u6240\u4ee5\u76f4\u63a5\u4e0a elasticsearch-py \u7684\u5f02\u6b65\u5ba2\u6237\u7aef\u3002<\/p>\n

3.1 \u4f9d\u8d56\u5b89\u88c5<\/h4>\n

pip install<\/span> elasticsearch[<\/span>async]<\/span><\/p>\n

3.2 \u5355\u4f8b\u5ba2\u6237\u7aef\u5c01\u88c5<\/h4>\n

\u4e3a\u4e86\u907f\u514d\u6bcf\u6b21\u8bf7\u6c42\u90fd\u65b0\u5efa\u8fde\u63a5，\u6211\u8fd9\u91cc\u505a\u4e86\u4e00\u4e2a\u5e94\u7528\u7ea7\u5355\u4f8b，\u914d\u5408 FastAPI \u7684\u751f\u547d\u5468\u671f\u7ba1\u7406：<\/p>\n

from<\/span> elasticsearch import<\/span> AsyncElasticsearch
\nimport<\/span> os
\nfrom<\/span> app.<\/span>core.<\/span>logging import<\/span> logger<\/p>\n

ES_HOST =<\/span> os.<\/span>getenv(<\/span>"ES_HOST"<\/span>,<\/span> "http:\/\/localhost:9200"<\/span>)<\/span><\/p>\n

es_client:<\/span> AsyncElasticsearch |<\/span> None<\/span> =<\/span> None<\/span><\/p>\n

async<\/span> def<\/span> get_es_client<\/span>(<\/span>)<\/span> –<\/span>><\/span> AsyncElasticsearch:<\/span>
\n """\u83b7\u53d6 ES \u5f02\u6b65\u5ba2\u6237\u7aef\u5355\u4f8b"""<\/span>
\n global<\/span> es_client
\n if<\/span> es_client is<\/span> None<\/span>:<\/span>
\n es_client =<\/span> AsyncElasticsearch(<\/span>ES_HOST)<\/span>
\n logger.<\/span>info(<\/span>"ES \u5ba2\u6237\u7aef\u521d\u59cb\u5316\u6210\u529f"<\/span>)<\/span>
\n return<\/span> es_client<\/p>\n

async<\/span> def<\/span> close_es_client<\/span>(<\/span>)<\/span>:<\/span>
\n """\u5173\u95ed ES \u5ba2\u6237\u7aef\u8fde\u63a5"""<\/span>
\n global<\/span> es_client
\n if<\/span> es_client is<\/span> not<\/span> None<\/span>:<\/span>
\n await<\/span> es_client.<\/span>close(<\/span>)<\/span>
\n es_client =<\/span> None<\/span><\/p>\n

\u51e0\u4e2a\u8bbe\u8ba1\u8981\u70b9：<\/p>\n

    \n
  • \u5168\u5c40\u53d8\u91cf\u505a\u5355\u4f8b\u5bb9\u5668：es_client \u5728\u6a21\u5757\u7ea7\u5b9a\u4e49，\u6574\u4e2a\u5e94\u7528\u751f\u547d\u5468\u671f\u53ea\u6709\u4e00\u4efd\u3002<\/li>\n
  • \u61d2\u521d\u59cb\u5316：\u7b2c\u4e00\u6b21\u8c03\u7528 get_es_client() \u65f6\u624d\u5efa\u8fde，\u4e0d\u662f import \u5c31\u8fde\u3002<\/li>\n
  • \u663e\u5f0f\u5173\u95ed：close_es_client() \u5728\u5e94\u7528 shutdown \u65f6\u8c03\u7528，\u9632\u6b62\u8fde\u63a5\u6cc4\u6f0f\u3002<\/li>\n<\/ul>\n
    \n

    4. \u7b2c\u4e09\u6b65：\u8bbe\u8ba1\u7d22\u5f15 Mapping<\/h3>\n

    \u8fd9\u4e00\u6b65\u662f\u6838\u5fc3\u3002mapping \u8bbe\u8ba1\u5f97\u597d\u4e0d\u597d，\u76f4\u63a5\u51b3\u5b9a\u540e\u7eed\u641c\u7d22\u7684\u6548\u7387\u548c\u7075\u6d3b\u6027\u3002<\/p>\n

