{"id":34982,"date":"2025-08-07T13:04:19","date_gmt":"2025-08-07T05:04:19","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=34982"},"modified":"2025-08-07T13:04:19","modified_gmt":"2025-08-07T05:04:19","slug":"deepsieve","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/deepsieve\/","title":{"rendered":"DeepSieve\uff1a\u5904\u7406\u590d\u6742\u67e5\u8be2\u6e90\u7684RAG\u667a\u80fd\u4fe1\u606f\u7b5b\u9009\u5de5\u5177"},"content":{"rendered":"<p>DeepSieve \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6846\u67b6\uff0c\u6258\u7ba1\u4e8e GitHub\uff0c\u4e13\u6ce8\u4e8e\u5904\u7406\u590d\u6742\u67e5\u8be2\u548c\u591a\u6e90\u6570\u636e\u3002\u5b83\u901a\u8fc7\u5206\u89e3\u67e5\u8be2\u3001\u8def\u7531\u5b50\u95ee\u9898\u3001\u53cd\u601d\u5931\u8d25\u68c0\u7d22\u5e76\u878d\u5408\u7b54\u6848\uff0c\u63d0\u4f9b\u9ad8\u6548\u7684\u4fe1\u606f\u7b5b\u9009\u80fd\u529b\u3002DeepSieve \u7531 MinghoKwok \u5f00\u53d1\uff0c\u652f\u6301\u5904\u7406\u7ed3\u6784\u5316\u6570\u636e\uff08\u5982 SQL \u8868\u683c\u3001JSON \u65e5\u5fd7\uff09\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\uff08\u5982\u7ef4\u57fa\u767e\u79d1\uff09\uff0c\u9002\u7528\u4e8e\u9700\u8981\u591a\u6b65\u63a8\u7406\u7684\u573a\u666f\u3002\u5b83\u5f3a\u8c03\u6a21\u5757\u5316\u8bbe\u8ba1\uff0c\u7528\u6237\u53ef\u6839\u636e\u9700\u6c42\u8c03\u6574\u529f\u80fd\uff0c\u9002\u5408\u7814\u7a76\u4eba\u5458\u3001\u5f00\u53d1\u8005\u5904\u7406\u590d\u6742\u6570\u636e\u5206\u6790\u4efb\u52a1\u3002\u9879\u76ee\u4e8e2025\u5e747\u670829\u65e5\u53d1\u5e03\u9884\u5370\u672c\u4e8e arXiv\uff0c\u5b8c\u6574\u8bed\u6599\u5e93\u5df2\u4e0a\u4f20\u81f3 Arkiv\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-34985\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/5b935953d29a6b0-scaled.png\" alt=\"\" width=\"2560\" height=\"1062\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/5b935953d29a6b0-scaled.png 2560w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/5b935953d29a6b0-1536x637.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/5b935953d29a6b0-2048x849.png 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/5b935953d29a6b0-18x7.png 18w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u67e5\u8be2\u5206\u89e3<\/strong>\u00a0\uff1a\u5c06\u590d\u6742\u67e5\u8be2\u62c6\u5206\u4e3a\u591a\u4e2a\u7b80\u5355\u5b50\u95ee\u9898\uff0c\u4fbf\u4e8e\u7cbe\u51c6\u5904\u7406\u3002<\/li>\n<li><strong>\u5b50\u95ee\u9898\u8def\u7531<\/strong>\u00a0\uff1a\u5c06\u5b50\u95ee\u9898\u667a\u80fd\u5206\u914d\u5230\u5408\u9002\u7684\u5de5\u5177\u6216\u6570\u636e\u6e90\uff08\u5982\u672c\u5730\u6570\u636e\u5e93\u6216\u5168\u5c40\u77e5\u8bc6\u5e93\uff09\u3002<\/li>\n<li><strong>\u53cd\u601d\u673a\u5236<\/strong>\u00a0\uff1a\u81ea\u52a8\u68c0\u6d4b\u5931\u8d25\u7684\u68c0\u7d22\u5e76\u91cd\u8bd5\uff0c\u6700\u591a\u652f\u6301\u4e24\u6b21\u53cd\u601d\u3002<\/li>\n<li><strong>\u7b54\u6848\u878d\u5408<\/strong>\u00a0\uff1a\u6574\u5408\u5b50\u95ee\u9898\u7b54\u6848\uff0c\u751f\u6210\u6700\u7ec8\u7684\u5b8c\u6574\u54cd\u5e94\u3002<\/li>\n<li><strong>\u652f\u6301\u591a\u79cd\u6570\u636e\u6e90<\/strong>\u00a0\uff1a\u5904\u7406 