{"id":19507,"date":"2025-01-27T15:28:23","date_gmt":"2025-01-27T07:28:23","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=19507"},"modified":"2025-07-14T09:42:09","modified_gmt":"2025-07-14T01:42:09","slug":"ultrarag","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/ultrarag\/","title":{"rendered":"UltraRAG\uff1a\u4e00\u7ad9\u5f0fRAG\u7cfb\u7edf\u89e3\u51b3\u65b9\u6848\uff0c\u7b80\u5316\u6570\u636e\u6784\u5efa\u4e0e\u6a21\u578b\u5fae\u8c03"},"content":{"rendered":"<p>UltraRAG\u662f\u7531\u6e05\u534e\u5927\u5b66THUNLP\u7ec4\u3001\u4e1c\u5317\u5927\u5b66NEUIR\u7ec4\u3001Modelbest.Inc\u548c9#AISoft\u56e2\u961f\u8054\u5408\u63d0\u51fa\u7684RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u7cfb\u7edf\u89e3\u51b3\u65b9\u6848\u3002\u8be5\u6846\u67b6\u57fa\u4e8e\u654f\u6377\u90e8\u7f72\u548c\u6a21\u5757\u5316\u6784\u5efa\uff0c\u63d0\u4f9b\u4e86\u81ea\u52a8\u5316\u7684\u6570\u636e\u6784\u5efa\u3001\u6a21\u578b\u5fae\u8c03\u548c\u63a8\u7406\u8bc4\u4f30\u6280\u672f\u4f53\u7cfb\u3002UltraRAG\u663e\u8457\u7b80\u5316\u4e86\u4ece\u6570\u636e\u6784\u5efa\u5230\u6a21\u578b\u5fae\u8c03\u7684\u6574\u4e2a\u8fc7\u7a0b\uff0c\u5e2e\u52a9\u7814\u7a76\u4eba\u5458\u548c\u5f00\u53d1\u8005\u9ad8\u6548\u5e94\u5bf9\u590d\u6742\u4efb\u52a1\u3002\u5176\u65e0\u4ee3\u7801\u7f16\u7a0bWebUI\u652f\u6301\u7528\u6237\u8f7b\u677e\u64cd\u4f5c\u5168\u94fe\u8def\u8bbe\u7f6e\u548c\u4f18\u5316\u8fc7\u7a0b\uff0c\u5305\u62ec\u591a\u6a21\u6001RAG\u89e3\u51b3\u65b9\u6848VisRAG\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-19508\" title=\"UltraRAG\uff1a\u4e00\u7ad9\u5f0fRAG\u7cfb\u7edf\u89e3\u51b3\u65b9\u6848\uff0c\u7b80\u5316\u6570\u636e\u6784\u5efa\u4e0e\u6a21\u578b\u5fae\u8c03-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2db94dbb992d8bc.png\" alt=\"UltraRAG\uff1a\u4e00\u7ad9\u5f0fRAG\u7cfb\u7edf\u89e3\u51b3\u65b9\u6848\uff0c\u7b80\u5316\u6570\u636e\u6784\u5efa\u4e0e\u6a21\u578b\u5fae\u8c03-1\" width=\"1785\" height=\"856\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2db94dbb992d8bc.png 1785w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2db94dbb992d8bc-300x144.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2db94dbb992d8bc-1024x491.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2db94dbb992d8bc-768x368.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2db94dbb992d8bc-1536x737.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2db94dbb992d8bc-18x9.png 18w\" sizes=\"auto, (max-width: 1785px) 100vw, 1785px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-19509\" title=\"UltraRAG\uff1a\u4e00\u7ad9\u5f0fRAG\u7cfb\u7edf\u89e3\u51b3\u65b9\u6848\uff0c\u7b80\u5316\u6570\u636e\u6784\u5efa\u4e0e\u6a21\u578b\u5fae\u8c03-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/645f14c08b8b415.jpg\" alt=\"UltraRAG\uff1a\u4e00\u7ad9\u5f0fRAG\u7cfb\u7edf\u89e3\u51b3\u65b9\u6848\uff0c\u7b80\u5316\u6570\u636e\u6784\u5efa\u4e0e\u6a21\u578b\u5fae\u8c03-1\" width=\"2340\" height=\"964\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/645f14c08b8b415.jpg 2340w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/645f14c08b8b415-300x124.