    4.1 \u5148\u770b\u6574\u4f53\u7ed3\u6784<\/h4>\n

    settings =<\/span> {<\/span>
    \n "number_of_shards"<\/span>:<\/span> 1<\/span>,<\/span>
    \n "number_of_replicas"<\/span>:<\/span> 0<\/span>,<\/span>
    \n}<\/span><\/p>\n

    mappings =<\/span> {<\/span>
    \n "properties"<\/span>:<\/span> {<\/span>
    \n # ———- \u804c\u4f4d\u76f8\u5173 ———-<\/span>
    \n "job_id"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "long"<\/span>}<\/span>,<\/span>
    \n "job_name"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "text"<\/span>,<\/span> "analyzer"<\/span>:<\/span> "ik_max_word"<\/span>}<\/span>,<\/span>
    \n "department_id"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "integer"<\/span>}<\/span>,<\/span>
    \n "work_location"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "keyword"<\/span>}<\/span>,<\/span>
    \n "min_salary"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "keyword"<\/span>}<\/span>,<\/span>
    \n "max_salary"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "keyword"<\/span>}<\/span>,<\/span>
    \n "salary_times"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "keyword"<\/span>}<\/span>,<\/span>
    \n "edu_require"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "keyword"<\/span>}<\/span>,<\/span>
    \n "exp_require"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "keyword"<\/span>}<\/span>,<\/span>
    \n "gender_require"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "keyword"<\/span>}<\/span>,<\/span>
    \n "recruit_num"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "keyword"<\/span>}<\/span>,<\/span>
    \n "job_tags"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "keyword"<\/span>}<\/span>,<\/span>
    \n "job_desc"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "text"<\/span>,<\/span> "analyzer"<\/span>:<\/span> "ik_max_word"<\/span>}<\/span>,<\/span>
    \n "duty_require"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "text"<\/span>,<\/span> "analyzer"<\/span>:<\/span> "ik_max_word"<\/span>}<\/span>,<\/span>
    \n "status"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "integer"<\/span>}<\/span>,<\/span>
    \n "publish_time"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "date"<\/span>}<\/span>,<\/span>
    \n "enterprise_id"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "long"<\/span>}<\/span>,<\/span>
    \n "recruit_team_id"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "long"<\/span>}<\/span>,<\/span><\/p>\n

    # ———- \u4f01\u4e1a\u57fa\u672c\u4fe1\u606f ———-<\/span>
    \n "enterprise_name"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "text"<\/span>,<\/span> "analyzer"<\/span>:<\/span> "ik_max_word"<\/span>}<\/span>,<\/span>
    \n "enterprise_code"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "keyword"<\/span>}<\/span>,<\/span>
    \n "enterprise_city_id"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "long"<\/span>}<\/span>,<\/span>
    \n "enterprise_city_name"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "keyword"<\/span>}<\/span>,<\/span>
    \n "enterprise_account_status"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "integer"<\/span>}<\/span>,<\/span>
    \n "enterprise_create_time"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "date"<\/span>}<\/span>,<\/span>
    \n "enterprise_auth_time"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "date"<\/span>}<\/span>,<\/span>
    \n "enterprise_auth_type"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "integer"<\/span>}<\/span>,<\/span>
    \n "enterprise_risk_level"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "integer"<\/span>}<\/span>,<\/span>
    \n "enterprise_blacklist_status"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "integer"<\/span>}<\/span>,<\/span>
    \n "enterprise_complaint_count"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "integer"<\/span>}<\/span>,<\/span>
    \n "enterprise_company_website"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "keyword"<\/span>}<\/span>,<\/span>
    \n "enterprise_email"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "keyword"<\/span>}<\/span>,<\/span>
    \n "enterprise_audit_type"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "integer"<\/span>}<\/span>,<\/span>
    \n "enterprise_submit_time"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "date"<\/span>}<\/span>,<\/span><\/p>\n

