{"id":114951,"date":"2026-10-10T16:58:02","date_gmt":"2026-10-10T08:58:02","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/114951.html"},"modified":"2026-10-10T16:58:02","modified_gmt":"2026-10-10T08:58:02","slug":"elasticsearch%e5%b5%8c%e5%a5%97%e7%b1%bb%e5%9e%8bnested%e4%bd%bf%e7%94%a8%e6%8c%87%e5%8d%97%e3%80%8a%e7%ac%ac71%e7%af%87%e3%80%8b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/114951.html","title":{"rendered":"Elasticsearch\u5d4c\u5957\u7c7b\u578bnested\u4f7f\u7528\u6307\u5357\u300a\u7b2c71\u7bc7\u300b"},"content":{"rendered":"

Elasticsearch\u5d4c\u5957\u7c7b\u578bnested\u4f7f\u7528\u6307\u5357<\/h2>\n

\u4e00\u3001\u4e3a\u4ec0\u4e48\u9700\u8981nested\u7c7b\u578b？\u5728\u65e5\u5e38\u5f00\u53d1\u4e2d，\u6211\u4eec\u7ecf\u5e38\u9700\u8981\u5b58\u50a8\u548c\u67e5\u8be2\u5177\u6709\u5c42\u7ea7\u5173\u7cfb\u7684\u6570\u636e\u3002\u4f8b\u5982，\u4e00\u4e2a\u8ba2\u5355\u5305\u542b\u591a\u4e2a\u5546\u54c1，\u6bcf\u4e2a\u5546\u54c1\u6709\u540d\u79f0\u3001\u4ef7\u683c\u3001\u6570\u91cf\u7b49\u5c5e\u6027\u3002\u5728\u5173\u7cfb\u578b\u6570\u636e\u5e93\u4e2d，\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u4e24\u5f20\u8868（\u8ba2\u5355\u8868\u548c\u5546\u54c1\u8868）\u6765\u5b58\u50a8\u8fd9\u79cd\u5173\u7cfb\u3002\u4f46\u5728Elasticsearch\u4e2d，\u9ed8\u8ba4\u7684\u6570\u7ec4\u7c7b\u578b（object\u7c7b\u578b）\u5e76\u4e0d\u80fd\u5f88\u597d\u5730\u5904\u7406\u8fd9\u79cd\u5d4c\u5957\u67e5\u8be2\u3002### \u95ee\u9898\u573a\u666f\u5047\u8bbe\u6211\u4eec\u8981\u5b58\u50a8\u535a\u5ba2\u6587\u7ae0\u53ca\u5176\u8bc4\u8bba\u6570\u636e\u3002\u6bcf\u6761\u8bc4\u8bba\u5305\u542b\u8bc4\u8bba\u8005\u3001\u5185\u5bb9\u548c\u70b9\u8d5e\u6570\u3002\u5982\u679c\u6211\u4eec\u76f4\u63a5\u4f7f\u7528object\u6570\u7ec4\u5b58\u50a8\u8bc4\u8bba，\u5f53\u6211\u4eec\u9700\u8981\u67e5\u8be2\u201c\u8bc4\u8bba\u8005A\u53d1\u8868\u8fc7\u70b9\u8d5e\u6570\u5927\u4e8e10\u7684\u8bc4\u8bba\u201d\u65f6，Elasticsearch\u4f1a\u8de8\u5bf9\u8c61\u5339\u914d，\u5bfc\u81f4\u7ed3\u679c\u4e0d\u51c6\u786e\u3002### \u89e3\u51b3\u65b9\u6848Elasticsearch\u63d0\u4f9b\u4e86nested\u7c7b\u578b，\u5b83\u53ef\u4ee5\u5c06\u5d4c\u5957\u6587\u6863\u4f5c\u4e3a\u72ec\u7acb\u6587\u6863\u8fdb\u884c\u7d22\u5f15\u548c\u67e5\u8be2，\u4ece\u800c\u4fdd\u8bc1\u67e5\u8be2\u6761\u4ef6\u7684\u51c6\u786e\u6027\u3002## \u4e8c\u3001nested\u7c7b\u578b\u57fa\u7840\u6982\u5ff5nested\u7c7b\u578b\u662f\u4e00\u79cd\u7279\u6b8a\u7684\u6570\u636e\u7c7b\u578b，\u5b83\u5141\u8bb8\u5728\u5355\u4e2a\u6587\u6863\u4e2d\u5d4c\u5165\u53e6\u4e00\u4e2a\u6587\u6863\u96c6\u5408