{"id":20756,"date":"2025-02-10T22:42:07","date_gmt":"2025-02-10T14:42:07","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=20756"},"modified":"2025-07-14T09:47:58","modified_gmt":"2025-07-14T01:47:58","slug":"videorag","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/videorag\/","title":{"rendered":"VideoRAG\uff1a\u7406\u89e3\u8d85\u957f\u89c6\u9891\u7684RAG\u6846\u67b6\uff0c\u652f\u6301\u591a\u6a21\u6001\u68c0\u7d22\u548c\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa"},"content":{"rendered":"<p>VideoRAG\u662f\u4e00\u4e2a\u4e13\u4e3a\u5904\u7406\u548c\u7406\u89e3\u8d85\u957f\u4e0a\u4e0b\u6587\u89c6\u9891\u800c\u8bbe\u8ba1\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6846\u67b6\u3002\u8be5\u5de5\u5177\u7ed3\u5408\u4e86\u56fe\u9a71\u52a8\u7684\u6587\u672c\u77e5\u8bc6\u57fa\u7840\u548c\u5206\u5c42\u591a\u6a21\u6001\u4e0a\u4e0b\u6587\u7f16\u7801\uff0c\u80fd\u591f\u5728\u5355\u4e2aNVIDIA RTX 3090 GPU\u4e0a\u9ad8\u6548\u5904\u7406\u6570\u767e\u5c0f\u65f6\u7684\u89c6\u9891\u5185\u5bb9\u3002VideoRAG\u901a\u8fc7\u52a8\u6001\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u6765\u4fdd\u6301\u8de8\u89c6\u9891\u8bed\u4e49\u7684\u4e00\u81f4\u6027\uff0c\u5e76\u4f18\u5316\u68c0\u7d22\u6548\u7387\u3002\u8be5\u9879\u76ee\u7531\u9999\u6e2f\u5927\u5b66\u6570\u636e\u79d1\u5b66\u7cfb\u5f00\u53d1\uff0c\u65e8\u5728\u4e3a\u7528\u6237\u63d0\u4f9b\u4e00\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\u6765\u5904\u7406\u590d\u6742\u7684\u89c6\u9891\u6570\u636e\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20758\" title=\"VideoRAG\uff1a\u7406\u89e3\u8d85\u957f\u89c6\u9891\u7684RAG\u6846\u67b6\uff0c\u652f\u6301\u591a\u6a21\u6001\u68c0\u7d22\u548c\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/905c1caf52c30b6.png\" alt=\"VideoRAG\uff1a\u7406\u89e3\u8d85\u957f\u89c6\u9891\u7684RAG\u6846\u67b6\uff0c\u652f\u6301\u591a\u6a21\u6001\u68c0\u7d22\u548c\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa-1\" width=\"1587\" height=\"541\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/905c1caf52c30b6.png 1587w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/905c1caf52c30b6-768x262.png 768w\" sizes=\"auto, (max-width: 1587px) 100vw, 1587px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u9ad8\u6548\u5904\u7406\u8d85\u957f\u4e0a\u4e0b\u6587\u89c6\u9891<\/strong>\uff1a\u5229\u7528\u5355\u4e2aNVIDIA RTX 3090 GPU\u5904\u7406\u6570\u767e\u5c0f\u65f6\u7684\u89c6\u9891\u5185\u5bb9\u3002<\/li>\n<li><strong>\u7ed3\u6784\u5316\u89c6\u9891\u77e5\u8bc6\u7d22\u5f15<\/strong>\uff1a\u5c06\u6570\u767e\u5c0f\u65f6\u7684\u89c6\u9891\u5185\u5bb9\u63d0\u70bc\u6210\u7b80\u6d01\u7684\u77e5\u8bc6\u56fe\u8c31\u3002<\/li>\n<li><strong>\u591a\u6a21\u6001\u68c0\u7d22<\/strong>\uff1a\u7ed3\u5408\u6587\u672c\u8bed\u4e49\u548c\u89c6\u89c9\u5185\u5bb9\uff0c\u8bc6\u522b\u6700\u76f8\u5173\u7684\u89c6\u9891\u4ee5\u63d0\u4f9b\u5168\u9762\u7684\u54cd\u5e94\u3002<\/li>\n<li><strong>\u65b0\u5efa\u7acb\u7684LongerVideos\u57fa\u51c6<\/strong>\uff1a\u5305\u542b\u8d85\u8fc7160\u4e2a\u89c6\u9891\uff0c\u603b\u8ba1134\u5c0f\u65f6\u7684\u8bb2\u5ea7\u3001\u7eaa\u5f55\u7247\u548c\u5a31\u4e50\u5185\u5bb9\u3002<\/li>\n<li><strong>\u53cc\u901a\u9053\u67b6\u6784<\/strong>\uff1a\u7ed3\u5408\u56fe\u9a71\u52a8\u7684\u6587\u672c\u77e5\u8bc6\u57fa\u7840\u548c\u5206\u5c42\u591a\u6a21\u6001\u4e0a\u4e0b\u6587\u7f16\u7801\uff0c\u4fdd\u6301\u8de8\u89c6\u9891\u8bed\u4e49\u4e00\u81f4\u6027\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li>\u521b\u5efa\u5e76\u6fc0\u6d3bconda\u73af\u5883\uff1a<\/li>\n<\/ol>\n<pre><code>   conda create --name videorag python=3.11\r\nconda activate videorag\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u5b89\u88c5\u5fc5\u8981\u7684Python\u5305\uff1a<\/li>\n<\/ol>\n<pre><code>   pip install numpy==1.26.4 torch==2.1.2 torchvision==0.16.2 torchaudio==2.1.2\r\npip install accelerate==0.30.1 bitsandbytes==0.43.1 moviepy==1.0.3\r\npip install git+https:\/\/github.com\/facebookresearch\/pytorchvideo.git@28fe037d212663c6a24f373b94cc5d478c8c1a1d\r\npip install timm==0.6.7 ftfy regex einops fvcore eva-decord==0.6.1 iopath matplotlib types-regex cartopy\r\npip install ctranslate2==4.4.0 faster_whisper neo4j hnswlib xxhash nano-vectordb\r\npip install transformers==4.37.1 tiktoken openai tenacity\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li>\u5b89\u88c5ImageBind\uff1a<\/li>\n<\/ol>\n<pre><code>   cd ImageBind\r\npip install .