    # ———- \u4f01\u4e1a\u8be6\u7ec6\u4fe1\u606f ———-<\/span>
    \n "enterpriseInfo_unified_social_credit_code"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "keyword"<\/span>}<\/span>,<\/span>
    \n "enterpriseInfo_legal_representative"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "keyword"<\/span>}<\/span>,<\/span>
    \n "enterpriseInfo_registered_capital"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "keyword"<\/span>}<\/span>,<\/span>
    \n "enterpriseInfo_establish_date"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "date"<\/span>}<\/span>,<\/span>
    \n "enterpriseInfo_register_status"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "integer"<\/span>}<\/span>,<\/span>
    \n "enterpriseInfo_company_scale"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "integer"<\/span>}<\/span>,<\/span>
    \n "enterpriseInfo_financing_stage"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "integer"<\/span>}<\/span>,<\/span>
    \n "enterpriseInfo_headquarters_address"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "keyword"<\/span>}<\/span>,<\/span>
    \n "enterpriseInfo_business_scope"<\/span>:<\/span> {<\/span>
    \n "type"<\/span>:<\/span> "text"<\/span>,<\/span>
    \n "analyzer"<\/span>:<\/span> "ik_max_word"<\/span>,<\/span>
    \n }<\/span>,<\/span><\/p>\n

    # ———- \u884c\u4e1a ———-<\/span>
    \n "industry_id"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "long"<\/span>}<\/span>,<\/span>
    \n "industry_name"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "text"<\/span>,<\/span> "analyzer"<\/span>:<\/span> "ik_max_word"<\/span>}<\/span>,<\/span>
    \n }<\/span>
    \n}<\/span><\/p>\n

    4.2 mapping \u8bbe\u8ba1\u601d\u8def<\/h4>\n

    \u770b\u5b8c\u4e0a\u9762\u8fd9\u4e00\u957f\u4e32，\u4f60\u53ef\u80fd\u60f3\u95ee：\u4e3a\u4ec0\u4e48\u6709\u4e9b\u5b57\u6bb5\u7528 text + ik_max_word，\u6709\u4e9b\u7528 keyword？<\/p>\n

    \u89c4\u5219\u5176\u5b9e\u5f88\u7b80\u5355，\u7528\u4e00\u5f20\u8868\u603b\u7ed3：<\/p>\n\n\u5b57\u6bb5\u7c7b\u578b\u9002\u7528\u573a\u666f\u4f8b\u5b50<\/tr>\n\n\n\n\n\n
    text + ik_max_word<\/td>\n\u9700\u8981\u4e2d\u6587\u5206\u8bcd\u3001\u5168\u6587\u641c\u7d22<\/td>\n\u804c\u4f4d\u540d\u79f0\u3001\u804c\u4f4d\u63cf\u8ff0\u3001\u4f01\u4e1a\u540d\u79f0<\/td>\n<\/tr>\n
    keyword<\/td>\n\u7cbe\u786e\u5339\u914d\u3001\u805a\u5408\u7edf\u8ba1\u3001Filter \u7b5b\u9009<\/td>\n\u5de5\u4f5c\u57ce\u5e02\u3001\u5b66\u5386\u8981\u6c42\u3001\u85aa\u8d44\u8303\u56f4<\/td>\n<\/tr>\n
    integer \/ long<\/td>\n\u6570\u503c\u578b ID \u6216\u679a\u4e3e<\/td>\n\u72b6\u6001\u3001\u90e8\u95e8 ID\u3001\u4f01\u4e1a\u89c4\u6a21<\/td>\n<\/tr>\n
    date<\/td>\n\u65e5\u671f\u5b57\u6bb5<\/td>\n\u53d1\u5e03\u65f6\u95f4\u3001\u8ba4\u8bc1\u65f6\u95f4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u4e00\u4e2a\u5bb9\u6613\u7ffb\u8f66\u7684\u70b9\u662f recruit_num\u3002<\/p>\n

    \u65e7\u7248\u8bbe\u8ba1\u6211\u7528\u4e86\u6570\u503c\u7c7b\u578b，\u7ed3\u679c\u6709\u4e9b\u62db\u8058\u4fe1\u606f\u91cc\u5199\u7684\u662f\u300c\u82e5\u5e72\u300d\u300c\u4e0d\u9650\u300d，\u76f4\u63a5\u5199\u4e0d\u8fdb\u53bb\u3002
    \n\u6240\u4ee5\u8fd9\u6b21\u6539\u6210\u4e86 keyword，\u548c\u6a21\u578b\u91cc\u7684 CharField \u5bf9\u9f50\u3002<\/p>\n