，\u5e76\u4e14\u8fd9\u4e9b\u5d4c\u5165\u7684\u6587\u6863\u53ef\u4ee5\u88ab\u72ec\u7acb\u67e5\u8be2\u3002\u4e0e\u666e\u901a\u7684object\u6570\u7ec4\u4e0d\u540c，nested\u6587\u6863\u4e2d\u7684\u6bcf\u4e2a\u5bf9\u8c61\u90fd\u4f1a\u88ab\u5355\u72ec\u7d22\u5f15，\u4ece\u800c\u4fdd\u6301\u4e86\u5bf9\u8c61\u5185\u90e8\u7684\u5b57\u6bb5\u5173\u8054\u6027\u3002### \u6838\u5fc3\u7279\u70b9- \u6bcf\u4e2a\u5d4c\u5957\u5bf9\u8c61\u90fd\u88ab\u89c6\u4e3a\u72ec\u7acb\u7684\u9690\u85cf\u6587\u6863- \u652f\u6301\u7cbe\u786e\u7684\u6761\u4ef6\u5339\u914d- \u53ef\u4ee5\u5355\u72ec\u67e5\u8be2\u5d4c\u5957\u6587\u6863\u4e2d\u7684\u5b57\u6bb5- \u652f\u6301\u5d4c\u5957\u805a\u5408\u64cd\u4f5c## \u4e09\u3001\u521b\u5efanested\u7c7b\u578b\u6620\u5c04### \u793a\u4f8b1：\u521b\u5efa\u5305\u542bnested\u5b57\u6bb5\u7684\u7d22\u5f15jsonPUT \/blog_posts{ "mappings": { "properties": { "title": { "type": "text" }, "content": { "type": "text" }, "author": { "type": "keyword" }, "publish_date": { "type": "date" }, "comments": { \/\/ \u5b9a\u4e49nested\u7c7b\u578b\u5b57\u6bb5 "type": "nested", "properties": { "username": { "type": "keyword" }, "comment_text": { "type": "text" }, "likes": { "type": "integer" }, "comment_date": { "type": "date" } } } } }}### \u63d2\u5165\u793a\u4f8b\u6570\u636ejsonPOST \/blog_posts\/_doc\/1{ "title": "Elasticsearch\u5165\u95e8\u6559\u7a0b", "content": "\u8fd9\u662f\u4e00\u7bc7\u5173\u4e8eElasticsearch\u57fa\u7840\u6982\u5ff5\u7684\u6587\u7ae0…", "author": "\u5f20\u4e09", "publish_date": "2024-01-15", "comments": [ { "username": "\u674e\u56db", "comment_text": "\u5199\u5f97\u5f88\u8be6\u7ec6，\u611f\u8c22\u5206\u4eab", "likes": 15, "comment_date": "2024-01-16" }, { "username": "\u738b\u4e94", "comment_text": "\u8bf7\u95ee\u6709\u5b9e\u6218\u6848\u4f8b\u5417？", "likes": 8, "comment_date": "2024-01-17" } ]}## \u56db\u3001nested\u67e5\u8be2\u5b9e\u6218### \u793a\u4f8b2：\u4f7f\u7528nested\u67e5\u8be2\u7cbe\u51c6\u5339\u914d\u4e0b\u9762\u662f\u4e00\u4e2a\u5b8c\u6574\u7684Python\u4ee3\u7801\u793a\u4f8b，\u6f14\u793a\u5982\u4f55\u4f7f\u7528nested\u67e5\u8be2：pythonfrom elasticsearch import Elasticsearchimport json# \u8fde\u63a5Elasticsearches = Elasticsearch(['http:\/\/localhost:9200'])def nested_query_example(): """ \u6f14\u793anested\u67e5\u8be2\u7684\u5b8c\u6574\u6d41\u7a0b """ # 1. \u521b\u5efa\u7d22\u5f15（\u5982\u679c\u4e0d\u5b58\u5728） index_name = "blog_posts" # 2. \u6784\u5efanested\u67e5\u8be2 # \u67e5\u8be2\u6761\u4ef6：\u627e\u5230\u6240\u6709\u5305\u542b"\u674e\u56db"\u53d1\u8868\u7684\u70b9\u8d5e\u6570\u5927\u4e8e10\u7684\u8bc4\u8bba\u7684\u535a\u5ba2\u6587\u7ae0 