SQL \u8868\u683c\u3001JSON \u65e5\u5fd7\u3001\u7ef4\u57fa\u767e\u79d1\u7b49\u5f02\u6784\u6570\u636e\u3002<\/li>\n<li><strong>\u4e24\u79cd RAG \u6a21\u5f0f<\/strong>\u00a0\uff1a\u63d0\u4f9b\u7b80\u5355\uff08Naive\uff09\u548c\u56fe\u7ed3\u6784\uff08Graph\uff09\u4e24\u79cd\u68c0\u7d22\u6a21\u5f0f\uff0c\u9002\u5e94\u4e0d\u540c\u9700\u6c42\u3002<\/li>\n<li><strong>\u8be6\u7ec6\u65e5\u5fd7\u8bb0\u5f55<\/strong>\u00a0\uff1a\u4fdd\u5b58\u6bcf\u6b21\u67e5\u8be2\u7684\u4e2d\u95f4\u7ed3\u679c\u3001\u878d\u5408\u63d0\u793a\u548c\u6027\u80fd\u6307\u6807\uff0c\u4fbf\u4e8e\u8c03\u8bd5\u548c\u4f18\u5316\u3002<\/li>\n<li><strong>\u6a21\u5757\u5316\u8bbe\u8ba1<\/strong>\u00a0\uff1a\u7528\u6237\u53ef\u901a\u8fc7\u547d\u4ee4\u884c\u5f00\u5173\u542f\u7528\u6216\u7981\u7528\u529f\u80fd\u6a21\u5757\uff0c\u7075\u6d3b\u6027\u9ad8\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>DeepSieve \u662f\u4e00\u4e2a\u57fa\u4e8e Python \u7684\u5f00\u6e90\u9879\u76ee\uff0c\u9700\u901a\u8fc7 GitHub \u514b\u9686\u4ed3\u5e93\u5e76\u914d\u7f6e\u73af\u5883\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u514b\u9686\u4ed3\u5e93<\/strong><br \/>\n\u5728\u7ec8\u7aef\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff0c\u5c06 DeepSieve \u4ed3\u5e93\u514b\u9686\u5230\u672c\u5730\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/MinghoKwok\/DeepSieve.git\r\n<\/code><\/pre>\n<p>\u8fdb\u5165\u9879\u76ee\u76ee\u5f55\uff1a<\/p>\n<pre><code>cd DeepSieve\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong><br \/>\n\u9879\u76ee\u4f9d\u8d56 Python 3.7+ \u53ca\u76f8\u5173\u673a\u5668\u5b66\u4e60\u548c\u6570\u636e\u5904\u7406\u5e93\u3002\u5b89\u88c5\u4f9d\u8d56\uff1a<\/p>\n<pre><code>pip install -r requirements.txt\r\n<\/code><\/pre>\n<p>\u5982\u679c\u00a0<code>requirements.txt<\/code>\u00a0\u672a\u63d0\u4f9b\uff0c\u5efa\u8bae\u624b\u52a8\u5b89\u88c5\u6838\u5fc3\u5e93\uff1a<\/p>\n<pre><code>pip install numpy pandas scikit-learn openai\r\n<\/code><\/pre>\n<p>\u63a8\u8350\u4f7f\u7528\u865a\u62df\u73af\u5883\u907f\u514d\u4f9d\u8d56\u51b2\u7a81\uff1a<\/p>\n<pre><code>python -m venv venv\r\nsource venv\/bin\/activate  # Linux\/macOS\r\nvenv\\Scripts\\activate     # Windows\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u914d\u7f6e\u73af\u5883\u53d8\u91cf<\/strong><br \/>\nDeepSieve \u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5904\u7406\u67e5\u8be2\uff0c\u9700\u914d\u7f6e