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/645f14c08b8b415-1024x422.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/645f14c08b8b415-768x316.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/645f14c08b8b415-1536x633.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/645f14c08b8b415-2048x844.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/645f14c08b8b415-18x7.jpg 18w\" sizes=\"auto, (max-width: 2340px) 100vw, 2340px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u65e0\u4ee3\u7801\u7f16\u7a0bWebUI\u652f\u6301<\/strong>\uff1a\u7528\u6237\u65e0\u9700\u7f16\u7a0b\u7ecf\u9a8c\u5373\u53ef\u64cd\u4f5c\u5168\u94fe\u8def\u8bbe\u7f6e\u548c\u4f18\u5316\u8fc7\u7a0b\u3002<\/li>\n<li><strong>\u4e00\u952e\u5408\u6210\u4e0e\u5fae\u8c03\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a\u57fa\u4e8eKBAlign\u3001RAG-DDR\u7b49\u4e13\u6709\u65b9\u6cd5\uff0c\u7cfb\u7edf\u652f\u6301\u4e00\u952e\u7cfb\u7edf\u5316\u6570\u636e\u6784\u5efa\u4e0e\u68c0\u7d22\uff0c\u5e76\u901a\u8fc7\u591a\u6837\u7684\u6a21\u578b\u5fae\u8c03\u7b56\u7565\u8fdb\u884c\u6027\u80fd\u4f18\u5316\u3002<\/li>\n<li><strong>\u591a\u7ef4\u5ea6\u3001\u591a\u9636\u6bb5\u9c81\u68d2\u8bc4\u4f30<\/strong>\uff1a\u6838\u5fc3\u91c7\u7528RAGEval\u65b9\u6cd5\uff0c\u7ed3\u5408\u591a\u9636\u6bb5\u8bc4\u4f30\u65b9\u6cd5\uff0c\u663e\u8457\u589e\u5f3a\u201c\u6a21\u578b\u8bc4\u4f30\u201d\u7684\u9c81\u68d2\u6027\u3002<\/li>\n<li><strong>\u7814\u7a76\u53cb\u597d\u7684\u63a2\u7d22\u5de5\u4f5c\u96c6\u6210<\/strong>\uff1a\u5305\u62ecTHUNLP-RAG\u7ec4\u7684\u4e13\u6709\u65b9\u6cd5\u548c\u5176\u4ed6\u524d\u6cbfRAG\u65b9\u6cd5\uff0c\u652f\u6301\u6301\u7eed\u7684\u6a21\u5757\u7ea7\u63a2\u7d22\u548c\u5f00\u53d1\u3002<\/li>\n<li><strong>\u5feb\u901f\u90e8\u7f72<\/strong>\uff1a\u652f\u6301\u901a\u8fc7Docker\u548cConda\u8fdb\u884c\u5feb\u901f\u90e8\u7f72\uff0c\u65b9\u4fbf\u7528\u6237\u5feb\u901f\u4e0a\u624b\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u73af\u5883\u4f9d\u8d56<\/h3>\n<ul>\n<li>CUDA\u7248\u672c\u9700\u4e3a12.2\u6216\u4ee5\u4e0a\u3002<\/li>\n<li>Python\u7248\u672c\u9700\u4e3a3.10\u6216\u4ee5\u4e0a\u3002<\/li>\n<\/ul>\n<h3>\u5feb\u901f\u90e8\u7f72<\/h3>\n<h4>\u901a\u8fc7Docker\u90e8\u7f72<\/h4>\n<ol>\n<li>\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/li>\n<\/ol>\n<pre><code>   docker-compose up --build -d\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u5728\u6d4f\u89c8\u5668\u4e2d\u8bbf\u95ee<code>http:\/\/localhost:8843<\/code>\u3002<\/li>\n<\/ol>\n<h4>\u901a\u8fc7Conda\u90e8\u7f72<\/h4>\n<ol>\n<li>\u521b\u5efaConda\u73af\u5883\uff1a<\/li>\n<\/ol>\n<pre><code>   conda create -n ultrarag python=3.10\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u6fc0\u6d3bConda\u73af\u5883\uff1a<\/li>\n<\/ol>\n<pre><code>   conda activate ultrarag\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li>\u5b89\u88c5\u76f8\u5173\u4f9d\u8d56\uff1a<\/li>\n<\/ol>\n<pre><code>   pip install -r requirements.txt\r\n<\/code><\/pre>\n<ol