{"id":27923,"date":"2025-11-06T07:46:29","date_gmt":"2025-11-05T23:46:29","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=27923"},"modified":"2025-11-06T07:46:29","modified_gmt":"2025-11-05T23:46:29","slug":"%e7%a1%ac%e6%a0%b8%e8%a7%a3%e5%af%86-deepseek-ocr%ef%bc%9aautodl-%e9%83%a8%e7%bd%b2-web-ui-%e5%ae%9e%e6%93%8d%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/11\/06\/27923\/","title":{"rendered":"\u786c\u6838\u89e3\u5bc6 DeepSeek OCR\uff1aAutoDL \u90e8\u7f72 + Web UI \u5b9e\u64cd\u6307\u5357"},"content":{"rendered":"<div><img data-dominant-color=\"c9cacb\" data-has-transparency=\"false\" style=\"--dominant-color: #c9cacb;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-27925\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/199ae9088d4fcbf0421859791f894603e6b325-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/199ae9088d4fcbf0421859791f894603e6b325-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/11\/199ae9088d4fcbf0421859791f894603e6b325-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">DeepSeek-OCR \u7684\u4ef7\u503c\u8fdc\u4e0d\u6b62\u6587\u6863\u8bc6\u522b \u2014\u2014 \u5b83\u901a\u8fc7 &#8220;\u89c6\u89c9\u538b\u7f29&#8221; \u8303\u5f0f\uff0c\u4e3a\u5927\u6a21\u578b\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u63d0\u4f9b\u4e86\u5168\u65b0\u601d\u8def\uff1a\u804a\u5929\u673a\u5668\u4eba\u53ef\u901a\u8fc7\u89c6\u89c9\u538b\u7f29\u5b58\u50a8\u5bf9\u8bdd\u5386\u53f2\uff0c\u6a21\u62df\u4eba\u7c7b\u8bb0\u5fc6\u8870\u9000\u673a\u5236\uff1b\u591a\u6a21\u6001 RAG \u7cfb\u7edf\u80fd\u4ee5\u66f4\u4f4e\u6210\u672c\u5904\u7406\u6d77\u91cf\u6587\u6863\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p>\u00a0DeepSeek \u56e2\u961f\u5f00\u6e90\u7684 DeepSeek-OCR \u6a21\u578b\uff0c\u7528 &#8220;\u89c6\u89c9\u538b\u7f29&#8221; \u8fd9\u628a\u94a5\u5319\u6253\u5f00\u4e86\u957f\u6587\u6863\u5904\u7406\u7684\u6548\u7387\u67b7\u9501\uff0c3B \u53c2\u6570\u91cf\u5374\u5b9e\u73b0\u4e86 97% \u7684\u8bc6\u522b\u7cbe\u5ea6\u3002\u4eca\u5929\u6211\u4eec\u5c31\u6765\u786c\u6838\u62c6\u89e3\u5176\u6280\u672f\u5185\u6838\uff0c\u518d\u624b\u628a\u624b\u6559\u4f60\u5728 AutoDL \u4e0a\u90e8\u7f72\u5e76\u642d\u5efa\u53ef\u89c6\u5316 Web UI\u3002<\/p>\n<h2>\u4e00\u3001\u98a0\u8986\u4f20\u7edf\uff1aDeepSeek OCR \u7684\u4e09\u5927\u6280\u672f\u9769\u547d<\/h2>\n<h3>1. \u6838\u5fc3\u7a81\u7834\uff1a\u5149\u5b66\u4e0a\u4e0b\u6587\u538b\u7f29\u6280\u672f<\/h3>\n<p>\u4f20\u7edf OCR \u5904\u7406\u957f\u6587\u6863\u65f6\uff0c\u4f1a\u5c06\u6587\u672c\u62c6\u5206\u4e3a\u6570\u5343\u4e2a token\uff0c\u5bfc\u81f4\u8ba1\u7b97\u91cf\u5448\u5e73\u65b9\u7ea7\u589e\u957f\uff0c\u8fd9\u4e5f\u662f\u5904\u7406\u767e\u9875\u62a5\u544a\u65f6\u5361\u987f\u3001\u663e\u5b58\u6ea2\u51fa\u7684\u6839\u6e90\u3002DeepSeek-OCR \u53cd\u5176\u9053\u800c\u884c\u4e4b\uff0c\u63d0\u51fa<strong>\u5149\u5b66\u4e0a\u4e0b\u6587\u538b\u7f29<\/strong>\u8303\u5f0f \u2014\u2014 \u65e2\u7136\u4eba\u7c7b\u901a\u8fc7\u89c6\u89c9\u9ad8\u6548\u8bfb\u53d6\u6587\u672c\uff0cAI \u4e3a\u4f55\u4e0d\u80fd\u76f4\u63a5 &#8220;\u770b&#8221; \u6587\u6863\u800c\u975e\u9010\u5b57\u8bc6\u522b\uff1f<\/p>\n<p>\u5b9e\u9a8c\u6570\u636e\u8bc1\u660e\u4e86\u8fd9\u4e00\u601d\u8def\u7684\u9769\u547d\u6027\uff1a2000 \u5b57\u6587\u6863\u9700 3000 + \u6587\u672c token\uff0c\u800c DeepSeek-OCR \u4ec5\u7528 256 \u4e2a\u89c6\u89c9 token \u5373\u53ef\u627f\u8f7d\uff0c\u5728 10 \u500d\u538b\u7f29\u7387\u4e0b\u4ecd\u4fdd\u6301 97% \u7cbe\u5ea6\uff0c\u5373\u4fbf\u538b\u7f29 20 \u500d\u6838\u5fc3\u4fe1\u606f\u7559\u5b58\u7387\u4ecd\u8fbe 60%\u3002\u8fd9\u79cd\u538b\u7f29\u4e0d\u662f\u7b80\u5355\u7684\u4fe1\u606f\u5220\u51cf\uff0c\u800c\u662f\u901a\u8fc7\u4e8c\u7ef4\u89c6\u89c9\u7a7a\u95f4\u7f16\u7801\u5b9e\u73b0\u66f4\u9ad8\u4fe1\u606f\u5bc6\u5ea6\uff0c\u5c31\u50cf\u628a\u7ebf\u6027\u6587\u672c &#8220;\u6253\u5305&#8221; \u6210\u9ad8\u6548\u56fe\u50cf\u683c\u5f0f\u3002<\/p>\n<h3>2. \u53cc\u6838\u67b6\u6784\uff1a\u538b\u7f29\u4e0e\u89e3\u7801\u7684\u5b8c\u7f8e\u534f\u4f5c<\/h3>\n<p>DeepSeek-OCR \u91c7\u7528 &#8220;\u7f16\u7801\u5668 &#8211; \u89e3\u7801\u5668&#8221; \u7aef\u5230\u7aef\u67b6\u6784\uff0c\u4e24\u4e2a\u6838\u5fc3\u7ec4\u4ef6\u5404\u53f8\u5176\u804c\u53c8\u65e0\u7f1d\u8854\u63a5\uff1a<\/p>\n<h4>\uff081\uff09DeepEncoder\uff1a380M \u53c2\u6570\u7684 &#8220;\u89c6\u89c9\u538b\u7f29\u5927\u5e08&#8221;<\/h4>\n<p>\u4f5c\u4e3a\u6a21\u578b\u7684 &#8220;\u773c\u775b&#8221;\uff0c\u5b83\u901a\u8fc7 &#8220;\u5c40\u90e8\u611f\u77e5 + \u5168\u5c40\u7406\u89e3&#8221; \u7684\u53cc\u9636\u6bb5\u8bbe\u8ba1\u5e73\u8861\u538b\u7f29\u6548\u7387\u4e0e\u8bc6\u522b\u7cbe\u5ea6\uff1a<\/p>\n<ul