    \n

    5. \u7b2c\u56db\u6b65：\u521b\u5efa\u7d22\u5f15\u63a5\u53e3<\/h3>\n

    \u6709\u4e86 mapping，\u63a5\u4e0b\u6765\u5c31\u662f\u901a\u8fc7 FastAPI \u63a5\u53e3\u628a\u7d22\u5f15\u5efa\u8d77\u6765\u3002<\/p>\n

    @es_data_router.<\/span>post<\/span>(<\/span>"\/create-index-v2"<\/span>,<\/span> summary=<\/span>"\u521b\u5efa\u7d22\u5f15(\u4f18\u5316\u7248)"<\/span>)<\/span>
    \nasync<\/span> def<\/span> create_index_v2<\/span>(<\/span>es_client:<\/span> AsyncElasticsearch =<\/span> Depends(<\/span>es_client_depend)<\/span>)<\/span>:<\/span><\/p>\n

    settings =<\/span> {<\/span>
    \n "number_of_shards"<\/span>:<\/span> 1<\/span>,<\/span>
    \n "number_of_replicas"<\/span>:<\/span> 0<\/span>,<\/span>
    \n }<\/span><\/p>\n

    mappings =<\/span> {<\/span>
    \n "properties"<\/span>:<\/span> {<\/span>
    \n # \u5b57\u6bb5\u5b9a\u4e49（\u540c\u4e0a\u4e00\u8282，\u8fd9\u91cc\u7701\u7565）<\/span>
    \n }<\/span>
    \n }<\/span><\/p>\n

    # \u5df2\u5b58\u5728\u5c31\u4e0d\u91cd\u590d\u521b\u5efa<\/span>
    \n if<\/span> await<\/span> es_client.<\/span>indices.<\/span>exists(<\/span>index=<\/span>BOSS_JOB_INDEX_NAME_V2)<\/span>:<\/span>
    \n return<\/span> {<\/span>
    \n "code"<\/span>:<\/span> 1<\/span>,<\/span>
    \n "message"<\/span>:<\/span> "\u7d22\u5f15\u5df2\u5b58\u5728"<\/span>,<\/span>
    \n "data"<\/span>:<\/span> {<\/span>"index"<\/span>:<\/span> BOSS_JOB_INDEX_NAME_V2}<\/span>,<\/span>
    \n }<\/span><\/p>\n

    await<\/span> es_client.<\/span>indices.<\/span>create(<\/span>
    \n index=<\/span>BOSS_JOB_INDEX_NAME_V2,<\/span>
    \n settings=<\/span>settings,<\/span>
    \n mappings=<\/span>mappings,<\/span>
    \n )<\/span><\/p>\n

    return<\/span> {<\/span>
    \n "code"<\/span>:<\/span> 1<\/span>,<\/span>
    \n "message"<\/span>:<\/span> "\u7d22\u5f15\u521b\u5efa\u6210\u529f"<\/span>,<\/span>
    \n "data"<\/span>:<\/span> {<\/span>"index"<\/span>:<\/span> BOSS_JOB_INDEX_NAME_V2}<\/span>,<\/span>
    \n }<\/span><\/p>\n

    5.1 \u548c\u65e7\u7248\u63a5\u53e3\u7684\u533a\u522b<\/h4>\n

    \u8fd9\u4e2a V2 \u7248\u672c\u76f8\u6bd4\u65e7\u7684 \/create-index，\u505a\u4e86\u51e0\u5904\u4f18\u5316：<\/p>\n

