{"id":41318,"date":"2023-01-23T14:37:53","date_gmt":"2023-02-11T03:25:42","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8-elasticsearch-%e4%b8%ad%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8-rag%ef%bc%88%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%ef%bc%89\/"},"modified":"2024-04-29T11:06:13","modified_gmt":"2024-04-29T03:06:13","slug":"%e5%9c%a8-elasticsearch-%e4%b8%ad%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8-rag%ef%bc%88%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%ef%bc%89","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8-elasticsearch-%e4%b8%ad%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8-rag%ef%bc%88%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%ef%bc%89\/","title":{"rendered":"\u5728 Elasticsearch \u4e2d\u5c1d\u8bd5\u4f7f\u7528 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09"},"content":{"rendered":"<h1>\u9996\u5148<\/h1>\n<p>\u6211\u76f8\u4fe1\u5f88\u591a\u4eba\u90fd\u5728ChatGPT\u8fd9\u4e2a\u751f\u6210\u4eba\u5de5\u667a\u80fd\u4e0a\u6295\u5165\u4e86\u5f88\u591a\u5173\u6ce8\uff0c\u5e76\u5c1d\u8bd5\u4e86\u5404\u79cd\u4f7f\u7528\u65b9\u5f0f\u3002\u751f\u6210\u4eba\u5de5\u667a\u80fd\u7684\u7528\u9014\u5e7f\u6cdb\uff0c\u65e2\u6709\u975e\u5e38\u6709\u6548\u7684\u65b9\u9762\uff0c\u4e5f\u5b58\u5728\u4e00\u4e9b\u4e0d\u592a\u7406\u60f3\u7684\u5730\u65b9\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u5bf9\u4e8e\u6587\u7ae0\u6458\u8981\u3001\u7a0b\u5e8f\u7f16\u5199\u548c\u7ffb\u8bd1\u7b49\u5df2\u7ecf\u5177\u5907\u53ef\u4ee5\u5728\u5de5\u4f5c\u4e2d\u4f7f\u7528\u7684\u6c34\u5e73\u7684\u4e8b\u7269\uff0c\u6709\u5f88\u591a\u3002\u4e0e\u6b64\u76f8\u53cd\uff0c\u5b83\u5bf9\u4e8e\u6700\u65b0\u4fe1\u606f\u548c\u5c1a\u672a\u5728\u4e92\u8054\u7f51\u4e0a\u51fa\u73b0\u7684\u673a\u5bc6\u4fe1\u606f\u76f8\u5bf9\u8f83\u8584\u5f31\u3002<\/p>\n<p>\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u5c06\u89e3\u91ca\u5982\u4f55\u4f7f\u7528Elasticsearch\u5b9e\u73b0\u7528\u4e8e\u751f\u6210\u4eba\u5de5\u667a\u80fd\u7684\u6700\u65b0\u4fe1\u606f\u548c\u673a\u5bc6\u4fe1\u606f\u7684RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u65b9\u6cd5\u3002<\/p>\n<p>\u8fd9\u7bc7\u5185\u5bb9\u6211\u4eec\u4e5f\u5728\u6211\u4eec\u516c\u53f8\u7684\u7f51\u7edc\u7814\u8ba8\u4f1a\u4e0a\u516c\u5f00\u4e86\u3002<br \/>\nhttps:\/\/www.elastic.co\/jp\/virtual-events\/delivering-generative-ai<\/p>\n<p>\u5982\u679c\u60a8\u5df2\u7ecf\u719f\u6089RAG\u548cElasticsearch\uff0c\u60a8\u53ea\u9700\u67e5\u770b\u4e0b\u9762\u7684\u5b58\u50a8\u5e93\u5373\u53ef\u7406\u89e3\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Elasticsearch\u306e\u516c\u5f0f\u30ea\u30dd\u30b8\u30c8\u30ea<\/ul>\n<\/li>\n<\/ul>\n<p>https:\/\/github.com\/elastic\/elasticsearch-labs<br \/>\nJupyter Notebook\u306e\u30b7\u30f3\u30d7\u30eb\u306a\u5b9f\u88c5<\/p>\n<p>https:\/\/github.com\/elastic\/elasticsearch-labs\/blob\/main\/notebooks\/integrations\/openai\/openai-KNN-RAG.ipynb<\/p>\n<p>Elasticsearch\u793e\u54e1\u306e\u30ea\u30dd\u30b8\u30c8\u30ea<\/p>\n<p>https:\/\/github.com\/jeffvestal\/ElasticDocs_GPT\/<\/p>\n<p>\u3053\u3061\u3089\u306f\u3053\u306e\u30d6\u30ed\u30b0\u3067\u7d39\u4ecb\u3055\u308c\u3066\u3044\u308b\u3082\u306e\u3067\u3059<br \/>\nhttps:\/\/www.elastic.co\/search-labs\/chatgpt-elasticsearch-openai-meets-private-data<\/p>\n<p>https:\/\/github.com\/legacyworld\/esre\/<\/p>\n<p>\u4eca\u56de\u89e3\u8aac\u306b\u4f7f\u3046\u30ea\u30dd\u30b8\u30c8\u30ea<\/p>\n<h1>RAG\u548cElasticsearch<\/h1>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d45de37434c4406ca3a78\/8-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2023-10-06 13.20.43.png\" \/><\/div>\n<p>\u4ee5\u4e0b\u662f\u5bf9RAG\uff08Risk Assessment Grid\uff09\u7684\u6d41\u7a0b\u7684\u5927\u81f4\u6982\u8ff0\uff1a<br \/>\n\u9996\u5148\uff0c\u5047\u8bbe\u516c\u53f8\u5185\u90e8\u7684\u6587\u672c\u6570\u636e\uff08\u5b58\u50a8\u5728\u6587\u4ef6\u670d\u52a1\u5668\u6216\u4e91\u5b58\u50a8\u4e2d\uff09\u5df2\u88ab\u7d22\u5f15\u5230Elasticsearch\u4e2d\u3002<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\u7528\u6237\u8f93\u5165\u641c\u7d22\u6587\u672c<\/ol>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\u5728Elasticsearch\u5185\u8fdb\u884c\u641c\u7d22<\/ol>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\u53ef\u4ee5\u8fdb\u884c\u666e\u901a\u641c\u7d22\uff08\u5173\u952e\u8bcd\u641c\u7d22\uff09\u6216\u8005\u5411\u91cf\u641c\u7d22\uff0c\u751a\u81f3\u53ef\u4ee5\u8fdb\u884c\u6df7\u5408\u641c\u7d22<\/ol>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>Elasticsearch\u5c06\u6309\u76f8\u5173\u6027\u8fd4\u56de\u7ed3\u679c<\/ol>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\u4ece\u524d\u9762\u7684\u7ed3\u679c\u4e2d\u63d0\u53d6\u4e00\u4e9b\uff0c\u5c06\u5176\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u9644\u52a0\u5230\u95ee\u9898\u6587\u672c\u4e2d\u4e00\u8d77\u53d1\u9001\u7ed9\u751f\u6210AI\uff08\u6b64\u6b21\u4e3aOpenAI\uff09<\/ol>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<ol>\u751f\u6210AI\u6839\u636e\u4e0a\u4e0b\u6587\u548c\u95ee\u9898\u6587\u672c\u8fd4\u56de\u7ed3\u679c<\/ol>\n<p>\u5728\u4e0a\u8ff0\u7684\u4f8b\u5b50\u4e2d\uff0c\u52a0\u5165\u78ba\u5b9a\u62e0\u51fa\u5e74\u91d1\u7684\u65b9\u6cd5\u56e0\u6bcf\u5bb6\u516c\u53f8\u800c\u7570\uff08\u5982\u8b49\u5238\u516c\u53f8\u6216\u958b\u59cb\u6642\u9593\uff09\uff0c\u7528\u6236\u516c\u53f8\u7684\u6b65\u9a5f\u5df2\u88ab\u7d22\u5f15\u5230Elasticsearch\u4e2d\u3002\u5f9e\u90a3\u88e1\uff0c\u6211\u5011\u53ef\u4ee5\u63d0\u53d6\u5305\u62ec\u8b49\u5238\u516c\u53f8\u548c\u5e33\u6236\u5275\u5efa\u65b9\u6cd5\u5728\u5167\u7684\u6587\u4ef6\u4e26\u8acbAI\u751f\u6210\u6458\u8981\u3002<\/p>\n<p>\u5982\u679c\u5728\u641c\u7d22\u90e8\u5206\u5f97\u4e0d\u5230\u6b63\u78ba\u7684\u7d50\u679c\uff0c\u90a3\u9ebc\u751f\u6210\u7684AI\u56de\u7b54\u4e5f\u5c31\u4e0d\u6703\u6b63\u78ba\u3002\u6b64\u5916\uff0c\u7528\u6236\u7684\u6b0a\u9650\u6703\u6c7a\u5b9a\u54ea\u4e9b\u4fe1\u606f\u53ef\u4ee5\u516c\u958b\uff0c\u54ea\u4e9b\u4e0d\u80fd\uff08\u4f8b\u5982\u4e00\u822c\u54e1\u5de5\u4e0d\u80fd\u67e5\u770b\u7ba1\u7406\u76f8\u95dc\u4fe1\u606f\u7b49\uff09\u3002\u9019\u4e5f\u662fRAG\u7684\u56f0\u96e3\u4e4b\u8655\uff0c\u4e5f\u662f\u641c\u7d22\u9818\u57df\u8001\u724c\u5de5\u5177Elasticsearch\u7684\u7528\u6b66\u4e4b\u5730\u3002<\/p>\n<h1>\u6784\u6210<\/h1>\n<h2>\u7b80\u56fe<\/h2>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d45de37434c4406ca3a78\/14-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2023-10-06 13.38.41.png\" \/><\/div>\n<h2>\u8fd0\u52a8\u73af\u5883<\/h2>\n<p>\u53ea\u8981Docker\u80fd\u5920\u904b\u884c\uff0c\u74b0\u5883\u5c31\u4e0d\u662f\u554f\u984c\u3002<br \/>\n\u64cd\u4f5c\u7cfb\u7edf\uff1aLinux\uff08ubuntu 20.04\uff09<br \/>\n\u865b\u64ec\u6a5f\uff1aAzure Standard DS1 v2<br \/>\nDocker \u7248\u672c\uff1a24.0.5<br \/>\nDocker Compose \u7248\u672c\uff1av2.20.2<br \/>\nElasticsearch\uff08Elastic Cloud\uff09\u7248\u672c\uff1a8.10.3<\/p>\n<h2>\u6587\u6863<\/h2>\n<p>\u6b63\u5728\u7d22\u5f15NewsAPI\u7684\u6587\u7ae0\u3002<br \/>\nhttps:\/\/newsapi.org\/<br \/>\n\u67e5\u8be2\u8bed\u53e5\u4e5f\u6309\u7167\u8fd9\u4e2a\u7ed3\u6784\u8fdb\u884c\u8bbe\u7f6e\u3002<\/p>\n<h1>\u64cd\u4f5c\u6b65\u9aa4<\/h1>\n<p>\u8bf7\u53c2\u8003\u4ee5\u4e0b\u94fe\u63a5\uff1ahttps:\/\/github.com\/legacyworld\/esre\/blob\/main\/README.md\uff0c\u5176\u4e2d\u6709\u5173\u4e8eREADME\u7684\u8be6\u7ec6\u8bf4\u660e\u3002<\/p>\n<h2>\u5728Elastic Cloud\u4e0a\u521b\u5efa\u96c6\u7fa4\u3002<\/h2>\n<p>\u6839\u636e\u8fd9\u7bc7\u535a\u5ba2\uff0c\u6211\u4eec\u5c06\u5728Elastic Cloud\u4e0a\u90e8\u7f72\u4e00\u4e2a\u96c6\u7fa4\u3002<br \/>\n\u94fe\u63a5\uff1ahttps:\/\/qiita.com\/tomo_s_el\/items\/3584d0b1fabb0bafa4fa<\/p>\n<h3>\u8f6c\u6362\u7ed3\u6784<\/h3>\n<p>\uff08\u6ce8\u610f\uff09\u6240\u622a\u5c4f\u5e55\u4e3a2023\u5e7410\u6708\u7684\u65f6\u95f4\u70b9\u3002<\/p>\n<h4>\u6269\u5c55\u8fdb\u884c\u6dfb\u52a0<\/h4>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d45de37434c4406ca3a78\/26-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2023-10-06 16.00.41.png\" \/><\/div>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d45de37434c4406ca3a78\/27-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2023-10-06 16.09.01.png\" \/><\/div>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d45de37434c4406ca3a78\/28-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2023-10-11 10.16.09.png\" \/><\/div>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d45de37434c4406ca3a78\/29-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2023-10-11 10.19.13.png\" \/><\/div>\n<h4>\u589e\u52a0\u673a\u5668\u5b66\u4e60\u8282\u70b9<\/h4>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d45de37434c4406ca3a78\/31-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2023-10-11 10.07.18.png\" \/><\/div>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d45de37434c4406ca3a78\/32-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2023-10-11 10.09.06.png\" \/><\/div>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d45de37434c4406ca3a78\/33-1.