\r\n<\/code><\/pre>\n<ol start=\"4\">\n<li>\u4e0b\u8f7d\u5fc5\u8981\u7684\u68c0\u67e5\u70b9\u6587\u4ef6\uff1a<\/li>\n<\/ol>\n<pre><code>   git clone https:\/\/huggingface.co\/openbmb\/MiniCPM-V-2_6-int4\r\ngit clone https:\/\/huggingface.co\/Systran\/faster-distil-whisper-large-v3\r\nmkdir .checkpoints\r\ncd .checkpoints\r\nwget https:\/\/dl.fbaipublicfiles.com\/imagebind\/imagebind_huge.pth\r\ncd ..\r\n<\/code><\/pre>\n<h3>\u4f7f\u7528\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u89c6\u9891\u77e5\u8bc6\u63d0\u53d6<\/strong>\uff1a\u5c06\u591a\u4e2a\u89c6\u9891\u8f93\u5165VideoRAG\uff0c\u7cfb\u7edf\u4f1a\u81ea\u52a8\u63d0\u53d6\u5e76\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u3002<\/li>\n<li><strong>\u67e5\u8be2\u54cd\u5e94<\/strong>\uff1a\u7528\u6237\u53ef\u4ee5\u8f93\u5165\u67e5\u8be2\uff0cVideoRAG\u4f1a\u57fa\u4e8e\u6784\u5efa\u7684\u77e5\u8bc6\u56fe\u8c31\u548c\u591a\u6a21\u6001\u68c0\u7d22\u673a\u5236\uff0c\u63d0\u4f9b\u5168\u9762\u7684\u54cd\u5e94\u3002<\/li>\n<li><strong>\u591a\u8bed\u8a00\u652f\u6301<\/strong>\uff1a\u76ee\u524dVideoRAG\u4ec5\u5728\u82f1\u8bed\u73af\u5883\u4e2d\u6d4b\u8bd5\u8fc7\uff0c\u5982\u9700\u5904\u7406\u591a\u8bed\u8a00\u89c6\u9891\uff0c\u5efa\u8bae\u4fee\u6539asr.py\u4e2d\u7684WhisperModel\u3002<\/li>\n<\/ol>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c<\/h3>\n<ul>\n<li><strong>\u89c6\u9891\u4e0a\u4f20<\/strong>\uff1a\u5c06\u89c6\u9891\u6587\u4ef6\u4e0a\u4f20\u81f3\u7cfb\u7edf\uff0c\u7cfb\u7edf\u4f1a\u81ea\u52a8\u8fdb\u884c\u5904\u7406\u548c\u77e5\u8bc6\u63d0\u53d6\u3002<\/li>\n<li><strong>\u67e5\u8be2\u8f93\u5165<\/strong>\uff1a\u5728\u67e5\u8be2\u6846\u4e2d\u8f93\u5165\u95ee\u9898\uff0c\u7cfb\u7edf\u4f1a\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u548c\u591a\u6a21\u6001\u68c0\u7d22\u673a\u5236\uff0c\u63d0\u4f9b\u8be6\u7ec6\u7684\u56de\u7b54\u3002<\/li>\n<li><strong>\u7ed3\u679c\u5c55\u793a<\/strong>\uff1a\u7cfb\u7edf\u4f1a\u5c55\u793a\u76f8\u5173\u89c6\u9891\u7247\u6bb5\u548c\u6587\u672c\u56de\u7b54\uff0c\u7528\u6237\u53ef\u4ee5\u70b9\u51fb\u67e5\u770b\u8be6\u7ec6\u5185\u5bb9\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>VideoRAG\u662f\u4e00\u4e2a\u4e13\u4e3a\u5904\u7406\u548c\u7406\u89e3\u8d85\u957f\u4e0a\u4e0b\u6587\u89c6\u9891\u800c\u8bbe\u8ba1\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6846\u67b6\u3002\u8be5\u5de5\u5177\u7ed3\u5408\u4e86\u56fe\u9a71\u52a8\u7684\u6587\u672c\u77e5\u8bc6\u57fa\u7840\u548c\u5206\u5c42\u591a\u6a21\u6001\u4e0a\u4e0b\u6587\u7f16\u7801\uff0c\u80fd\u591f\u5728\u5355\u4e2aNVIDIA RTX 3090 GPU\u4e0a\u9ad8\u6548\u5904\u7406\u6570\u767e\u5c0f\u65f6\u7684\u89c6\u9891\u5185\u5bb9\u3002VideoRAG\u901a\u8fc7\u52a8\u6001\u6784\u5efa\u77e5&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61804,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[425,20,459],"tags":[230,243],"class_list":["post-20756","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\/en\/wp-json\/wp\/v2\/posts\/20756","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=20756"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/20756\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/61804"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=20756"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=20756"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=20756"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}