query = { "query": { "nested": { "path": "comments", # \u6307\u5b9anested\u5b57\u6bb5\u8def\u5f84 "query": { "bool": { "must": [ {"term": {"comments.username": "\u674e\u56db"}}, # \u8bc4\u8bba\u8005\u662f\u674e\u56db {"range": {"comments.likes": {"gte": 10}}} # \u70b9\u8d5e\u6570\u5927\u4e8e\u7b49\u4e8e10 ] } }, "inner_hits": {} # \u8fd4\u56de\u5339\u914d\u7684\u5d4c\u5957\u6587\u6863\u8be6\u60c5 } } } # 3. \u6267\u884c\u67e5\u8be2 response = es.search(index=index_name, body=query) # 4. \u5904\u7406\u67e5\u8be2\u7ed3\u679c print("\u67e5\u8be2\u7ed3\u679c：") for hit in response['hits']['hits']: print(f"\u6587\u7ae0\u6807\u9898: {hit['_source']['title']}") print(f"\u4f5c\u8005: {hit['_source']['author']}") # \u83b7\u53d6\u5339\u914d\u7684\u5d4c\u5957\u6587\u6863\u8be6\u60c5 if 'inner_hits' in hit: for comment in hit['inner_hits']['comments']['hits']['hits']: comment_source = comment['_source'] print(f"\u5339\u914d\u8bc4\u8bba: {comment_source['username']} – {comment_source['comment_text']}") print(f"\u70b9\u8d5e\u6570: {comment_source['likes']}") print("-" * 50)# \u8c03\u7528\u51fd\u6570nested_query_example()### \u4ee3\u7801\u8fd0\u884c\u7ed3\u679c\u793a\u4f8b\u67e5\u8be2\u7ed3\u679c：\u6587\u7ae0\u6807\u9898: Elasticsearch\u5165\u95e8\u6559\u7a0b\u4f5c\u8005: \u5f20\u4e09\u5339\u914d\u8bc4\u8bba: \u674e\u56db – \u5199\u5f97\u5f88\u8be6\u7ec6，\u611f\u8c22\u5206\u4eab\u70b9\u8d5e\u6570: 15————————————————–## \u4e94\u3001nested\u805a\u5408\u5206\u6790nested\u7c7b\u578b\u4e0d\u4ec5\u652f\u6301\u67e5\u8be2，\u8fd8\u652f\u6301\u5f3a\u5927\u7684\u805a\u5408\u5206\u6790\u529f\u80fd\u3002### \u793a\u4f8b3：nested\u805a\u5408\u67e5\u8be2pythondef nested_aggregation_example(): """ \u6f14\u793anested\u805a\u5408\u5206\u6790 \u7edf\u8ba1\u6bcf\u4e2a\u8bc4\u8bba\u8005\u7684\u5e73\u5747\u70b9\u8d5e\u6570 """ index_name = "blog_posts" # \u6784\u5efa\u805a\u5408\u67e5\u8be2 query = { "size": 0, # \u4e0d\u9700\u8981\u8fd4\u56de\u6587\u6863\u8be6\u60c5 "aggs": { "comments_agg": { "nested": { "path": "comments" # \u6307\u5b9a\u5d4c\u5957\u8def\u5f84 }, "aggs": { "by_username": { "terms": { "field": "comments.username", # \u6309\u7528\u6237\u540d\u5206\u7ec4 "size": 10 }, "aggs": { "avg_likes": { "avg": { "field": "comments.likes" # \u8ba1\u7b97\u5e73\u5747\u70b9\u8d5e\u6570 } } } } } } } } # \u6267\u884c\u805a\u5408\u67e5\u8be2 response = es.search(index=index_name, body=query) # \u5904\u7406\u805a\u5408\u7ed3\u679c