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2023-10-11 10.34.13.png\" \/><\/div>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d45de37434c4406ca3a78\/34-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2023-10-11 10.34.40.png\" \/><\/div>\n<h2>\u8bbe\u5b9a<\/h2>\n<p>\u4e00\u65e6\u5b8c\u6210\u5f39\u6027\u4e91\u7684\u51c6\u5907\u5de5\u4f5c\u540e\uff0c\u5c06\u8fdb\u884c\u6a21\u578b\u7684\u4e0a\u4f20\u3001\u6620\u5c04\u8bbe\u7f6e\u4ee5\u53ca\u6587\u6863\u7684\u6295\u5165\u7b49\u64cd\u4f5c\u3002<br \/>\n\u5c06\u5728\u8fd0\u884cRAG\u7684\u73af\u5883\u4e2d\u8fdb\u884c\u5de5\u4f5c\u3002<\/p>\n<h3>\u514b\u9686 Git<\/h3>\n<pre class=\"post-pre\"><code>git clone https:\/\/github.com\/legacyworld\/esre\/\r\n<\/code><\/pre>\n<h3>.env\u6587\u4ef6<\/h3>\n<p>\u8fdb\u5165esre\u6587\u4ef6\u5939\uff0c\u4f7f\u7528\u4ee5\u4e0b\u5185\u5bb9\u521b\u5efa.env\u6587\u4ef6\u3002newsapi_key\u662f\u53ef\u9009\u7684\u3002<\/p>\n<pre class=\"post-pre\"><code>openai_api_key=&lt;openapi key&gt;\r\nopenai_api_type=azure\r\nopenai_api_base=&lt;openapi base url&gt;\r\nopenai_api_version=&lt;openapi version&gt;\r\nopenai_api_engine=&lt;openapi engine&gt;\r\ncloud_id=&lt;cloud id of Elasticsearch Cluster&gt;\r\ncloud_pass=&lt;Cloud pass of Elasticsearch Cluster&gt;\r\ncloud_user=&lt;Cloud User. Normally it is elastic&gt;\r\nsearch_index=&lt;your index name&gt;\r\nnewsapi_key=&lt;newsapi key&gt;\r\n<\/code><\/pre>\n<h4>\u6bcf\u4e2a\u4eba\u7684\u786e\u8ba4\u65b9\u6cd5<\/h4>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d45de37434c4406ca3a78\/43-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2023-10-12 10.19.36.png\" \/><\/div>\n<h3>\u6784\u5efa\u548c\u542f\u52a8Docker\u955c\u50cf<\/h3>\n<pre class=\"post-pre\"><code>docker compose up -d\r\n<\/code><\/pre>\n<p>\u8bf7\u4f7f\u7528docker compose ps\u548cdocker compose logs\u6765\u786e\u8ba4\u60a8\u5df2\u7ecf\u542f\u52a8\u3002<\/p>\n<pre class=\"post-pre\"><code>$ docker compose ps\r\nNAME         IMAGE             COMMAND               SERVICE      CREATED       STATUS       PORTS\r\nesre_flask   esre-esre_flask   \"python3 -u app.py\"   esre_flask   4 hours ago   Up 3 hours   0.0.0.0:4000-&gt;4000\/tcp\r\n<\/code><\/pre>\n<p>\u5982\u679c\u5728docker compose logs\u4e2d\u663e\u793a\u4ee5\u4e0b\u5185\u5bb9\uff0c\u5219\u8868\u793a\u6210\u529f\u8fde\u63a5\u5230Elastic Cloud\u3002<\/p>\n<pre class=\"post-pre\"><code>{'name': 'instance-0000000000', 'cluster_name': 'e48072429f3d44beb9286fecc64f4529', 'cluster_uuid': 'u0PuN1DCSN-yVJZhowZ_mw', 'version': {'number': '8.10.3', 'build_flavor': 'default', 'build_type': 'docker', 'build_hash': 'c63272efed16b5a1c25f3ce500715b7fddf9a9fb', 'build_date': '2023-10-05T10:15:55.152563867Z', 'build_snapshot': False, 'lucene_version': '9.7.0', 'minimum_wire_compatibility_version': '7.17.0', 'minimum_index_compatibility_version': '7.0.0'}, 'tagline': 'You Know, for Search'}\r\n<\/code><\/pre>\n<h2>\u5c06\u6a21\u578b\u4e0a\u4f20\u5e76\u521d\u59cb\u5316\u7d22\u5f15\u3002<\/h2>\n<p>\u5982\u679c\u6267\u884cinitialize.sh\u811a\u672c\uff0c\u5219\u6240\u6709\u64cd\u4f5c\u5c06\u81ea\u52a8\u5b8c\u6210\u3002\u4f46\u662f\uff0c\u8bf7\u6ce8\u610f\uff0c\u6267\u884c\u73af\u5883\u5df2\u5728\u542f\u52a8\u7684Docker\u5bb9\u5668\u4e2d\u6784\u5efa\uff0c\u56e0\u6b64\u8bf7\u5728\u8fdb\u5165\u5bb9\u5668\u540e\u6267\u884c\u3002<br \/>\n\u901a\u8fc7\u67e5\u770bDockerfile\u7684WORKDIR\u6307\u4ee4\uff0c\u60a8\u53ef\u4ee5\u4e86\u89e3\u5230\u521d\u59cb\u4f4d\u7f6e\u5728\/src\u76ee\u5f55\u4e0b\u3002<\/p>\n<pre class=\"post-pre\"><code>docker exec -it esre_flask \/bin\/bash\r\npython .\/initialize.sh\r\n<\/code><\/pre>\n<p>\u8fdb\u884c\u4e2d\u7684\u4e8b\u9879\u5982\u4e0b\u6240\u793a\u3002<\/p>\n<h3>\u5bfc\u5165\u673a\u5668\u5b66\u4e60\u6a21\u578b<\/h3>\n<p>\u8bf7\u4e0b\u8f7d\u5728Hugging Face\u4e0a\u7684\u4e1c\u5317\u5927\u5b66\u6a21\u578b\uff0c\u5e76\u4e0a\u4f20\u5230\u673a\u5668\u5b66\u4e60\u8282\u70b9\u3002<br \/>\n\u6211\u4eec\u6b63\u5728\u4f7f\u7528\u8fd9\u4e2a\u6a21\u578b\u3002<br \/>\n\u60a8\u53ef\u4ee5\u5728\u4ee5\u4e0b\u94fe\u63a5\u627e\u5230\u8be5\u6a21\u578b\uff1a<br \/>\nhttps:\/\/huggingface.co\/cl-tohoku\/bert-base-japanese-char-v2<br \/>\n\u5728initialize.sh\u811a\u672c\u7684\u4e0b\u9762\u90e8\u5206\uff0c\u8fdb\u884c\u4e0a\u4f20\u64cd\u4f5c\u3002<br \/>\n\u8fd9\u4e00\u6b65\u9700\u8981\u51e0\u5206\u949f\u65f6\u95f4\uff0c\u8bf7\u60a8\u559d\u676f\u8336\u7a0d\u4f5c\u7b49\u5f85\u3002<\/p>\n<pre class=\"post-pre\"><code>eland_import_hub_model <span class=\"se\">\\<\/span>\r\n<span class=\"nt\">--cloud-id<\/span> <span class=\"nv\">$cloud_id<\/span> <span class=\"se\">\\<\/span>\r\n<span class=\"nt\">-u<\/span> <span class=\"nv\">$cloud_user<\/span> <span class=\"se\">\\<\/span>\r\n<span class=\"nt\">-p<\/span> <span class=\"nv\">$cloud_pass<\/span> <span class=\"se\">\\<\/span>\r\n<span class=\"nt\">--hub-model-id<\/span> cl-tohoku\/bert-base-japanese-v2 <span class=\"se\">\\<\/span>\r\n<span class=\"nt\">--task-type<\/span> text_embedding <span class=\"se\">\\<\/span>\r\n<span class=\"nt\">--start<\/span>\r\n<\/code><\/pre>\n<p>eland\u662f\u7528\u4e8e\u5728Elasticsearch\u4e2d\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u5de5\u5177\u3002\u5b98\u65b9\u6587\u6863\u94fe\u63a5\u5982\u4e0b\uff1ahttps:\/\/www.elastic.co\/guide\/en\/elasticsearch\/client\/eland\/current\/index.html<br \/>\n\u6709\u5173\u5982\u4f55\u5728eland\u4e0a\u4e0a\u4f20\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u65b9\u6cd5\u8bf7\u53c2\u8003\u4ee5\u4e0b\u94fe\u63a5\uff1ahttps:\/\/www.elastic.co\/guide\/en\/machine-learning\/current\/ml-nlp-import-model.html<\/p>\n<h2>\u521b\u5efa\u6444\u53d6\u7ba1\u9053<\/h2>\n<p>\u5728Elasticsearch\u4e2d\uff0cIngest Pipeline\u662f\u7528\u4e8e\u5b9a\u4e49\u5728\u5c06\u6587\u6863\u8f93\u5165\u5230Elasticsearch\u4e4b\u524d\u8fdb\u884c\u7684\u9884\u5904\u7406\u7684\u90e8\u5206\u3002<br \/>\n\u5b98\u65b9\u6587\u6863\u94fe\u63a5\u5982\u4e0b\uff1a<br \/>\nhttps:\/\/www.elastic.co\/guide\/en\/elasticsearch\/reference\/current\/ingest.html<br \/>\nElasticsearch\u7684\u4e00\u4e2a\u4f18\u70b9\u662f\u4e0d\u9700\u8981\u5728\u5916\u90e8\u521b\u5efaDense Vector\uff0c\u800c\u662f\u53ef\u4ee5\u5728\u6587\u6863\u6295\u5165\u7684\u540c\u65f6\u8fdb\u884c\u5d4c\u5165\uff08\u8fd9\u662fESRE\u7684\u4e00\u90e8\u5206\uff09\u3002<\/p>\n<p>\u672c\u6b21\u8bbe\u5b9a\u5c06\u4f7f\u7528\u4e1c\u5317\u5927\u5b66\u7684\u6a21\u578b\u8fdb\u884cDense Vector Embedding\u3002\u5728\u8be5\u6a21\u578b\u4e2d\uff0c\u5c06\u7ed9\u5b9a\u7684\u6587\u7ae0\u8f6c\u6362\u4e3a768\u7ef4\u5411\u91cf\u5e76\u5199\u5165\u7d22\u5f15\u4e2d\u3002<br \/>\n\u5728initialize.sh\u4e2d\u8c03\u7528\u4e86create_index.py\uff0c\u5176\u4e2d\u7684\u4ee5\u4e0b\u90e8\u5206\u662f\u7528\u4e8e\u521b\u5efa\u6d41\u6c34\u7ebf\u7684\u4ee3\u7801\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">pipeline_id<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">japanese-text-embeddings<\/span><span class=\"sh\">\"<\/span>\r\n<span class=\"n\">body<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\r\n  <span class=\"sh\">\"<\/span><span class=\"s\">description<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">Text embedding pipeline<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\r\n  <span class=\"sh\">\"<\/span><span class=\"s\">processors<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span>\r\n    <span class=\"p\">{<\/span>\r\n      <span class=\"sh\">\"<\/span><span class=\"s\">inference<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n        <span class=\"sh\">\"<\/span><span class=\"s\">model_id<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">cl-tohoku__bert-base-japanese-v2<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\r\n        <span class=\"sh\">\"<\/span><span class=\"s\">target_field<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">text_embedding<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\r\n        <span class=\"sh\">\"<\/span><span class=\"s\">field_map<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n          <span class=\"sh\">\"<\/span><span class=\"s\">title<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">text_field<\/span><span class=\"sh\">\"<\/span>\r\n        <span class=\"p\">}<\/span>\r\n      <span class=\"p\">}<\/span>\r\n    <span class=\"p\">}<\/span>\r\n  <span class=\"p\">]<\/span>\r\n<span class=\"p\">}<\/span>\r\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">es<\/span><span class=\"p\">.<\/span><span class=\"n\">ingest<\/span><span class=\"p\">.<\/span><span class=\"nf\">put_pipeline<\/span><span class=\"p\">(<\/span><span class=\"nb\">id<\/span><span class=\"o\">=<\/span><span class=\"n\">pipeline_id<\/span><span class=\"p\">,<\/span><span class=\"n\">body<\/span><span class=\"o\">=<\/span><span class=\"n\">body<\/span><span class=\"p\">))<\/span>\r\n<\/code><\/pre>\n<p>\u76ee\u6807\u5b57\u6bb5\u548c\u5b57\u6bb5\u6620\u5c04\u662f\u56fa\u5b9a\u503c\u3002<\/p>\n<h2>\u521b\u5efaMapping\u3002<\/h2>\n<p>\u6211\u5011\u5c07\u9032\u884c\u8a2d\u7f6e\uff0c\u4ee5\u4fbf\u9032\u884ckuromoji\u7684\u65e5\u672c\u8a9e\u5f62\u614b\u7d20\u89e3\u6790\u548c\u5bc6\u96c6\u5411\u91cf\u5834\u7684\u5411\u91cf\u6aa2\u7d22\u3002<\/p>\n<h3>\u8bcd\u6cd5\u5206\u6790<\/h3>\n<p>\u4e2d\u6587\u5168\u6587\u641c\u7d22\u9700\u8981\u8fdb\u884c\u7279\u6b8a\u7684\u8bcd\u6cd5\u5206\u6790\u5904\u7406\u3002\u8be6\u7ec6\u8bf4\u660e\u53ef\u5728\u6b64\u7f51\u5740\u627e\u5230\uff1a<br \/>\nhttps:\/\/www.elastic.co\/jp\/blog\/how-to-implement-japanese-full-text-search-in-elasticsearch<br \/>\n\u9664\u4e86\u4f7f\u7528kuromoji\u4e4b\u5916\uff0c\u6709\u65f6\u4e5f\u4f1a\u4f7f\u7528\u53e6\u4e00\u79cd\u540d\u4e3asudachi\u7684\u8bcd\u6cd5\u5206\u6790\u5de5\u5177\u3002<\/p>\n<h4>\u5206\u6790\u5668\/\u5206\u8a5e\u5668\u8a2d\u5b9a<\/h4>\n<p>\u4ee5\u4e0b\u662fcreate_index.py\u4e2d\u7528\u4e8e\u8bbe\u7f6e\u5f62\u6001\u5206\u6790\u5668\/\u5206\u8bcd\u5668\u7684\u90e8\u5206\u3002\u5728\u5b9e\u9645\u8fd0\u884c\u4e2d\uff0c\u6211\u4eec\u53ef\u80fd\u9700\u8981\u6dfb\u52a0N-Gram\u5b57\u6bb5\uff0c\u6216\u521b\u5efa\u540c\u4e49\u8bcd\u5b57\u5178\u3002<\/p>\n<pre class=\"post-pre\"><code>  'settings': {\r\n    'index': {\r\n      'analysis': {\r\n        'char_filter': {\r\n          'normalize': {\r\n            'type': 'icu_normalizer',\r\n            'name': 'nfkc',\r\n            'mode': 'compose'\r\n          }\r\n        },\r\n        'tokenizer': {\r\n          'ja_kuromoji_tokenizer': {\r\n            'mode': 'search',\r\n            'type': 'kuromoji_tokenizer'\r\n          }\r\n        },\r\n        'analyzer': {\r\n          'kuromoji_analyzer': {\r\n            'tokenizer': 'ja_kuromoji_tokenizer',\r\n            'filter': [\r\n              'kuromoji_baseform',\r\n              'kuromoji_part_of_speech',\r\n              'cjk_width',\r\n              'ja_stop',\r\n              'kuromoji_stemmer',\r\n              'lowercase'\r\n            ]\r\n          }\r\n        }\r\n      }\r\n    }\r\n  },\r\n<\/code><\/pre>\n<h4>\u5728\u5404\u4e2a\u9886\u57df\u4e2d\u7684\u914d\u7f6e\u8bbe\u5b9a(\u6620\u5c04)<\/h4>\n<p>\u5728create_index.py\u6587\u4ef6\u4e2d\u7684\u4e0b\u9762\u90e8\u5206\u662fMapping\u8bbe\u7f6e\u3002<\/p>\n<pre class=\"post-pre\"><code>'mappings': {\r\n    'properties': {\r\n      'author': {\r\n        'type': 'text',\r\n        'analyzer': 'kuromoji_analyzer'\r\n      },\r\n...\r\n      'text_embedding': {\r\n        'properties': {\r\n          'model_id': {\r\n            'type': 'text',\r\n            'fields': {\r\n              'keyword': {\r\n                'type': 'keyword',\r\n                'ignore_above': 256\r\n              }\r\n            }\r\n          },\r\n          'predicted_value': {\r\n            'type': 'dense_vector',\r\n            'dims': 768,\r\n            'index': True,\r\n            'similarity': 'cosine'\r\n          }\r\n        }\r\n      },\r\n...\r\n<\/code><\/pre>\n<h2>\u6587\u4ef6\u6295\u653e<\/h2>\n<p>esre\/data\u6587\u4ef6\u5939\u4e0b\u653e\u7f6e\u4e86\u4eceNewsAPI\u83b7\u53d6\u7684\u4e00\u4e9bJSON\u6587\u4ef6\u3002\u6682\u65f6\u5148\u6309\u539f\u6837\u8fdb\u884c\u7d22\u5f15\u3002<\/p>\n<pre class=\"post-pre\"><code>docker exec -it esre_flask \/bin\/bash\r\ncd data\r\n.\/load_all.sh\r\n<\/code><\/pre>\n<h2>\u786e\u8ba4\u6570\u636e<\/h2>\n<p>\u8ba9\u6211\u4eec\u4eceKibana\u4e2d\u68c0\u67e5\u6295\u5165\u7684\u6570\u636e\u3002<br \/>\n\u5728\u767b\u5f55\u8fdb\u5165\u4e91\u9875\u9762\u540e\uff0c\u70b9\u51fb\u521b\u5efa\u7684\u7fa4\u96c6\uff0c\u5373\u53ef\u6253\u5f00Kibana\u7684\u754c\u9762\u3002<\/p>\n<h3>\u521b\u5efaDataview<\/h3>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d45de37434c4406ca3a78\/79-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2023-10-12 15.29.22.png\" \/><\/div>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d45de37434c4406ca3a78\/80-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2023-10-12 14.57.27.png\" \/><\/div>\n<h1>\u8ba9\u6211\u4eec\u5c1d\u8bd5\u73a9RAG\u5427<\/h1>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d45de37434c4406ca3a78\/82-1.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2023-10-12 15.48.08.png\" \/><\/div>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u6700\u521d\u306e3\u3064\u306e\u691c\u7d22\u306f\u975e\u5e38\u306b\u65e9\u3044<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">OpenAI\u691c\u7d22\u306f\u6642\u9593\u304c\u304b\u304b\u308b<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u6700\u65b0\u60c5\u5831\u306f\u308f\u304b\u3089\u306a\u3044<\/ul>\n<p>\u5728\u4e2d\u56fd\uff0c\u5e38\u89c4\u641c\u7d22\u548c\u5411\u91cf\u641c\u7d22\u90fd\u975e\u5e38\u5feb\u901f\uff08\u6df7\u5408\u641c\u7d22\u4e5f\u4e00\u6837\u5feb\uff09\u3002\u56e0\u6b64\uff0c\u5728\u534e\u4e3a\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\uff08RAG\uff09\u4e2d\uff0c\u8bbe\u8ba1\u8fd9\u4e00\u90e8\u5206\u975e\u5e38\u91cd\u8981\u3002<\/p>\n<p>\u73b0\u5728\u6211\u4eec\u6765\u70b9\u51fbOpenAI\u4e2d\u7684\u201cHybrid Search\u201d\u8fdb\u884c\u6458\u8981\u3002<br \/>\n\u663e\u793a\u51fa\u201c\u76ee\u524d\u666e\u901a\u6c7d\u6cb9\u7684\u96f6\u552e\u4ef7\u683c\u4e3a\u6bcf\u5347186.5\u65e5\u5143\u3002\u201d<br \/>\n\u53ef\u4ee5\u770b\u51fa\u6211\u4eec\u83b7\u5f97\u4e86\u6240\u9700\u7684\u4fe1\u606f\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u901a\u5e38\u641c\u7d22\u662f\u6709\u4f18\u52bf\u7684\uff0c\u4f46\u662f\u5411\u91cf\u641c\u7d22\u4e5f\u53ef\u4ee5\u4ea7\u751f\u826f\u597d\u7684\u7ed3\u679c\u3002<br \/>\n\u6211\u8ba4\u4e3a\u4e92\u76f8\u8865\u5145\u7684\u4f7f\u7528\u65b9\u5f0f\u53ef\u80fd\u4f1a\u83b7\u5f97\u826f\u597d\u7684\u7ed3\u679c\u3002<\/p>\n<h1>\u4ee3\u78bc\u89e3\u8aaa<\/h1>\n<p>app.py\u662f\u4e3b\u8981\u7684\u90e8\u5206\u3002\u7531\u4e8e\u90e8\u5206\u4f7f\u7528\u4e86Flask\uff08\u4ee5\u53ca\u9ed8\u8ba4\u7684jinja2\u6e32\u67d3\u529f\u80fd\uff09\uff0c\u6240\u4ee5\u5728index.html\u4e2d\u5305\u542b\u4e86\u4e00\u4e9b\u6e32\u67d3\u90e8\u5206\uff0c\u4f46\u8fd9\u5e76\u975e\u5176\u6838\u5fc3\u90e8\u5206\u3002<br \/>\n\u53ea\u8bb2\u91cd\u70b9\u6982\u62ec\u8bf4\u660e\u3002<br \/>\n\u4ee5\u4e0b\u89e3\u6790\u662f\u5728\u5047\u8bbe\u8bfb\u8005\u5df2\u7ecf\u6709\u5173\u4e8eWeb\u6846\u67b6Flask\u7684\u77e5\u8bc6\u7684\u524d\u63d0\u4e0b\u7f16\u5199\u7684\uff08\u4e5f\u5c31\u662f\u8bf4\u6ca1\u6709\u5bf9\u8be5\u90e8\u5206\u8fdb\u884c\u89e3\u91ca\uff09\u3002<\/p>\n<h2>\u5f39\u6027\u4e91\u8fde\u63a5<\/h2>\n<pre class=\"post-pre\"><code><span class=\"n\">cloud_id<\/span> <span class=\"o\">=<\/span> <span class=\"n\">os<\/span><span class=\"p\">.