{"id":20189,"date":"2025-02-03T19:04:37","date_gmt":"2025-02-03T11:04:37","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=20189"},"modified":"2025-02-03T19:04:37","modified_gmt":"2025-02-03T11:04:37","slug":"r1-v","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/r1-v\/","title":{"rendered":"R1-V\uff1a\u4f4e\u6210\u672c\u5f3a\u5316\u5b66\u4e60\u5b9e\u73b0\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u6cdb\u5316\u80fd\u529b"},"content":{"rendered":"<p>R1-V \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u65e8\u5728\u901a\u8fc7\u4f4e\u6210\u672c\u7684\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u5b9e\u73b0\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u7684\u7a81\u7834\u3002\u8be5\u9879\u76ee\u5229\u7528\u53ef\u9a8c\u8bc1\u7684\u5956\u52b1\u673a\u5236\uff0c\u6fc0\u52b1 VLMs \u5b66\u4e60\u901a\u7528\u7684\u8ba1\u6570\u80fd\u529b\u3002\u4ee4\u4eba\u60ca\u53f9\u7684\u662f\uff0cR1-V \u7684 2B \u6a21\u578b\u5728\u4ec5\u9700 100 \u4e2a\u8bad\u7ec3\u6b65\u9aa4\u540e\uff0c\u5176\u6027\u80fd\u5c31\u8d85\u8fc7\u4e86 72B \u6a21\u578b\uff0c\u800c\u8bad\u7ec3\u6210\u672c\u4e0d\u5230 3 \u7f8e\u5143\u3002\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u5728 8 \u5757 A100 GPU \u4e0a\u8fdb\u884c\uff0c\u8017\u65f6\u4ec5 30 \u5206\u949f\uff0c\u603b\u6210\u672c\u4e3a 2.62 \u7f8e\u5143\u3002R1-V \u9879\u76ee\u5b8c\u5168\u5f00\u6e90\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7 GitHub \u5e73\u53f0\u8bbf\u95ee\u548c\u8d21\u732e\u4ee3\u7801\uff0c\u5229\u7528 R1-V \u6a21\u578b\u8fdb\u884c\u5b9e\u9a8c\u548c\u5f00\u53d1\uff0c\u63a2\u7d22 AI \u7684\u65e0\u9650\u6f5c\u529b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20190\" title=\"R1-V\uff1a\u4f4e\u6210\u672c\u5f3a\u5316\u5b66\u4e60\u5b9e\u73b0\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684\u7a81\u7834-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/726cb310d251264.jpg\" alt=\"R1-V\uff1a\u4f4e\u6210\u672c\u5f3a\u5316\u5b66\u4e60\u5b9e\u73b0\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684\u7a81\u7834-1\" width=\"680\" height=\"340\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/726cb310d251264.jpg 680w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/726cb310d251264-300x150.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/726cb310d251264-18x9.jpg 18w\" sizes=\"auto, (max-width: 680px) 100vw, 680px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u89c6\u89c9\u8bed\u8a00\u6a21\u578b<\/strong>\uff1a\u7ed3\u5408\u56fe\u50cf\u548c\u6587\u672c\u6570\u636e\u8fdb\u884c\u5904\u7406\u548c\u5206\u6790\u3002<\/li>\n<li><strong>\u5f3a\u5316\u5b66\u4e60<\/strong>\uff1a\u901a\u8fc7\u53ef\u9a8c\u8bc1\u7684\u5956\u52b1\u673a\u5236\u63d0\u5347\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/li>\n<li><strong>\u4f4e\u6210\u672c\u8bad\u7ec3<\/strong>\uff1a\u5728\u77ed\u65f6\u95f4\u5185\u4ee5\u4f4e\u6210\u672c\u5b9e\u73b0\u9ad8\u6548\u8bad\u7ec3\u3002<\/li>\n<li><strong>\u6df1\u5ea6\u5b66\u4e60<\/strong>\uff1a\u652f\u6301\u590d\u6742\u7684\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\uff0c\u63d0\u5347\u6a21\u578b\u7684\u51c6\u786e\u6027\u548c\u6548\u7387\u3002<\/li>\n<li><strong>\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/strong>\uff1a\u5904\u7406\u548c\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u6587\u672c\uff0c\u652f\u6301\u591a\u8bed\u8a00\u3002<\/li>\n<li><strong>\u8ba1\u7b97\u673a\u89c6\u89c9<\/strong>\uff1a\u5206\u6790\u548c\u7406\u89e3\u56fe\u50cf\u5185\u5bb9\uff0c\u652f\u6301\u56fe\u50cf\u5206\u7c7b\u3001\u76ee\u6807\u68c0\u6d4b\u7b49\u4efb\u52a1\u3002<\/li>\n<li><strong>\u5f00\u6e90\u4ee3\u7801<\/strong>\uff1a\u63d0\u4f9b\u5b8c\u6574\u7684\u5f00\u6e90\u4ee3\u7801\uff0c\u65b9\u4fbf\u7528\u6237\u4e0b\u8f7d\u3001\u4fee\u6539\u548c\u8d21\u732e\u3002<\/li>\n<li><strong>\u793e\u533a\u652f\u6301<\/strong>\uff1a\u6d3b\u8dc3\u7684\u5f00\u53d1\u8005\u793e\u533a\uff0c\u63d0\u4f9b\u6280\u672f\u652f\u6301\u548c\u4ea4\u6d41\u5e73\u53f0\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><strong>\u514b\u9686\u4ed3\u5e93<\/strong>\uff1a\u5728\u7ec8\u7aef\u4e2d\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u514b\u9686\u9879\u76ee\u4ed3\u5e93\uff1a<\/li>\n<\/ol>\n<pre><code>   