      \n
    • \u72ec\u7acb\u7d22\u5f15\u540d boss_job_index_v2，\u4e0d\u4f1a\u8bef\u8986\u76d6\u65e7\u7d22\u5f15\u3002<\/li>\n
    • \u8865\u9f50\u5b57\u6bb5：enterpriseInfo_business_scope\u3001\u57ce\u5e02\u76f8\u5173\u5b57\u6bb5\u4e4b\u524d\u6f0f\u4e86，\u8fd9\u6b21\u8865\u4e0a\u3002<\/li>\n
    • \u679a\u4e3e\u7edf\u4e00\u7528 integer：company_scale \/ financing_stage \/ register_status \u5bf9\u9f50 IntEnum\u3002<\/li>\n
    • recruit_num \u6539\u6210 keyword：\u539f\u56e0\u524d\u9762\u8bf4\u4e86，\u9632\u300c\u82e5\u5e72\u300d\u8fd9\u79cd\u975e\u6570\u5b57\u503c\u7ffb\u8f66\u3002<\/li>\n<\/ul>\n
      \n

      6. \u5c0f\u7ed3<\/h3>\n

      \u5230\u8fd9\u4e00\u6b65，ES \u5df2\u7ecf\u88c5\u597d\u3001\u5ba2\u6237\u7aef\u5c01\u597d\u3001\u7d22\u5f15\u4e5f\u5efa\u597d\u4e86\u3002
      \n\u5982\u679c\u4f60\u4e5f\u5728\u6298\u817e ES + FastAPI，\u5e0c\u671b\u8fd9\u7bc7\u8e29\u5751\u8bb0\u5f55\u80fd\u7701\u4f60\u4e00\u70b9\u65f6\u95f4\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