<\/span><span class=\"n\">environ<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">cloud_id<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span>\r\n<span class=\"n\">cloud_pass<\/span> <span class=\"o\">=<\/span> <span class=\"n\">os<\/span><span class=\"p\">.<\/span><span class=\"n\">environ<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">cloud_pass<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span>\r\n<span class=\"n\">cloud_user<\/span> <span class=\"o\">=<\/span> <span class=\"n\">os<\/span><span class=\"p\">.<\/span><span class=\"n\">environ<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">cloud_user<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span>\r\n<span class=\"n\">es<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">Elasticsearch<\/span><span class=\"p\">(<\/span><span class=\"n\">cloud_id<\/span><span class=\"o\">=<\/span><span class=\"n\">cloud_id<\/span><span class=\"p\">,<\/span> <span class=\"n\">basic_auth<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"n\">cloud_user<\/span><span class=\"p\">,<\/span> <span class=\"n\">cloud_pass<\/span><span class=\"p\">),<\/span><span class=\"n\">request_timeout<\/span><span class=\"o\">=<\/span><span class=\"mi\">10<\/span><span class=\"p\">)<\/span>\r\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">es<\/span><span class=\"p\">.<\/span><span class=\"nf\">info<\/span><span class=\"p\">())<\/span>\r\n<\/code><\/pre>\n<p>\u9996\u5148\uff0c\u8bfb\u53d6.env\u6587\u4ef6\u4e2d\u8fde\u63a5\u5230Elastic Cloud\u6240\u9700\u7684\u4fe1\u606f\u3002\u5982\u679c\u5728docker\u7684\u65e5\u5fd7\u4e2d\u8f93\u51fa\u4e86print\u8bed\u53e5\u663e\u793a\u7684\u5185\u5bb9\uff0c\u5219\u8868\u793a\u8fde\u63a5\u6210\u529f\u3002<\/p>\n<h2>\u641c\u7d22\u51c6\u5907<\/h2>\n<pre class=\"post-pre\"><code><span class=\"n\">search_index<\/span> <span class=\"o\">=<\/span> <span class=\"n\">os<\/span><span class=\"p\">.<\/span><span class=\"n\">environ<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">search_index<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span>\r\n<span class=\"n\">bm25_search_fields<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">title<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">description<\/span><span class=\"sh\">\"<\/span><span class=\"p\">]<\/span>\r\n<span class=\"n\">bm25_result_fields<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">description<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">url<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">category<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">title<\/span><span class=\"sh\">\"<\/span><span class=\"p\">]<\/span>\r\n<\/code><\/pre>\n<p>\u5728\u641c\u5c0b\u6642\uff0csearch_field\u662f\u7528\u4f86\u6307\u5b9a\u8981\u5728\u54ea\u500b\u6b04\u4f4d\u9032\u884c\u641c\u7d22\u7684\u3002\u9019\u88e1\u662f\u6839\u64daNewsAPI\u7684\u7d50\u69cb\u9032\u884c\u8a2d\u5b9a\u7684\u3002<br \/>\n\u8fd4\u56de\u7684\u503c\u662f\u6839\u64daresult_field\u6307\u5b9a\u7684\u6b04\u4f4d\u3002\u901a\u5e38\u53ef\u4ee5\u5229\u7528\u9019\u500b\u4f86\u5275\u5efaFacet\u3002<br \/>\n\u4e00\u822c\u5728\u5167\u90e8\u6587\u6a94\u641c\u7d22\u4e2d\uff0c\u5982\u679c\u5b58\u5728\u6587\u6a94\u5230url\u7684\u9023\u7d50\uff0c\u6211\u8a8d\u70ba\u4e5f\u6703\u5305\u542b\u5728\u5176\u4e2d\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"k\">def<\/span> <span class=\"nf\">get_rrf_search_request_body<\/span><span class=\"p\">(<\/span><span class=\"n\">query<\/span><span class=\"p\">,<\/span> <span class=\"n\">search_fields<\/span><span class=\"p\">,<\/span> <span class=\"n\">result_fields<\/span><span class=\"p\">,<\/span> <span class=\"n\">size<\/span><span class=\"o\">=<\/span><span class=\"mi\">10<\/span><span class=\"p\">):<\/span>\r\n    <span class=\"k\">return<\/span> <span class=\"p\">{<\/span>\r\n        <span class=\"sh\">'<\/span><span class=\"s\">_source<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"bp\">False<\/span><span class=\"p\">,<\/span>\r\n        <span class=\"sh\">'<\/span><span class=\"s\">fields<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"n\">result_fields<\/span><span class=\"p\">,<\/span>\r\n        <span class=\"sh\">'<\/span><span class=\"s\">size<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"n\">size<\/span><span class=\"p\">,<\/span>\r\n        <span class=\"sh\">\"<\/span><span class=\"s\">query<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n            <span class=\"sh\">\"<\/span><span class=\"s\">multi_match<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n                <span class=\"sh\">\"<\/span><span class=\"s\">query<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">query<\/span><span class=\"p\">,<\/span>\r\n                <span class=\"sh\">\"<\/span><span class=\"s\">fields<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">search_fields<\/span>\r\n            <span class=\"p\">}<\/span>\r\n        <span class=\"p\">},<\/span>\r\n        <span class=\"sh\">\"<\/span><span class=\"s\">knn<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n            <span class=\"sh\">\"<\/span><span class=\"s\">field<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">text_embedding.predicted_value<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\r\n            <span class=\"sh\">\"<\/span><span class=\"s\">k<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"mi\">10<\/span><span class=\"p\">,<\/span>\r\n            <span class=\"sh\">\"<\/span><span class=\"s\">num_candidates<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"mi\">100<\/span><span class=\"p\">,<\/span>\r\n            <span class=\"sh\">\"<\/span><span class=\"s\">query_vector_builder<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n                <span class=\"sh\">\"<\/span><span class=\"s\">text_embedding<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n                    <span class=\"sh\">\"<\/span><span class=\"s\">model_id<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">cl-tohoku__bert-base-japanese-v2<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> \r\n                    <span class=\"sh\">\"<\/span><span class=\"s\">model_text<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">query<\/span>\r\n                <span class=\"p\">}<\/span>\r\n            <span class=\"p\">}<\/span>\r\n        <span class=\"p\">},<\/span>\r\n        <span class=\"sh\">\"<\/span><span class=\"s\">rank<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n            <span class=\"sh\">\"<\/span><span class=\"s\">rrf<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n                <span class=\"sh\">\"<\/span><span class=\"s\">window_size<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"mi\">50<\/span><span class=\"p\">,<\/span>\r\n                <span class=\"sh\">\"<\/span><span class=\"s\">rank_constant<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"mi\">20<\/span>\r\n            <span class=\"p\">}<\/span>\r\n        <span class=\"p\">}<\/span>\r\n    <span class=\"p\">}<\/span>\r\n<\/code><\/pre>\n<p>\u8fd9\u4e2a\u51fd\u6570\u7528\u4e8e\u521b\u5efa\u6267\u884c\u6df7\u5408\u641c\u7d22\u7684JSON\u3002<br \/>\n\u5176\u4e2d\u7684query\u90e8\u5206\u662f\u7528\u4e8e\u5e38\u89c4\u641c\u7d22\u7684\uff0cknn\u662f\u7528\u4e8e\u5411\u91cf\u641c\u7d22\uff0crrf\u662f\u7528\u4e8e\u6392\u540d\u521b\u5efa\u3002<br \/>\n\u8fd8\u6709\u7528\u4e8e\u5e38\u89c4\u641c\u7d22\u548c\u5411\u91cf\u641c\u7d22\u7684JSON\u4e5f\u662f\u901a\u8fc7get_text_search_request_body\u548cget_vector_search_request_body\u6765\u521b\u5efa\u7684\u3002<br \/>\n\u7531\u4e8e\u8bbe\u7f6e\u4e86size=10\uff0c\u6240\u4ee5\u7ed3\u679c\u53ea\u663e\u793a10\u4e2a\u3002<\/p>\n<h2>\u6267\u884c\u641c\u7d22<\/h2>\n<pre class=\"post-pre\"><code><span class=\"k\">def<\/span> <span class=\"nf\">get_es_result<\/span><span class=\"p\">():<\/span>\r\n    <span class=\"n\">query<\/span> <span class=\"o\">=<\/span> <span class=\"n\">request<\/span><span class=\"p\">.