start=\"4\">\n<li>\u8fd0\u884c\u4ee5\u4e0b\u811a\u672c\u4e0b\u8f7d\u6a21\u578b\uff08\u9ed8\u8ba4\u4e0b\u8f7d\u5230<code>resources\/models<\/code>\u76ee\u5f55\uff09\uff1a<\/li>\n<\/ol>\n<pre><code>   python scripts\/download_models.py\r\n<\/code><\/pre>\n<ol start=\"5\">\n<li>\u8fd0\u884c\u6f14\u793a\u9875\u9762\uff1a<\/li>\n<\/ol>\n<pre><code>   streamlit run ultrarag\/webui\/webui.py --server.fileWatcherType none\r\n<\/code><\/pre>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<h4>\u65e0\u4ee3\u7801\u7f16\u7a0bWebUI<\/h4>\n<ol>\n<li>\u8bbf\u95eeWebUI\u9875\u9762\uff0c\u9009\u62e9\u6240\u9700\u7684RAG\u89e3\u51b3\u65b9\u6848\uff08\u5982VisRAG\uff09\u3002<\/li>\n<li>\u6839\u636e\u63d0\u793a\u8fdb\u884c\u6570\u636e\u6784\u5efa\u3001\u6a21\u578b\u5fae\u8c03\u548c\u63a8\u7406\u8bc4\u4f30\u7684\u8bbe\u7f6e\u3002<\/li>\n<li>\u70b9\u51fb\u201c\u4e00\u952e\u5408\u6210\u4e0e\u5fae\u8c03\u201d\u6309\u94ae\uff0c\u7cfb\u7edf\u5c06\u81ea\u52a8\u5b8c\u6210\u6570\u636e\u6784\u5efa\u4e0e\u6a21\u578b\u5fae\u8c03\u3002<\/li>\n<\/ol>\n<h4>\u591a\u7ef4\u5ea6\u3001\u591a\u9636\u6bb5\u9c81\u68d2\u8bc4\u4f30<\/h4>\n<ol>\n<li>\u5728WebUI\u4e2d\u9009\u62e9RAGEval\u8bc4\u4f30\u65b9\u6cd5\u3002<\/li>\n<li>\u8bbe\u7f6e\u8bc4\u4f30\u53c2\u6570\uff0c\u70b9\u51fb\u201c\u5f00\u59cb\u8bc4\u4f30\u201d\u6309\u94ae\u3002<\/li>\n<li>\u7cfb\u7edf\u5c06\u81ea\u52a8\u8fdb\u884c\u591a\u9636\u6bb5\u8bc4\u4f30\uff0c\u5e76\u751f\u6210\u8bc4\u4f30\u62a5\u544a\u3002<\/li>\n<\/ol>\n<h4>\u7814\u7a76\u53cb\u597d\u7684\u63a2\u7d22\u5de5\u4f5c\u96c6\u6210<\/h4>\n<ol>\n<li>\u5728WebUI\u4e2d\u9009\u62e9\u6240\u9700\u7684RAG\u65b9\u6cd5\uff08\u5982THUNLP-RAG\uff09\u3002<\/li>\n<li>\u6839\u636e\u63d0\u793a\u8fdb\u884c\u6a21\u5757\u7ea7\u63a2\u7d22\u548c\u5f00\u53d1\u3002<\/li>\n<li>\u70b9\u51fb\u201c\u5f00\u59cb\u63a2\u7d22\u201d\u6309\u94ae\uff0c\u7cfb\u7edf\u5c06\u81ea\u52a8\u8fdb\u884c\u63a2\u7d22\u548c\u5f00\u53d1\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>UltraRAG\u662f\u7531\u6e05\u534e\u5927\u5b66THUNLP\u7ec4\u3001\u4e1c\u5317\u5927\u5b66NEUIR\u7ec4\u3001Modelbest.Inc\u548c9#AISoft\u56e2\u961f\u8054\u5408\u63d0\u51fa\u7684RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u7cfb\u7edf\u89e3\u51b3\u65b9\u6848\u3002\u8be5\u6846\u67b6\u57fa\u4e8e\u654f\u6377\u90e8\u7f72\u548c\u6a21\u5757\u5316\u6784\u5efa\uff0c\u63d0\u4f9b\u4e86\u81ea\u52a8\u5316\u7684\u6570\u636e\u6784\u5efa\u3001\u6a21\u578b\u5fae\u8c03\u548c\u63a8\u7406\u8bc4\u4f30\u6280\u672f\u4f53&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61737,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[425,20,459],"tags":[230,243],"class_list":["post-19507","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\/pt\/wp-json\/wp\/v2\/posts\/19507","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=19507"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/19507\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media\/61737"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=19507"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=19507"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=19507"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}