print("\\\\n\u8bc4\u8bba\u8005\u7edf\u8ba1：") for bucket in response['aggregations']['comments_agg']['by_username']['buckets']: username = bucket['key'] doc_count = bucket['doc_count'] avg_likes = bucket['avg_likes']['value'] print(f"\u8bc4\u8bba\u8005: {username}, \u8bc4\u8bba\u6b21\u6570: {doc_count}, \u5e73\u5747\u70b9\u8d5e\u6570: {avg_likes:.2f}")# \u8c03\u7528\u51fd\u6570nested_aggregation_example()## \u516d\u3001nested\u7c7b\u578b\u7684\u6027\u80fd\u4f18\u5316\u5efa\u8bae### 1. \u5408\u7406\u8bbe\u7f6enested\u5b57\u6bb5\u6570\u91cf\u6bcf\u4e2a\u6587\u6863\u4e2d\u7684nested\u5b57\u6bb5\u6570\u91cf\u4e0d\u5b9c\u8fc7\u591a，\u5efa\u8bae\u63a7\u5236\u572850\u4e2a\u4ee5\u5185，\u5426\u5219\u4f1a\u5f71\u54cd\u7d22\u5f15\u548c\u67e5\u8be2\u6027\u80fd\u3002### 2. \u4f7f\u7528index.mapping.total_fields.limit\u9650\u5236\u786e\u4fdd\u7d22\u5f15\u7684\u603b\u5b57\u6bb5\u6570\u4e0d\u8d85\u8fc7\u9ed8\u8ba4\u9650\u5236（1000\u4e2a\u5b57\u6bb5）\u3002### 3. \u907f\u514d\u8fc7\u5ea6\u5d4c\u5957\u4e0d\u8981\u521b\u5efa\u8d85\u8fc73\u5c42\u7684\u5d4c\u5957\u7ed3\u6784，\u8fd9\u4f1a\u663e\u8457\u589e\u52a0\u67e5\u8be2\u590d\u6742\u5ea6\u3002### 4. \u4f7f\u7528inner_hits\u8c28\u614einner_hits\u4f1a\u8fd4\u56de\u5d4c\u5957\u6587\u6863\u7684\u8be6\u7ec6\u4fe1\u606f，\u5982\u679c\u4e0d\u9700\u8981，\u53ef\u4ee5\u7701\u7565\u4ee5\u63d0\u5347\u6027\u80fd\u3002## \u4e03\u3001nested\u4e0eparent-child\u5bf9\u6bd4| \u7279\u6027 | nested\u7c7b\u578b | parent-child\u7c7b\u578b ||——|————|——————|| \u6570\u636e\u5b58\u50a8 | \u540c\u4e00\u6587\u6863\u5185 | \u4e0d\u540c\u7d22\u5f15\u6216\u5206\u7247 || \u67e5\u8be2\u6027\u80fd | \u8f83\u9ad8 | \u8f83\u4f4e || \u7075\u6d3b\u6027 | \u7236\u5b50\u5173\u7cfb\u4e25\u683c | \u53ef\u52a8\u6001\u6dfb\u52a0\u5b50\u6587\u6863 || \u9002\u7528\u573a\u666f | \u56fa\u5b9a\u5d4c\u5957\u5173\u7cfb | \u9891\u7e41\u66f4\u65b0\u7684\u5b50\u6587\u6863 |## \u516b\u3001\u5e38\u89c1\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848### \u95ee\u98981：nested\u67e5\u8be2\u8fd4\u56de\u7a7a\u7ed3\u679c\u539f\u56e0：\u67e5\u8be2\u6761\u4ef6\u4e2d\u5b57\u6bb5\u8def\u5f84\u672a\u6b63\u786e\u6307\u5b9a\u89e3\u51b3：\u786e\u4fdd\u5728\u67e5\u8be2\u4e2d\u4f7f\u7528\u5b8c\u6574\u8def\u5f84，\u5982comments.username\u800c\u4e0d\u662fusername### \u95ee\u98982：\u6027\u80fd\u4e0b\u964d\u539f\u56e0：nested\u5b57\u6bb5\u6570\u91cf\u8fc7\u591a\u6216\u67e5\u8be2\u8fc7\u4e8e\u590d\u6742\u89e3\u51b3：\u4f18\u5316\u6570\u636e\u6a21\u578b，\u51cf\u5c11\u5d4c\u5957\u5c42\u6570，\u4f7f\u7528filter context\u4ee3\u66ffquery