<\/span><span class=\"n\">args<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">var1<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span>\r\n\r\n    <span class=\"n\">bm25_body<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">get_text_search_request_body<\/span><span class=\"p\">(<\/span><span class=\"n\">query<\/span><span class=\"p\">,<\/span><span class=\"n\">bm25_search_fields<\/span><span class=\"p\">,<\/span><span class=\"n\">bm25_result_fields<\/span><span class=\"p\">)<\/span>\r\n    <span class=\"n\">bm25_result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">es<\/span><span class=\"p\">.<\/span><span class=\"nf\">search<\/span><span class=\"p\">(<\/span><span class=\"n\">index<\/span><span class=\"o\">=<\/span><span class=\"n\">search_index<\/span><span class=\"p\">,<\/span> <span class=\"n\">query<\/span><span class=\"o\">=<\/span><span class=\"n\">bm25_body<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">query<\/span><span class=\"sh\">\"<\/span><span class=\"p\">],<\/span> <span class=\"n\">fields<\/span><span class=\"o\">=<\/span><span class=\"n\">bm25_body<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">fields<\/span><span class=\"sh\">\"<\/span><span class=\"p\">],<\/span> <span class=\"n\">size<\/span><span class=\"o\">=<\/span><span class=\"n\">bm25_body<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">size<\/span><span class=\"sh\">\"<\/span><span class=\"p\">],<\/span> <span class=\"n\">source<\/span><span class=\"o\">=<\/span><span class=\"n\">bm25_body<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">_source<\/span><span class=\"sh\">\"<\/span><span class=\"p\">])<\/span>\r\n    <span class=\"n\">bm25_documents<\/span> <span class=\"o\">=<\/span> <span class=\"n\">bm25_result<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">hits<\/span><span class=\"sh\">'<\/span><span class=\"p\">][<\/span><span class=\"sh\">'<\/span><span class=\"s\">hits<\/span><span class=\"sh\">'<\/span><span class=\"p\">][:<\/span><span class=\"mi\">10<\/span><span class=\"p\">]<\/span>\r\n<\/code><\/pre>\n<p>\u67e5\u8be2\u6587\u6765\u81ea base.html \u548c index.html \u7684\u8fd9\u90e8\u5206\u3002\u8fd9\u662f\u4f7f\u7528\u65e7\u7684 JQuery \u65b9\u6cd5\u3002<br \/>\n\u5728 Elasticsearch-labs \u4e2d\uff0c\u6709\u4e00\u4e2a\u5f88\u9177\u7684\u5b9e\u73b0\u662f\u4f7f\u7528 React\u3002<\/p>\n<pre class=\"post-pre\"><code>    <span class=\"nt\">&lt;script&gt;<\/span>\r\n        <span class=\"nf\">$<\/span><span class=\"p\">(<\/span><span class=\"nf\">function <\/span><span class=\"p\">()<\/span> <span class=\"p\">{<\/span>\r\n            <span class=\"nf\">$<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">#btn<\/span><span class=\"dl\">'<\/span><span class=\"p\">).<\/span><span class=\"nf\">click<\/span><span class=\"p\">(<\/span><span class=\"nf\">function <\/span><span class=\"p\">()<\/span> <span class=\"p\">{<\/span>\r\n                <span class=\"nx\">console<\/span><span class=\"p\">.<\/span><span class=\"nf\">log<\/span><span class=\"p\">(<\/span><span class=\"nf\">$<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">#text<\/span><span class=\"dl\">'<\/span><span class=\"p\">).<\/span><span class=\"nf\">val<\/span><span class=\"p\">());<\/span>\r\n                <span class=\"kd\">let<\/span> <span class=\"nx\">url<\/span> <span class=\"o\">=<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">\/api\/search_results?var1=<\/span><span class=\"dl\">\"<\/span> <span class=\"o\">+<\/span> <span class=\"nf\">$<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">#text<\/span><span class=\"dl\">'<\/span><span class=\"p\">).<\/span><span class=\"nf\">val<\/span><span class=\"p\">()<\/span>\r\n                <span class=\"nx\">console<\/span><span class=\"p\">.<\/span><span class=\"nf\">log<\/span><span class=\"p\">(<\/span><span class=\"nx\">url<\/span><span class=\"p\">)<\/span>\r\n                <span class=\"nb\">window<\/span><span class=\"p\">.<\/span><span class=\"nx\">location<\/span><span class=\"p\">.<\/span><span class=\"nx\">href<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">url<\/span><span class=\"p\">;<\/span>\r\n            <span class=\"p\">})<\/span>\r\n        <span class=\"p\">});<\/span>\r\n    <span class=\"nt\">&lt;\/script&gt;<\/span>\r\n<\/code><\/pre>\n<p>\u5f53\u63a5\u6536\u5230\u67e5\u8be2\u6587\u65f6\uff0c\u6211\u4eec\u4f7f\u7528es.search\u8fdb\u884c\u641c\u7d22\uff0c\u5e76\u901a\u8fc7JSON\u683c\u5f0f\u63a5\u6536\u7ed3\u679c\u3002\u7531\u4e8e\u8fd4\u56de\u7ed3\u679c\u670910\u4e2a\uff0c\u56e0\u6b64\u5c06\u5176\u5b58\u50a8\u5728bm25_documents\u4e2d\u3002<\/p>\n<pre class=\"post-pre\"><code>    <span class=\"n\">bm25_all<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\r\n    <span class=\"k\">for<\/span> <span class=\"n\">hit<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">bm25_documents<\/span><span class=\"p\">[:<\/span><span class=\"mi\">3<\/span><span class=\"p\">]:<\/span>\r\n        <span class=\"n\">temp_contents<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"sh\">'<\/span><span class=\"s\">url<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"n\">hit<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">fields<\/span><span class=\"sh\">'<\/span><span class=\"p\">][<\/span><span class=\"sh\">'<\/span><span class=\"s\">url<\/span><span class=\"sh\">'<\/span><span class=\"p\">][<\/span><span class=\"mi\">0<\/span><span class=\"p\">],<\/span><span class=\"sh\">'<\/span><span class=\"s\">title<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"n\">hit<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">fields<\/span><span class=\"sh\">'<\/span><span class=\"p\">][<\/span><span class=\"sh\">'<\/span><span class=\"s\">title<\/span><span class=\"sh\">'<\/span><span class=\"p\">][<\/span><span class=\"mi\">0<\/span><span class=\"p\">],<\/span><span class=\"sh\">'<\/span><span class=\"s\">description<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"n\">hit<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">fields<\/span><span class=\"sh\">'<\/span><span class=\"p\">][<\/span><span class=\"sh\">'<\/span><span class=\"s\">description<\/span><span class=\"sh\">'<\/span><span class=\"p\">][<\/span><span class=\"mi\">0<\/span><span class=\"p\">]}<\/span>\r\n        <span class=\"n\">bm25_all<\/span><span class=\"p\">.<\/span><span class=\"nf\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">temp_contents<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<p>\u6b63\u5728\u4ece\u8fd4\u56de\u7ed3\u679c\u4e2d\u63d0\u53d6\u524d\u4e09\u4e2a\u6700\u4f73\u7ed3\u679c\u3002<br \/>\n\u5c06\u4e00\u4e2a\u7ed3\u679c\u5b58\u50a8\u4e3a\u5b57\u5178\u683c\u5f0f\uff0c\u5e76\u5c06\u5176\u5b58\u50a8\u5728\u4e00\u4e2a\u6570\u7ec4\u4e2d\u7684\u4e09\u4e2a\u4f4d\u7f6e\u3002<br \/>\n\u540c\u6837\u7684\u64cd\u4f5c\u4e5f\u9002\u7528\u4e8e\u5411\u91cf\u641c\u7d22\u548c\u6df7\u5408\u641c\u7d22\uff0c\u4ee5\u786e\u4fdd\u6240\u6709\u641c\u7d22\u7ed3\u679c\u4e2d\u7684\u524d\u4e09\u4e2a\u5185\u5bb9\u4e00\u81f4\u3002<br \/>\n\u6700\u540e\uff0c<br \/>\nreturn {&#8216;bm25&#8217;: bm25_all, &#8216;vector&#8217;: vector_all, &#8216;rrf&#8217;: rrf_all, &#8216;openai_answer&#8217;: &#8220;&#8221;}<br \/>\n\u5c06\u6bcf\u4e2a\u5185\u5bb9\u90fd\u4ee5\u5b57\u5178\u683c\u5f0f\u5b58\u50a8\u8d77\u6765\u3002\u5728\u8fd9\u91cc\uff0c\u7531\u4e8e\u5c1a\u672a\u5411OpenAI\u63d0\u51fa\u95ee\u9898\uff0copenai_answer\u4e2d\u6ca1\u6709\u4efb\u4f55\u5185\u5bb9\u3002<\/p>\n<h2>\u5c55\u793a\u641c\u7d22\u7ed3\u679c<\/h2>\n<p>\u5728index.html\u6587\u4ef6\u4e2d\uff0c\u4ee5\u4e0b\u90e8\u5206\u88ab\u663e\u793a\u51fa\u6765\u3002<\/p>\n<pre class=\"post-pre\"><code>            <span class=\"nt\">&lt;div<\/span> <span class=\"na\">class=<\/span><span class=\"s\">\"col text-center\"<\/span> <span class=\"na\">style=<\/span><span class=\"s\">\"border:solid 2px\"<\/span><span class=\"nt\">&gt;<\/span>\r\n                <span class=\"nt\">&lt;p<\/span> <span