API \u5bc6\u94a5\u3002\u4f8b\u5982\uff0c\u4f7f\u7528 <a href=\"https:\/\/www.kdjingpai.com\/de\/deepseek-chatshena\/\">DeepSeek<\/a> \u6a21\u578b\uff1a<\/p>\n<pre><code>export OPENAI_API_KEY=your_api_key\r\nexport OPENAI_MODEL=deepseek-chat\r\nexport OPENAI_API_BASE=https:\/\/api.deepseek.com\/v1\r\n<\/code><\/pre>\n<p>\u6839\u636e\u4f7f\u7528\u6a21\u5f0f\uff08Naive \u6216 Graph\uff09\uff0c\u8bbe\u7f6e <a href=\"https:\/\/www.kdjingpai.com\/de\/rag\/\">RAG<\/a> \u7c7b\u578b\uff1a<\/p>\n<pre><code>export RAG_TYPE=naive  # \u6216 graph\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u9a8c\u8bc1\u73af\u5883<\/strong><br \/>\n\u786e\u4fdd\u6240\u6709\u4f9d\u8d56\u5b89\u88c5\u6b63\u786e\uff0cAPI \u5bc6\u94a5\u6709\u6548\u3002\u82e5\u4f7f\u7528\u81ea\u5b9a\u4e49\u6570\u636e\u6e90\uff0c\u68c0\u67e5\u6570\u636e\u6587\u4ef6\u8def\u5f84\u662f\u5426\u6b63\u786e\u914d\u7f6e\u3002<\/li>\n<\/ol>\n<h3>\u8fd0\u884c DeepSieve<\/h3>\n<p>DeepSieve \u901a\u8fc7\u547d\u4ee4\u884c\u8fd0\u884c\uff0c\u63d0\u4f9b\u7075\u6d3b\u7684\u53c2\u6570\u914d\u7f6e\u3002\u4ee5\u4e0b\u662f\u57fa\u672c\u7528\u6cd5\uff1a<\/p>\n<h4>Naive RAG \u6a21\u5f0f<\/h4>\n<p>Naive \u6a21\u5f0f\u9002\u5408\u7b80\u5355\u4efb\u52a1\uff0c\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<pre><code>export RAG_TYPE=naive\r\npython runner\/main_rag_only.py \\\r\n--dataset hotpot_qa \\\r\n--sample_size 100 \\\r\n--decompose \\\r\n--use_routing \\\r\n--use_reflection \\\r\n--max_reflexion_times 2\r\n<\/code><\/pre>\n<ul>\n<li><code>--dataset<\/code>\uff1a\u6307\u5b9a\u6570\u636e\u96c6\uff08\u5982\u00a0<code>hotpot_qa<\/code>\uff09\u3002<\/li>\n<li><code>--sample_size<\/code>\uff1a\u8bbe\u7f6e\u5904\u7406\u6837\u672c\u6570\u91cf\u3002<\/li>\n<li><code>--decompose<\/code>\uff1a\u542f\u7528\u67e5\u8be2\u5206\u89e3\u3002<\/li>\n<li><code>--use_routing<\/code>\uff1a\u542f\u7528\u5b50\u95ee\u9898\u8def\u7531\u3002<\/li>\n<li><code>--use_reflection<\/code>\uff1a\u542f\u7528\u53cd\u601d\u673a\u5236\u3002<\/li>\n<li><code>--max_reflexion_times<\/code>\uff1a\u8bbe\u7f6e\u6700\u5927\u53cd\u601d\u6b21\u6570\u3002<\/li>\n<\/ul>\n<h4>Graph RAG \u6a21\u5f0f<\/h4>\n<p>Graph \u6a21\u5f0f\u9002\u5408\u590d\u6742\u67e5\u8be2\uff0c\u9700\u56fe\u7ed3\u6784\u652f\u6301\uff1a<\/p>\n<pre><code>export RAG_TYPE=graph\r\npython runner\/main_rag_only.py \\\r\n--dataset hotpot_qa \\\r\n--sample_size 100 \\\r\n--decompose \\\r\n--use_routing \\\r\n--use_reflection \\\r\n--max_reflexion_times 