      \u6211\u4f1a\u6309\u300c\u5b89\u88c5 \u2192 \u5ba2\u6237\u7aef\u914d\u7f6e \u2192 \u7d22\u5f15\u8bbe\u8ba1 \u2192 \u63a5\u53e3\u5bf9\u63a5\u300d\u8fd9\u6761\u7ebf，\u628a\u5173\u952e\u6b65\u9aa4\u548c\u5bb9\u6613\u7ffb\u8f66\u7684\u5730\u65b9\u90fd\u5199\u51fa\u6765\u30022. \u7b2c\u4e00\u6b65：\u628a ES \u88c5\u8d77\u6765
      \nES \u5b89\u88c5\u65b9\u5f0f\u5f88\u591a，\u5b98\u7f51\u3001Docker\u3001\u793e\u533a\u955c\u50cf\u90fd\u53ef\u4ee5\u3002\u6211\u7684\u5efa\u8bae\u662f：\u5f00\u53d1\u73af\u5883\u7528 Docker \u4e00\u952e\u62c9\u8d77，\u751f\u4ea7\u73af\u5883\u8d70\u5b98\u7f51\u4e0b\u8f7d\u30022.1 \u4e0b\u8f7d\u5730\u5740\u6765\u6e90\u5730\u5740\u8bf4\u660e\u4e2d\u6587\u5b98\u7f51（\u6700\u65b0\u7248）https:\/\/www.elastic.co\/cn\/downloads\/ela<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[1299,392,2215],"topic":[],"class_list":["post-89339","post","type-post","status-publish","format-standard","hentry","category-server","tag-elasticsearch","tag-jenkins","tag-2215"],"yoast_head":"\n\u62db\u8058\u641c\u7d22\u5f15\u64ce\u5b9e\u6218\uff1aElasticsearch \u63a5\u5165\u4e0e\u7d22\u5f15\u8bbe\u8ba1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/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.wsisp.com\/helps\/89339.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u62db\u8058\u641c\u7d22\u5f15\u64ce\u5b9e\u6218\uff1aElasticsearch \u63a5\u5165\u4e0e\u7d22\u5f15\u8bbe\u8ba1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6211\u4f1a\u6309\u300c\u5b89\u88c5 \u2192 \u5ba2\u6237\u7aef\u914d\u7f6e \u2192 \u7d22\u5f15\u8bbe\u8ba1 \u2192 \u63a5\u53e3\u5bf9\u63a5\u300d\u8fd9\u6761\u7ebf，\u628a\u5173\u952e\u6b65\u9aa4\u548c\u5bb9\u6613\u7ffb\u8f66\u7684\u5730\u65b9\u90fd\u5199\u51fa\u6765\u30022. \u7b2c\u4e00\u6b65：\u628a ES \u88c5\u8d77\u6765 ES \u5b89\u88c5\u65b9\u5f0f\u5f88\u591a，\u5b98\u7f51\u3001Docker\u3001\u793e\u533a\u955c\u50cf\u90fd\u53ef\u4ee5\u3002\u6211\u7684\u5efa\u8bae\u662f：\u5f00\u53d1\u73af\u5883\u7528 Docker \u4e00\u952e\u62c9\u8d77，\u751f\u4ea7\u73af\u5883\u8d70\u5b98\u7f51\u4e0b\u8f7d\u30022.1 \u4e0b\u8f7d\u5730\u5740\u6765\u6e90\u5730\u5740\u8bf4\u660e\u4e2d\u6587\u5b98\u7f51（\u6700\u65b0\u7248）https:\/\/www.elastic.co\/cn\/downloads\/ela\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/89339.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-02T13:32:33+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/89339.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/89339.html\",\"name\":\"\u62db\u8058\u641c\u7d22\u5f15\u64ce\u5b9e\u6218\uff1aElasticsearch \u63a5\u5165\u4e0e\u7d22\u5f15\u8bbe\u8ba1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-08-02T13:32:33+00:00\",\"dateModified\":\"2026-08-02T13:32:33+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/89339.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/89339.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/89339.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u62db\u8058\u641c\u7d22\u5f15\u64ce\u5b9e\u6218\uff1aElasticsearch \u63a5\u5165\u4e0e\u7d22\u5f15\u8bbe\u8ba1\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u62db\u8058\u641c\u7d22\u5f15\u64ce\u5b9e\u6218\uff1aElasticsearch \u63a5\u5165\u4e0e\u7d22\u5f15\u8bbe\u8ba1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/89339.html","og_locale":"zh_CN","og_type":"article","og_title":"\u62db\u8058\u641c\u7d22\u5f15\u64ce\u5b9e\u6218\uff1aElasticsearch \u63a5\u5165\u4e0e\u7d22\u5f15\u8bbe\u8ba1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6211\u4f1a\u6309\u300c\u5b89\u88c5 \u2192 \u5ba2\u6237\u7aef\u914d\u7f6e \u2192 \u7d22\u5f15\u8bbe\u8ba1 \u2192 \u63a5\u53e3\u5bf9\u63a5\u300d\u8fd9\u6761\u7ebf，\u628a\u5173\u952e\u6b65\u9aa4\u548c\u5bb9\u6613\u7ffb\u8f66\u7684\u5730\u65b9\u90fd\u5199\u51fa\u6765\u30022. \u7b2c\u4e00\u6b65：\u628a ES \u88c5\u8d77\u6765 ES \u5b89\u88c5\u65b9\u5f0f\u5f88\u591a，\u5b98\u7f51\u3001Docker\u3001\u793e\u533a\u955c\u50cf\u90fd\u53ef\u4ee5\u3002\u6211\u7684\u5efa\u8bae\u662f：\u5f00\u53d1\u73af\u5883\u7528 Docker \u4e00\u952e\u62c9\u8d77，\u751f\u4ea7\u73af\u5883\u8d70\u5b98\u7f51\u4e0b\u8f7d\u30022.1 \u4e0b\u8f7d\u5730\u5740\u6765\u6e90\u5730\u5740\u8bf4\u660e\u4e2d\u6587\u5b98\u7f51（\u6700\u65b0\u7248）https:\/\/www.elastic.co\/cn\/downloads\/ela","og_url":"https:\/\/www.wsisp.com\/helps\/89339.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-08-02T13:32:33+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"3 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/89339.html","url":"https:\/\/www.wsisp.com\/helps\/89339.html","name":"\u62db\u8058\u641c\u7d22\u5f15\u64ce\u5b9e\u6218\uff1aElasticsearch \u63a5\u5165\u4e0e\u7d22\u5f15\u8bbe\u8ba1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-08-02T13:32:33+00:00","dateModified":"2026-08-02T13:32:33+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/89339.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/89339.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/89339.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u62db\u8058\u641c\u7d22\u5f15\u64ce\u5b9e\u6218\uff1aElasticsearch \u63a5\u5165\u4e0e\u7d22\u5f15\u8bbe\u8ba1"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/89339","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=89339"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/89339\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=89339"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=89339"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=89339"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=89339"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}