class=\"na\">class=<\/span><span class=\"s\">\"text-center\"<\/span><span class=\"nt\">&gt;<\/span>\u901a\u5e38\u691c\u7d22<span class=\"nt\">&lt;\/p&gt;<\/span>\r\n                <span class=\"nt\">&lt;button<\/span> <span class=\"na\">type=<\/span><span class=\"s\">\"button\"<\/span> <span class=\"na\">class=<\/span><span class=\"s\">\"btn btn-primary\"<\/span> <span class=\"na\">id=<\/span><span class=\"s\">\"bm25\"<\/span> <span class=\"na\">style=<\/span><span class=\"s\">\"margin: 5px;\"<\/span><span class=\"nt\">&gt;<\/span>OpenAI\u3067\u8981\u7d04<span class=\"nt\">&lt;\/button&gt;<\/span>\r\n                {% for item in all.bm25: %}\r\n                <span class=\"nt\">&lt;div<\/span> <span class=\"na\">style=<\/span><span class=\"s\">\"border:solid 1px; margin: 10px\"<\/span><span class=\"nt\">&gt;<\/span>\r\n                    <span class=\"nt\">&lt;p&gt;<\/span>{{ item.title }}<span class=\"nt\">&lt;\/p&gt;<\/span>\r\n                    <span class=\"nt\">&lt;p&gt;<\/span>{{ item.description }}<span class=\"nt\">&lt;\/p&gt;<\/span>\r\n                    <span class=\"nt\">&lt;a<\/span> <span class=\"na\">href=<\/span><span class=\"s\">\"{{ item.url }}\"<\/span><span class=\"nt\">&gt;<\/span>View Documents<span class=\"nt\">&lt;\/a&gt;<\/span>\r\n                <span class=\"nt\">&lt;\/div&gt;<\/span>\r\n                {% endfor %}\r\n            <span class=\"nt\">&lt;\/div&gt;<\/span>\r\n<\/code><\/pre>\n<p>\u8fd9\u662f\u6839\u636eJinja2\u6a21\u677f\u7684\u57fa\u672c\u65b9\u6cd5\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u5c06\u663e\u793a\u51fa\u6bcf\u4e2a\u90e8\u5206\u7684\u524d\u4e09\u540d\u3002<\/p>\n<h2>\u7ed9OpenAI\u53d1\u9001\u67e5\u8be2<\/h2>\n<p>\u9019\u662f\u4e00\u500b\u5c07\u554f\u984c\u76f4\u63a5\u63d0\u4ea4\u7d66OpenAI\u800c\u4e0d\u662fRAG\u7684\u90e8\u5206\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"k\">def<\/span> <span class=\"nf\">get_all_results<\/span><span class=\"p\">():<\/span>\r\n    <span class=\"n\">query<\/span> <span class=\"o\">=<\/span> <span class=\"n\">request<\/span><span class=\"p\">.<\/span><span class=\"n\">args<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">var1<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span>\r\n    <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">get_es_result<\/span><span class=\"p\">()<\/span>\r\n\r\n    <span class=\"n\">openai_answer<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"\"<\/span>\r\n    <span class=\"k\">if<\/span> <span class=\"n\">request<\/span><span class=\"p\">.<\/span><span class=\"n\">args<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">var2<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span> <span class=\"o\">==<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">openai<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span>\r\n        <span class=\"n\">prompt<\/span> <span class=\"o\">=<\/span> <span class=\"n\">query<\/span>\r\n        <span class=\"n\">messages<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"sh\">\"<\/span><span class=\"s\">message<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">[{<\/span><span class=\"sh\">\"<\/span><span class=\"s\">role<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">system<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">content<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">prompt<\/span><span class=\"p\">}]}<\/span>\r\n        <span class=\"n\">completion<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">completion_with_backoff<\/span><span class=\"p\">(<\/span><span class=\"n\">engine<\/span><span class=\"o\">=<\/span><span class=\"n\">engine<\/span><span class=\"p\">,<\/span><span class=\"n\">temperature<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.2<\/span><span class=\"p\">,<\/span><span class=\"n\">messages<\/span><span class=\"o\">=<\/span><span class=\"n\">messages<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">message<\/span><span class=\"sh\">\"<\/span><span class=\"p\">])<\/span>\r\n        <span class=\"n\">openai_answer<\/span> <span class=\"o\">=<\/span> <span class=\"n\">completion<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">choices<\/span><span class=\"sh\">\"<\/span><span class=\"p\">][<\/span><span class=\"mi\">0<\/span><span class=\"p\">][<\/span><span class=\"sh\">\"<\/span><span class=\"s\">message<\/span><span class=\"sh\">\"<\/span><span class=\"p\">][<\/span><span class=\"sh\">\"<\/span><span class=\"s\">content<\/span><span class=\"sh\">\"<\/span><span class=\"p\">]<\/span>\r\n<\/code><\/pre>\n<p>\u53ea\u9700\u8981\u4e00\u79cd\u9009\u62e9\uff0c\u7528\u6c49\u8bed\u6765\u89e3\u91ca\u4ee5\u4e0b\u5185\u5bb9\uff1a<br \/>\n\u63d0\u793a\uff1a\u6211\u8ba4\u4e3a\u60a8\u5df2\u7ecf\u770b\u5230\u4e86\u8fd9\u4e2a\u8bf7\u6c42\u3002<br \/>\n\u5728\u8fd9\u91cc\u542f\u52a8\u7684\u662f\u4e00\u4e2a\u540d\u4e3aUI with OpenAI Search\u7684\u6309\u94ae\uff0c\u5b83\u5bf9\u5e94\u4e8eindex.html\u6587\u4ef6\u4e2d\u7684\u4ee5\u4e0b\u90e8\u5206\u3002<br \/>\n\uff08console\u6587\u5df2\u88ab\u7701\u7565\uff09\u3002<br \/>\n\u6211\u4ecd\u7136\u5728\u5f3a\u884c\u4f7f\u7528JQuery\u6765\u5b9e\u73b0\u3002<\/p>\n<pre class=\"post-pre\"><code>        $('#openai').click(function () {\r\n               let url = \"\/api\/all_results?var1=\" + $('#text').val() + \"<span class=\"err\">&amp;<\/span>var2=openai\"\r\n               window.location.href = url;\r\n        });\r\n<\/code><\/pre>\n<p>\u4e3a\u4e86\u907f\u514d\u4fdd\u7559\u8fc7\u53bb\u7684\u7ed3\u679c\u53d8\u5f97\u7e41\u7410\uff0c\u73b0\u5728\u6211\u4eec\u91cd\u65b0\u5bf9Elasticsearch\u8fdb\u884c\u4e86\u641c\u7d22\uff08\u5982\u679c\u67e5\u8be2\u8bed\u53e5\u6ca1\u6709\u6539\u53d8\uff0c\u7ed3\u679c\u5c06\u4fdd\u6301\u4e0d\u53d8\uff09\u3002<\/p>\n<h2>\u5783\u573e<\/h2>\n<p>\u597d\u7684\uff0c\u73b0\u5728\u5c31\u662f\u5b9e\u9645\u8003\u9a8c\u7684\u65f6\u5019\u4e86\u3002\u6211\u5c06Top3\u7684\u5185\u5bb9\uff08\u4ec5\u63cf\u8ff0\u90e8\u5206\uff09\u4e0e\u4e0a\u4e0b\u6587\u4e00\u8d77\u63d0\u4ea4\u7ed9OpenAI\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"k\">def<\/span> <span class=\"nf\">route_api_stream<\/span><span class=\"p\">():<\/span>\r\n    <span class=\"nb\">all<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">get_es_result<\/span><span class=\"p\">()<\/span>\r\n    <span class=\"nb\">all<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">openai_answer<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">request<\/span><span class=\"p\">.<\/span><span class=\"n\">args<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">var3<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span>\r\n    <span class=\"n\">query<\/span> <span class=\"o\">=<\/span> <span class=\"n\">request<\/span><span class=\"p\">.<\/span><span class=\"n\">args<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">var1<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span>\r\n\r\n<span class=\"bp\">...<\/span>\r\n\r\n    <span class=\"n\">documents<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">all<\/span><span class=\"p\">[<\/span><span class=\"n\">request<\/span><span class=\"p\">.