git clone https:\/\/github.com\/Deep-Agent\/R1-V.git\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong>\uff1a\u8fdb\u5165\u9879\u76ee\u76ee\u5f55\u5e76\u5b89\u88c5\u6240\u9700\u4f9d\u8d56\uff1a<\/li>\n<\/ol>\n<pre><code>   cd R1-V\r\npip install -r requirements.txt\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u914d\u7f6e\u73af\u5883<\/strong>\uff1a\u6839\u636e\u9879\u76ee\u9700\u6c42\u914d\u7f6e\u73af\u5883\u53d8\u91cf\u548c\u8def\u5f84\u3002<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u65b9\u6cd5<\/h3>\n<ol>\n<li><strong>\u52a0\u8f7d\u6a21\u578b<\/strong>\uff1a\u5728\u4ee3\u7801\u4e2d\u52a0\u8f7d R1-V \u6a21\u578b\uff1a<\/li>\n<\/ol>\n<pre><code>   from r1v import R1VModel\r\nmodel = R1VModel()\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u5904\u7406\u56fe\u50cf\u548c\u6587\u672c<\/strong>\uff1a\u4f7f\u7528\u6a21\u578b\u5904\u7406\u56fe\u50cf\u548c\u6587\u672c\u6570\u636e\uff1a<\/li>\n<\/ol>\n<pre><code>   image_path = 'path\/to\/image.jpg'\r\ntext = '\u63cf\u8ff0\u56fe\u50cf\u7684\u6587\u672c'\r\nresult = model.process(image_path, text)\r\nprint(result)\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u8bad\u7ec3\u6a21\u578b<\/strong>\uff1a\u6839\u636e\u9700\u8981\u8bad\u7ec3\u6a21\u578b\u4ee5\u9002\u5e94\u7279\u5b9a\u4efb\u52a1\uff1a<\/li>\n<\/ol>\n<pre><code>   model.train(data_loader)\r\n<\/code><\/pre>\n<h3>\u8be6\u7ec6\u529f\u80fd\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u56fe\u50cf\u5206\u7c7b<\/strong>\uff1a\u52a0\u8f7d\u56fe\u50cf\u5e76\u4f7f\u7528\u6a21\u578b\u8fdb\u884c\u5206\u7c7b\uff1a<\/li>\n<\/ol>\n<pre><code>   from PIL import Image\r\nimage = Image.open('path\/to\/image.jpg')\r\nclassification = model.classify(image)\r\nprint(classification)\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u76ee\u6807\u68c0\u6d4b<\/strong>\uff1a\u4f7f\u7528\u6a21\u578b\u8fdb\u884c\u76ee\u6807\u68c0\u6d4b\uff1a<\/li>\n<\/ol>\n<pre><code>   detections = model.detect_objects(image)\r\nfor detection in detections:\r\nprint(detection)\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u6587\u672c\u751f\u6210<\/strong>\uff1a\u6839\u636e\u56fe\u50cf\u751f\u6210\u63cf\u8ff0\u6027\u6587\u672c\uff1a<\/li>\n<\/ol>\n<pre><code>   description = model.generate_text(image)\r\nprint(description)<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>R1-V \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u65e8\u5728\u901a\u8fc7\u4f4e\u6210\u672c\u7684\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u5b9e\u73b0\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\u7684\u7a81\u7834\u3002\u8be5\u9879\u76ee\u5229\u7528\u53ef\u9a8c\u8bc1\u7684\u5956\u52b1\u673a\u5236\uff0c\u6fc0\u52b1 VLMs \u5b66\u4e60\u901a\u7528\u7684\u8ba1\u6570\u80fd\u529b\u3002\u4ee4\u4eba\u60ca\u53f9\u7684\u662f\uff0cR1-V \u7684 2B \u6a21\u578b\u5728\u4ec5\u9700 100 \u4e2a\u8bad\u7ec3\u6b65\u9aa4\u540e\uff0c\u5176\u6027\u80fd\u5c31\u8d85\u8fc7\u4e86 &#8230;<\/p>\n","protected":false},"author":1,"featured_media":61769,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230],"class_list":["post-20189","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/20189","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=20189"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/20189\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media\/61769"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=20189"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=20189"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=20189"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}