context### \u95ee\u98983：\u805a\u5408\u7ed3\u679c\u4e0d\u51c6\u786e\u539f\u56e0：\u672a\u6b63\u786e\u4f7f\u7528nested\u805a\u5408\u89e3\u51b3：\u786e\u4fdd\u5728\u805a\u5408\u65f6\u4f7f\u7528nested\u805a\u5408\u5305\u88f9\u540e\u7eed\u7684\u805a\u5408\u64cd\u4f5c## \u603b\u7ed3Elasticsearch\u7684nested\u7c7b\u578b\u662f\u5904\u7406\u590d\u6742\u5d4c\u5957\u6570\u636e\u7684\u5f3a\u5927\u5de5\u5177，\u5b83\u89e3\u51b3\u4e86\u4f20\u7edfobject\u7c7b\u578b\u5728\u8de8\u5bf9\u8c61\u5339\u914d\u65f6\u7684\u7cbe\u5ea6\u95ee\u9898\u3002\u901a\u8fc7\u672c\u6587\u7684\u5b9e\u6218\u793a\u4f8b，\u6211\u4eec\u5b66\u4e60\u4e86\u5982\u4f55\u521b\u5efanested\u6620\u5c04\u3001\u6267\u884c\u7cbe\u51c6\u67e5\u8be2\u3001\u8fdb\u884c\u805a\u5408\u5206\u6790\u4ee5\u53ca\u4f18\u5316\u6027\u80fd\u3002\u5728\u5b9e\u9645\u9879\u76ee\u4e2d，\u5408\u7406\u4f7f\u7528nested\u7c7b\u578b\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u6570\u636e\u67e5\u8be2\u7684\u51c6\u786e\u6027\u548c\u7075\u6d3b\u6027\u3002\u4f46\u540c\u65f6\u4e5f\u9700\u8981\u6ce8\u610f，nested\u7c7b\u578b\u4f1a\u5360\u7528\u66f4\u591a\u7684\u5b58\u50a8\u7a7a\u95f4\u548c\u7d22\u5f15\u65f6\u95f4，\u56e0\u6b64\u9700\u8981\u6839\u636e\u5177\u4f53\u4e1a\u52a1\u573a\u666f\u6743\u8861\u5229\u5f0a\u3002\u5bf9\u4e8e\u5927\u591a\u6570\u9700\u8981\u4fdd\u6301\u5d4c\u5957\u6587\u6863\u5185\u5b57\u6bb5\u5173\u8054\u6027\u7684\u573a\u666f（\u5982\u8ba2\u5355-\u5546\u54c1\u3001\u6587\u7ae0-\u8bc4\u8bba\u3001\u7528\u6237-\u5730\u5740\u7b49），nested\u7c7b\u578b\u90fd\u662f\u4e00\u4e2a\u975e\u5e38\u5408\u9002\u7684\u9009\u62e9\u3002\u638c\u63e1nested\u7c7b\u578b\u7684\u4f7f\u7528，\u5c06\u5e2e\u52a9\u4f60\u5728Elasticsearch\u4e2d\u66f4\u9ad8\u6548\u5730\u5904\u7406\u590d\u6742\u7684\u5c42\u7ea7\u6570\u636e，\u6784\u5efa\u51fa\u66f4\u5f3a\u5927\u3001\u66f4\u7cbe\u786e\u7684\u641c\u7d22\u548c\u5206\u6790\u7cfb\u7edf\u3002<\/h3>\n

gitee.com\/x4473xc2k5qc\/jih3e6xb\/blob\/master\/HNo8IfrG.md
\ngitee.com\/rm2teved2gp\/cbjxdcup\/blob\/master\/KZMfNDNg.md
\ngitee.com\/sbw9n5q938pv\/c6rad12r\/blob\/master\/ZIR5njgs.md
\ngitee.com\/ywicfv7tgmny\/jb631duy\/blob\/master\/hjkYK9mc.md
\ngitee.com\/x4473xc2k5qc\/jih3e6xb\/blob\/master\/Nz8UbVu9.md
\ngitee.com\/sbw9n5q938pv\/c6rad12r\/blob\/master\/1r3qP91x.md
\ngitee.com\/ywicfv7tgmny\/jb631duy\/blob\/master\/IxKoBG3b.md
\ngitee.com\/x4473xc2k5qc\/jih3e6xb\/blob\/master\/DsjQidIR.md
\ngitee.com\/fq2zvd7nr6m\/ynh6ou5t\/blob\/master\/v6RbJH3C.md
\ngitee.com\/rm2teved2gp\/cbjxdcup\/blob\/master\/GxwEhS5v.md
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