<\/span><span class=\"n\">args<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">var2<\/span><span class=\"sh\">'<\/span><span class=\"p\">]]<\/span>\r\n            <span class=\"k\">for<\/span> <span class=\"n\">item<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">documents<\/span><span class=\"p\">:<\/span>\r\n                <span class=\"n\">prompt<\/span> <span class=\"o\">+=<\/span> <span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Description: <\/span><span class=\"si\">{<\/span><span class=\"n\">item<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">description<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span>\r\n            <span class=\"n\">prompt<\/span> <span class=\"o\">+=<\/span> <span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"se\">\\n<\/span><span class=\"s\">Question: <\/span><span class=\"si\">{<\/span><span class=\"n\">query<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span>\r\n            <span class=\"n\">truncated_prompt<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">truncate_text<\/span><span class=\"p\">(<\/span><span class=\"n\">prompt<\/span><span class=\"p\">,<\/span> <span class=\"n\">max_context_tokens<\/span> <span class=\"o\">-<\/span> <span class=\"n\">max_tokens<\/span> <span class=\"o\">-<\/span> <span class=\"n\">safety_margin<\/span><span class=\"p\">)<\/span>\r\n            <span class=\"n\">messages<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"sh\">\"<\/span><span class=\"s\">message<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">[{<\/span><span class=\"sh\">\"<\/span><span class=\"s\">role<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">system<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">content<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">Given the following extracted parts of a long document and a question, create a final answer. If you don<\/span><span class=\"sh\">'<\/span><span class=\"s\">t know the answer, just say <\/span><span class=\"sh\">'<\/span><span class=\"s\">\u691c\u7d22\u5bfe\u8c61\u304b\u3089\u306f\u56de\u7b54\u3068\u306a\u308b\u60c5\u5831\u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f<\/span><span class=\"sh\">'<\/span><span class=\"s\">. Don<\/span><span class=\"sh\">'<\/span><span class=\"s\">t try to make up an answer.<\/span><span class=\"sh\">\"<\/span><span class=\"p\">},{<\/span><span class=\"sh\">\"<\/span><span class=\"s\">role<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">system<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">content<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">truncated_prompt<\/span><span class=\"p\">}]}<\/span>\r\n            <span class=\"n\">completion<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">completion_with_backoff<\/span><span class=\"p\">(<\/span><span class=\"n\">engine<\/span><span class=\"o\">=<\/span><span class=\"n\">engine<\/span><span class=\"p\">,<\/span><span class=\"n\">temperature<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.2<\/span><span class=\"p\">,<\/span><span class=\"n\">messages<\/span><span class=\"o\">=<\/span><span class=\"n\">messages<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">message<\/span><span class=\"sh\">\"<\/span><span class=\"p\">],<\/span><span class=\"n\">stream<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<p>\u6bcf\u6b21\u9875\u9762\u8f6c\u6362\u90fd\u4f1a\u83b7\u53d6\u641c\u7d22\u7ed3\u679c\uff08\u4fdd\u6301\u8fd9\u4e9b\u7ed3\u679c\u5f88\u9ebb\u70e6\uff09\u3002<br \/>\n\u6839\u636e request.args[&#8216;var2&#8217;] \u51b3\u5b9a\u8981\u5bf9\u5e38\u89c4\u641c\u7d22\u3001\u5411\u91cf\u641c\u7d22\u8fd8\u662f\u6df7\u5408\u641c\u7d22\u8fdb\u884c\u603b\u7ed3\u3002<br \/>\n\u5728\u7b2c\u4e00\u4e2a for \u5faa\u73af\u4e2d\u5c06\u524d\u4e09\u4e2a\u63cf\u8ff0\u653e\u5165\u63d0\u793a\u4e2d\uff0c\u6700\u540e\u518d\u6dfb\u52a0\u67e5\u8be2\u6587\u672c\u3002<br \/>\n\u5982\u679c\u63cf\u8ff0\u8fc7\u957f\uff0ctruncated_prompt \u4f1a\u5c06\u5176\u622a\u65ad\u4e3a\u4e0d\u8d85\u8fc7 max_context_token \u7684\u957f\u5ea6\uff08\u5728\u6b64\u6e90\u4ee3\u7801\u4e2d\u4e3a4000\uff09\u3002<br \/>\n\u7136\u540e\u53ea\u9700\u8981\u6784\u5efa messages \u5e76\u8c03\u7528 completion_with_backoff\u3002<br \/>\n\u6ce8\u610f\u6e29\u5ea6\u7b49\u5df2\u88ab\u56fa\u5b9a\uff0c\u8bf7\u6839\u636e\u9700\u8981\u8fdb\u884c\u66f4\u6539\u3002<\/p>\n<p>\u6df7\u4e71\u7684\u90e8\u5206\u662f\u7528\u6765\u5b9e\u65f6\u663e\u793aOpenAI\u7684\u56de\u7b54\u7684\u8bbe\u8ba1\u3002\u5927\u5bb6\u53ef\u80fd\u5df2\u7ecf\u6ce8\u610f\u5230\u4e86\uff0c\u5728ChatGPT\u4e2d\u5b83\u662f\u9010\u6e10\u663e\u793a\u51fa\u6765\u7684\uff08\u5c3d\u7ba1\u4e4b\u95f4\u6709jinja2\u7684\u5904\u7406\uff0c\u6ca1\u6709\u90a3\u4e48\u6d41\u7545\uff09\u3002<\/p>\n<p>\u5728\u4e2d\u6587\u4e2d\u8fdb\u884c\u91cd\u8ff0\uff1a\u8fd9\u91cc\u542f\u52a8\u7684\u90e8\u5206\u662f\u4e00\u4e2a\u540d\u4e3a\u201cOpenAI\u8981\u70b9\u6982\u62ec\u201d\u7684\u6309\u94ae\u3002\u7531\u4e8e\u5411OpenAI\u518d\u6b21\u666e\u901a\u5730\u63d0\u95ee\u4f1a\u82b1\u8d39\u65f6\u95f4\uff0c\u56e0\u6b64\u6211\u4eec\u76f4\u63a5\u4ece\u4ee5\u4e0b\u7684HTML\u4e2d\u63d0\u53d6\u4fe1\u606f\u3002<\/p>\n<pre class=\"post-pre\"><code>        $('#bm25').click(function () {\r\n            let url = \"\/api\/completions?var1=\" + $('#text').val() + \"<span class=\"err\">&amp;<\/span>var2=bm25<span class=\"err\">&amp;<\/span>var3=\" + $('#openai_answer').text()\r\n            window.location.href = url;\r\n        });\r\n<\/code><\/pre>\n<p>\u592a\u5bb9\u6613\u4e86\u3002<br \/>\n\u5982\u679c\u5c06\u754c\u9762\u7b80\u5316\u5e76\u4ec5\u9650\u4e8e\u5e38\u89c4\u641c\u7d22\uff0c\u8fd9\u4e9b\u5185\u5bb9\u53ea\u9700\u51e0\u5341\u884c\u5c31\u80fd\u64b0\u5199\u5b8c\u6210\u3002<\/p>\n<h1>\u603b\u7ed3<\/h1>\n<p>\u5982\u679c\u60a8\u67e5\u770b\u6e90\u4ee3\u7801\uff0c\u5c31\u53ef\u4ee5\u7406\u89e3\u5230\u4e3a\u4e86\u5c06\u4e0a\u4e0b\u6587\u52a0\u5165\u5185\u5bb9\uff08\u5373\u641c\u7d22\u7ed3\u679c\uff09\uff0c\u5b9e\u9645\u4e0a\u5c06\u5176\u5206\u6210\u4e86\u4e24\u4e2a\u5b8c\u5168\u72ec\u7acb\u7684\u90e8\u5206\uff0c\u4e00\u4e2a\u662f\u51c6\u5907\u90e8\u5206\uff0c\u4e00\u4e2a\u662f\u5b9e\u9645\u63d0\u4ea4\u7ed9OpenAI\u7684\u90e8\u5206\u3002<br \/>\n\u8bd5\u7528RAG\u65f6\u9700\u8981\u8003\u8651\u5230\u8fd9\u4e24\u4e2a\u65b9\u9762\u3002\u5982\u679c\u60a8\u60f3\u5148\u5c1d\u8bd5\u4e00\u4e0b\u7b80\u5355\u7684\u901a\u5e38\u641c\u7d22\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u6309\u4ee5\u4e0b\u6b65\u9aa4\u9010\u6e10\u5347\u7ea7\uff0c\u770b\u770b\u600e\u4e48\u6837\u5462\uff1f<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u901a\u5e38\u691c\u7d22\u3060\u3051\u3067\u3068\u308a\u3042\u3048\u305aTopN\u306e\u7d50\u679c\u3067RAG\u3092\u884c\u3046<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u691c\u7d22\u7d50\u679c\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u3057\u3066\u3088\u308a\u6b63\u78ba\u306a\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u3088\u3046\u306b\u3059\u308b<\/ul>\n<\/li>\n<\/ul>\n<p>\u5f62\u614b\u7d20\u89e3\u6790\u3092\u5de5\u592b\u3057\u305f\u308a\u3001\u540c\u7fa9\u8a9e\u8f9e\u66f8\u3092\u4f5c\u3063\u305f\u308a\u3001\u6587\u7ae0\u306f\u77ed\u3044\u3051\u3069\u91cd\u8981\u306a\u30d5\u30a3\u30fc\u30eb\u30c9\u3067\u3042\u308b\u30bf\u30a4\u30c8\u30eb\u3060\u3051\u91cd\u307f\u3092\u5897\u3084\u3059\u3001\u306a\u3069\u3044\u308d\u3044\u308d\u3042\u308a\u307e\u3059<\/p>\n<p>\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3067\u901a\u5e38\u691c\u7d22\u3067\u306f\u62fe\u3044\u304d\u308c\u306a\u3044\u90e8\u5206\u3092\u88dc\u5b8c\u3059\u308b<br \/>\n\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3082\u3057\u3066\u307f\u308b<\/p>\n<p>\u30e2\u30c7\u30eb\u3092\u5909\u3048\u3066\u307f\u305f\u308a\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3057\u305f\u308a<\/p>\n<p>Prompt Engineering\u9811\u5f35\u308b<\/p>\n<p>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u826f\u3044\u5185\u5bb9\u304c\u5165\u308c\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308c\u3070\u3001\u3088\u308a\u826f\u3044\u56de\u7b54\u3092\u751f\u6210AI\u304b\u3089\u5f15\u304d\u51fa\u3059\u5de5\u592b\u3092\u3059\u308b<\/p>\n<p>\u5982\u679c\u8fd9\u7bc7\u6587\u7ae0\u80fd\u5e2e\u52a9\u4f60\u6b23\u7136\u5229\u7528\u751f\u6210AI\uff0c\u5c06\u4f1a\u4f7f\u6211\u611f\u5230\u975e\u5e38\u6109\u5feb\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9996\u5148 \u6211\u76f8\u4fe1\u5f88\u591a\u4eba\u90fd\u5728ChatGPT\u8fd9\u4e2a\u751f\u6210\u4eba\u5de5\u667a\u80fd\u4e0a\u6295\u5165\u4e86\u5f88\u591a\u5173\u6ce8\uff0c\u5e76\u5c1d\u8bd5\u4e86\u5404\u79cd\u4f7f\u7528\u65b9\u5f0f\u3002\u751f\u6210\u4eba\u5de5\u667a\u80fd\u7684\u7528\u9014 [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-41318","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5728 Elasticsearch \u4e2d\u5c1d\u8bd5\u4f7f\u7528 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09 - 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\/\u5728-elasticsearch-\u4e2d\u5c1d\u8bd5\u4f7f\u7528-rag\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5728 