2\r\n<\/code><\/pre>\n<h4>\u7981\u7528\u6a21\u5757<\/h4>\n<p>\u7528\u6237\u53ef\u901a\u8fc7\u79fb\u9664\u547d\u4ee4\u884c\u53c2\u6570\u7981\u7528\u529f\u80fd\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\u4e0d\u4f7f\u7528\u67e5\u8be2\u5206\u89e3\uff1a\u79fb\u9664\u00a0<code>--decompose<\/code>\u3002<\/li>\n<li>\u4e0d\u4f7f\u7528\u8def\u7531\uff1a\u79fb\u9664\u00a0<code>--use_routing<\/code>\u3002<\/li>\n<li>\u4e0d\u4f7f\u7528\u53cd\u601d\uff1a\u79fb\u9664\u00a0<code>--use_reflection<\/code>\u3002<\/li>\n<\/ul>\n<h4>\u8f93\u51fa\u7ed3\u679c<\/h4>\n<p>\u6bcf\u6b21\u8fd0\u884c\u4f1a\u751f\u6210\u4ee5\u4e0b\u6587\u4ef6\uff1a<\/p>\n<ul>\n<li>\u6bcf\u4e2a\u67e5\u8be2\u7684\u7ed3\u679c\uff1a<code>outputs\/{rag_type}_{dataset}\/query_{i}_results.jsonl<\/code><\/li>\n<li>\u878d\u5408\u63d0\u793a\uff1a<code>outputs\/{rag_type}_{dataset}\/query_{i}_fusion_prompt.txt<\/code><\/li>\n<li>\u603b\u4f53\u6027\u80fd\u6307\u6807\uff1a<code>overall_results.txt<\/code>\u00a0\u548c\u00a0<code>overall_results.json<\/code><\/li>\n<\/ul>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c<\/h3>\n<h4>\u67e5\u8be2\u5206\u89e3<\/h4>\n<p>DeepSieve \u5c06\u590d\u6742\u67e5\u8be2\u62c6\u5206\u4e3a\u5b50\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u67e5\u8be2\u201c\u67d0\u516c\u53f82023\u5e74\u7684\u6536\u5165\u548c\u5458\u5de5\u6570\u91cf\u201d\u4f1a\u88ab\u62c6\u5206\u4e3a\uff1a<\/p>\n<ul>\n<li>\u5b50\u95ee\u98981\uff1a\u67e5\u627e2023\u5e74\u516c\u53f8\u6536\u5165\u3002<\/li>\n<li>\u5b50\u95ee\u98982\uff1a\u67e5\u627e\u516c\u53f8\u5458\u5de5\u6570\u91cf\u3002<br \/>\n\u64cd\u4f5c\u6b65\u9aa4\uff1a<\/li>\n<\/ul>\n<ol>\n<li>\u8f93\u5165\u67e5\u8be2\u5230\u811a\u672c\u6216\u547d\u4ee4\u884c\u3002<\/li>\n<li>\u8fd0\u884c\u811a\u672c\uff0cDeepSieve \u81ea\u52a8\u5206\u89e3\u67e5\u8be2\u5e76\u663e\u793a\u5b50\u95ee\u9898\uff08\u53ef\u5728\u65e5\u5fd7\u67e5\u770b\uff09\u3002<\/li>\n<\/ol>\n<h4>\u5b50\u95ee\u9898\u8def\u7531<\/h4>\n<p>\u6bcf\u4e2a\u5b50\u95ee\u9898\u88ab\u5206\u914d\u5230\u5408\u9002\u7684\u5de5\u5177\u6216\u6570\u636e\u6e90\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li><a href=\"https:\/\/www.kdjingpai.com\/de\/damoxingjiegouhuaai\/\">\u7ed3\u6784\u5316\u6570\u636e<\/a>\uff08\u5982 SQL \u8868\u683c\uff09\u8def\u7531\u5230\u6570\u636e\u5e93\u67e5\u8be2\u5de5\u5177\u3002<\/li>\n<li>\u975e\u7ed3\u6784\u5316\u6570\u636e\uff08\u5982\u7ef4\u57fa\u767e\u79d1\uff09\u8def\u7531\u5230\u6587\u672c\u68c0\u7d22\u5de5\u5177\u3002<br \/>\n\u7528\u6237\u65e0\u9700\u624b\u52a8\u6307\u5b9a\uff0cDeepSieve \u81ea\u52a8\u5b8c\u6210\u8def\u7531\u3002\u68c0\u67e5\u65e5\u5fd7\u6587\u4ef6\u00a0<code>query_{i}_results.jsonl<\/code>\u00a0\u53ef\u67e5\u770b\u8def\u7531\u8be6\u60c5\u3002<\/li>\n<\/ul>\n<h4>\u53cd\u601d\u673a\u5236<\/h4>\n<p>\u5982\u679c\u67d0\u4e2a\u5b50\u95ee\u9898\u68c0\u7d22\u5931\u8d25\uff0cDeepSieve \u4f1a\u81ea\u52a8\u91cd\u8bd5\uff0c\u6700\u591a\u4e24\u6b21\u3002\u53cd\u601d\u8fc7\u7a0b\u8bb0\u5f55\u5728\u65e5\u5fd7\u4e2d\uff0c\u7528\u6237\u53ef\u67e5\u770b\u5931\u8d25\u539f\u56e0\u548c\u91cd\u8bd5\u7ed3\u679c\u3002<\/p>\n<h4>\u7b54\u6848\u878d\u5408<\/h4>\n<p>DeepSieve \u6574\u5408\u5b50\u95ee\u9898\u7b54\u6848\uff0c\u751f\u6210\u6700\u7ec8\u54cd\u5e94\u3002\u4f8b\u5982\uff0c\u4e0a\u8ff0\u516c\u53f8\u67e5\u8be2\u7684\u7b54\u6848\u4f1a\u5408\u5e76\u4e3a\uff1a<\/p>\n<ul>\n<li>\u201c2023\u5e74\u516c\u53f8\u6536\u5165\u4e3aX\u7f8e\u5143\uff0c\u5458\u5de5\u6570\u91cf\u4e3aY\u4eba\u3002\u201d<br \/>\n\u878d\u5408\u63d0\u793a\u4fdd\u5b58\u5728\u00a0<code>query_{i}_fusion_prompt.txt<\/code>\uff0c\u4fbf\u4e8e\u7528\u6237\u68c0\u67e5\u3002<\/li>\n<\/ul>\n<h3>\u4f7f\u7528\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li><strong>\u6570\u636e\u51c6\u5907<\/strong>\u00a0\uff1a\u786e\u4fdd\u8f93\u5165\u6570\u636e\u683c\u5f0f\u6b63\u786e\uff08\u5982 CSV\u3001JSON\uff09\uff0c\u907f\u514d\u7f16\u7801\u9519\u8bef\u3002<\/li>\n<li><strong>API \u5bc6\u94a5<\/strong>\u00a0\uff1a\u786e\u8ba4 LLM API \u5bc6\u94a5\u6709\u6548\uff0c\u7f51\u7edc\u8fde\u63a5\u7a33\u5b9a\u3002<\/li>\n<li><strong>\u65e5\u5fd7\u68c0\u67e5<\/strong>\u00a0\uff1a\u8fd0\u884c\u540e\u67e5\u770b\u00a0<code>outputs\/<\/code>\u00a0\u76ee\u5f55\uff0c\u5206\u6790\u6027\u80fd\u6307\u6807\u548c\u9519\u8bef\u65e5\u5fd7\u3002<\/li>\n<li><strong>\u793e\u533a\u652f\u6301<\/strong>\u00a0\uff1a\u5982\u9047\u5230\u95ee\u9898\uff0c\u8bbf\u95ee GitHub Issues \u9875\u9762\u6216 arXiv \u8bba\u6587\u83b7\u53d6\u66f4\u591a\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u5b66\u672f\u7814\u7a76<\/strong><br \/>\n\u7814\u7a76\u4eba\u5458\u5904\u7406\u591a\u6e90\u6570\u636e\uff08\u5982\u7ef4\u57fa\u767e\u79d1\u548c\u5b9e\u9a8c\u6570\u636e\u5e93\uff09\uff0c\u901a\u8fc7 DeepSieve \u5feb\u901f\u56de\u7b54\u590d\u6742\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u5206\u6790\u751f\u7269\u5b66\u6570\u636e\u96c6\u548c\u6587\u732e\u4e2d\u7684\u57fa\u56e0\u5173\u8054\u3002<\/li>\n<li><strong>\u5546\u4e1a\u6570\u636e\u5206\u6790<\/strong><br \/>\n\u4f01\u4e1a\u5206\u6790\u5e08\u4f7f\u7528 DeepSieve \u5904\u7406\u9500\u552e\u6570\u636e\u548c\u5ba2\u6237\u65e5\u5fd7\uff0c\u56de\u7b54\u591a\u7ef4\u5ea6\u95ee\u9898\uff0c\u5982\u201c\u54ea\u4e9b\u4ea7\u54c1\u57282023\u5e74\u9500\u91cf\u6700\u9ad8\u4e14\u5ba2\u6237\u6ee1\u610f\u5ea6\u9ad8\uff1f\u201d\u3002<\/li>\n<li><strong>\u9690\u79c1\u654f\u611f\u573a\u666f<\/strong><br \/>\nDeepSieve \u652f\u6301\u9690\u79c1\u6570\u636e\u6e90\uff08\u5982\u5185\u90e8\u6570\u636e\u5e93\uff09\uff0c\u65e0\u9700\u5408\u5e76\u6570\u636e\u5373\u53ef\u5904\u7406\u67e5\u8be2\uff0c\u9002\u5408\u91d1\u878d\u6216\u533b\u7597\u884c\u4e1a\u3002<\/li>\n<li><strong>\u5f00\u6e90\u5f00\u53d1<\/strong><br \/>\n\u5f00\u53d1\u8005\u5229\u7528 DeepSieve \u7684\u6a21\u5757\u5316\u8bbe\u8ba1\uff0c\u6269\u5c55\u529f\u80fd\u6216\u96c6\u6210\u5230\u73b0\u6709\u7cfb\u7edf\uff0c\u7528\u4e8e\u5b9a\u5236\u5316\u6570\u636e\u5904\u7406\u3002<\/li>\n<\/ol>\n<h2>QA<\/h2>\n<ol>\n<li><strong>DeepSieve \u652f\u6301\u54ea\u4e9b\u6570\u636e\u6e90\uff1f<\/strong><br \/>\n\u652f\u6301 SQL \u8868\u683c\u3001JSON \u65e5\u5fd7\u3001\u7ef4\u57fa\u767e\u79d1\u7b49\uff0c\u5177\u4f53\u652f\u6301\u8303\u56f4\u9700\u53c2\u8003\u9879\u76ee\u6587\u6863\u6216\u914d\u7f6e\u6587\u4ef6\u3002<\/li>\n<li><strong>\u5982\u4f55\u8c03\u8bd5\u8fd0\u884c\u9519\u8bef\uff1f<\/strong><br \/>\n\u68c0\u67e5\u00a0<code>outputs\/<\/code>\u00a0\u76ee\u5f55\u4e2d\u7684\u65e5\u5fd7\u6587\u4ef6\uff0c\u67e5\u770b\u9519\u8bef\u8be6\u60c5\u3002\u786e\u4fdd\u4f9d\u8d56\u5e93\u7248\u672c\u6b63\u786e\uff0cAPI \u5bc6\u94a5\u6709\u6548\u3002<\/li>\n<li><strong>Graph \u6a21\u5f0f\u548c Naive \u6a21\u5f0f\u7684\u533a\u522b\uff1f<\/strong><br \/>\nNaive \u6a21\u5f0f\u9002\u5408\u7b80\u5355\u67e5\u8be2\uff0c\u901f\u5ea6\u5feb\uff1bGraph \u6a21\u5f0f\u9002\u5408\u590d\u6742\u591a\u6b65\u63a8\u7406\uff0c\u7cbe\u5ea6\u66f4\u9ad8\u4f46\u8ba1\u7b97\u6210\u672c\u589e\u52a0\u3002<\/li>\n<li><strong>\u5982\u4f55\u8d21\u732e\u4ee3\u7801\uff1f<\/strong><br \/>\nFork \u4ed3\u5e93\uff0c\u4fee\u6539\u4ee3\u7801\u540e\u63d0\u4ea4 Pull Request\u3002\u53c2\u8003\u00a0<code>CONTRIBUTING.md<\/code>\u00a0\u6587\u4ef6\uff0c\u9075\u5faa\u4ee3\u7801\u89c4\u8303\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>DeepSieve \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6846\u67b6\uff0c\u6258\u7ba1\u4e8e GitHub\uff0c\u4e13\u6ce8\u4e8e\u5904\u7406\u590d\u6742\u67e5\u8be2\u548c\u591a\u6e90\u6570\u636e\u3002\u5b83\u901a\u8fc7\u5206\u89e3\u67e5\u8be2\u3001\u8def\u7531\u5b50\u95ee\u9898\u3001\u53cd\u601d\u5931\u8d25\u68c0\u7d22\u5e76\u878d\u5408\u7b54\u6848\uff0c\u63d0\u4f9b\u9ad8\u6548\u7684\u4fe1\u606f\u7b5b\u9009\u80fd\u529b\u3002DeepSieve \u7531 MinghoKwok \u5f00\u53d1\uff0c&#8230;<\/p>\n","protected":false},"author":1,"featured_media":32782,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[425,20,459],"tags":[230,243],"class_list":["post-34982","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-professional","category-tool","category-rag-project","tag-aikaiyuanxiangmu","tag-aizhishikuyukefu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/34982","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=34982"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/34982\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media\/32782"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=34982"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=34982"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=34982"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}