Elasticsearch \u4e2d\u5c1d\u8bd5\u4f7f\u7528 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\" \/>\n<meta property=\"og:description\" content=\"\u9996\u5148 \u6211\u76f8\u4fe1\u5f88\u591a\u4eba\u90fd\u5728ChatGPT\u8fd9\u4e2a\u751f\u6210\u4eba\u5de5\u667a\u80fd\u4e0a\u6295\u5165\u4e86\u5f88\u591a\u5173\u6ce8\uff0c\u5e76\u5c1d\u8bd5\u4e86\u5404\u79cd\u4f7f\u7528\u65b9\u5f0f\u3002\u751f\u6210\u4eba\u5de5\u667a\u80fd\u7684\u7528\u9014 [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u5728-elasticsearch-\u4e2d\u5c1d\u8bd5\u4f7f\u7528-rag\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-02-11T03:25:42+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-29T03:06:13+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d45de37434c4406ca3a78\/8-0.png\" \/>\n<meta name=\"author\" content=\"\u79d1, \u9896\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u79d1, \u9896\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8-elasticsearch-%e4%b8%ad%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8-rag%ef%bc%88%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%ef%bc%89\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8-elasticsearch-%e4%b8%ad%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8-rag%ef%bc%88%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%ef%bc%89\/\",\"name\":\"\u5728 Elasticsearch \u4e2d\u5c1d\u8bd5\u4f7f\u7528 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09 - Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\"},\"datePublished\":\"2023-02-11T03:25:42+00:00\",\"dateModified\":\"2024-04-29T03:06:13+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/8ca01ba7f7362ad4edb7da206a12f29e\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8-elasticsearch-%e4%b8%ad%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8-rag%ef%bc%88%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%ef%bc%89\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8-elasticsearch-%e4%b8%ad%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8-rag%ef%bc%88%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%ef%bc%89\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8-elasticsearch-%e4%b8%ad%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8-rag%ef%bc%88%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%ef%bc%89\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.silicloud.com\/zh\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5728 Elasticsearch \u4e2d\u5c1d\u8bd5\u4f7f\u7528 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/\",\"name\":\"Blog - Silicon Cloud\",\"description\":\"\",\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/8ca01ba7f7362ad4edb7da206a12f29e\",\"name\":\"\u79d1, \u9896\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/8a6fb3cc7ba2f69d2189ba532aec4633ea7ed75ac0af162ec367cb3abc0fb2af?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/8a6fb3cc7ba2f69d2189ba532aec4633ea7ed75ac0af162ec367cb3abc0fb2af?s=96&d=mm&r=g\",\"caption\":\"\u79d1, \u9896\"},\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/author\/keying\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8-elasticsearch-%e4%b8%ad%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8-rag%ef%bc%88%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%ef%bc%89\/#local-main-organization-logo\",\"url\":\"\",\"contentUrl\":\"\",\"caption\":\"Blog - Silicon Cloud\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"\u5728 Elasticsearch \u4e2d\u5c1d\u8bd5\u4f7f\u7528 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09 - Blog - Silicon Cloud","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.silicloud.com\/zh\/blog\/\u5728-elasticsearch-\u4e2d\u5c1d\u8bd5\u4f7f\u7528-rag\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\/","og_locale":"zh_CN","og_type":"article","og_title":"\u5728 Elasticsearch \u4e2d\u5c1d\u8bd5\u4f7f\u7528 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09","og_description":"\u9996\u5148 \u6211\u76f8\u4fe1\u5f88\u591a\u4eba\u90fd\u5728ChatGPT\u8fd9\u4e2a\u751f\u6210\u4eba\u5de5\u667a\u80fd\u4e0a\u6295\u5165\u4e86\u5f88\u591a\u5173\u6ce8\uff0c\u5e76\u5c1d\u8bd5\u4e86\u5404\u79cd\u4f7f\u7528\u65b9\u5f0f\u3002\u751f\u6210\u4eba\u5de5\u667a\u80fd\u7684\u7528\u9014 [&hellip;]","og_url":"https:\/\/www.silicloud.com\/zh\/blog\/\u5728-elasticsearch-\u4e2d\u5c1d\u8bd5\u4f7f\u7528-rag\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2023-02-11T03:25:42+00:00","article_modified_time":"2024-04-29T03:06:13+00:00","og_image":[{"url":"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d45de37434c4406ca3a78\/8-0.png"}],"author":"\u79d1, \u9896","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u79d1, \u9896","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"6 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8-elasticsearch-%e4%b8%ad%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8-rag%ef%bc%88%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%ef%bc%89\/","url":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8-elasticsearch-%e4%b8%ad%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8-rag%ef%bc%88%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%ef%bc%89\/","name":"\u5728 Elasticsearch \u4e2d\u5c1d\u8bd5\u4f7f\u7528 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09 - Blog - Silicon Cloud","isPartOf":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website"},"datePublished":"2023-02-11T03:25:42+00:00","dateModified":"2024-04-29T03:06:13+00:00","author":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/8ca01ba7f7362ad4edb7da206a12f29e"},"breadcrumb":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8-elasticsearch-%e4%b8%ad%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8-rag%ef%bc%88%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%ef%bc%89\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8-elasticsearch-%e4%b8%ad%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8-rag%ef%bc%88%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%ef%bc%89\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8-elasticsearch-%e4%b8%ad%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8-rag%ef%bc%88%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%ef%bc%89\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.silicloud.com\/zh\/blog\/"},{"@type":"ListItem","position":2,"name":"\u5728 Elasticsearch \u4e2d\u5c1d\u8bd5\u4f7f\u7528 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09"}]},{"@type":"WebSite","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website","url":"https:\/\/www.silicloud.com\/zh\/blog\/","name":"Blog - Silicon Cloud","description":"","inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/8ca01ba7f7362ad4edb7da206a12f29e","name":"\u79d1, \u9896","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/8a6fb3cc7ba2f69d2189ba532aec4633ea7ed75ac0af162ec367cb3abc0fb2af?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/8a6fb3cc7ba2f69d2189ba532aec4633ea7ed75ac0af162ec367cb3abc0fb2af?s=96&d=mm&r=g","caption":"\u79d1, \u9896"},"url":"https:\/\/www.silicloud.com\/zh\/blog\/author\/keying\/"},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8-elasticsearch-%e4%b8%ad%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8-rag%ef%bc%88%e6%a3%80%e7%b4%a2%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%88%90%ef%bc%89\/#local-main-organization-logo","url":"","contentUrl":"","caption":"Blog - Silicon Cloud"}]}},"_links":{"self":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/41318","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/comments?post=41318"}],"version-history":[{"count":2,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/41318\/revisions"}],"predecessor-version":[{"id":84901,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/41318\/revisions\/84901"}],"wp:attachment":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/media?parent=41318"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/categories?post=41318"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/tags?post=41318"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}