data-id=\"u738a58b-hmQ06KUn\">\n<li data-id=\"ld70c578-vcX5BJEw\"><strong>\u5c40\u90e8\u7ec6\u8282\u6355\u6349<\/strong>\uff1a\u57fa\u4e8e SAM-base \u6a21\u578b\uff0880M \u53c2\u6570\uff09\uff0c\u5c06\u56fe\u50cf\u5206\u5272\u4e3a 16\u00d716 \u7684 Patch\uff0c\u7528\u7a97\u53e3\u6ce8\u610f\u529b\u673a\u5236\u7cbe\u51c6\u6355\u6349\u5b57\u7b26\u7ec6\u8282\uff0c\u907f\u514d\u5168\u5c40\u8ba1\u7b97\u7684\u9ad8\u5f00\u9500\u3002<\/li>\n<li data-id=\"ld70c578-JOzcRl5C\"><strong>16 \u500d\u5377\u79ef\u538b\u7f29<\/strong>\uff1a\u901a\u8fc7\u4e24\u5c42 3\u00d73 \u5377\u79ef\u6a21\u5757\uff0c\u5c06 1024\u00d71024 \u56fe\u50cf\u751f\u6210\u7684 4096 \u4e2a Token \u538b\u7f29\u81f3 256 \u4e2a\uff0c\u5927\u5e45\u964d\u4f4e\u540e\u7eed\u8ba1\u7b97\u538b\u529b\u3002<\/li>\n<li data-id=\"ld70c578-ABESIVHp\"><strong>\u5168\u5c40\u8bed\u4e49\u6574\u5408<\/strong>\uff1a\u501f\u52a9 CLIP-large \u6a21\u578b\uff08300M \u53c2\u6570\uff09\u63d0\u70bc\u6587\u6863\u5e03\u5c40\u4e0e\u903b\u8f91\u5173\u7cfb\uff0c\u786e\u4fdd\u538b\u7f29\u540e\u4e0d\u4e22\u5931\u6574\u4f53\u7ed3\u6784\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<p>\u66f4\u7075\u6d3b\u7684\u662f\u5176\u591a\u5206\u8fa8\u7387\u9002\u914d\u80fd\u529b\uff0c\u4ece 512\u00d7512\uff0864 Token\uff09\u7684 Tiny \u6a21\u5f0f\u5230 1280\u00d71280\uff08400 Token\uff09\u7684 Large \u6a21\u5f0f\uff0c\u8fd8\u652f\u6301 Gundam \u52a8\u6001\u5206\u5757\u6a21\u5f0f\u5904\u7406\u62a5\u7eb8\u7b49\u8d85\u957f\u7bc7\u5e45\u6587\u6863\uff0c\u5b9e\u73b0 &#8220;\u6309\u9700\u538b\u7f29&#8221;\u3002<\/p>\n<h4>\uff082\uff09DeepSeek-3B-MoE\uff1a\u9ad8\u6548\u6fc0\u6d3b\u7684 &#8220;\u89e3\u7801\u4e13\u5bb6&#8221;<\/h4>\n<p>\u4f5c\u4e3a\u6a21\u578b\u7684 &#8220;\u5927\u8111&#8221;\uff0c\u8fd9\u4e2a 30 \u4ebf\u53c2\u6570\u7684\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\u6697\u85cf\u8282\u80fd\u7384\u673a\uff1a\u63a8\u7406\u65f6\u4ec5\u6fc0\u6d3b 64 \u4e2a\u8def\u7531\u4e13\u5bb6\u4e2d\u7684 6 \u4e2a\uff08\u5b9e\u9645\u6fc0\u6d3b 5.7 \u4ebf\u53c2\u6570\uff09\uff0c\u65e2\u4fdd\u7559\u5927\u6a21\u578b\u7684\u7406\u89e3\u80fd\u529b\uff0c\u53c8\u5b9e\u73b0\u5c0f\u6a21\u578b\u7684\u63a8\u7406\u901f\u5ea6 \u2014\u2014A100 \u663e\u5361\u5355\u9875\u5904\u7406\u4ec5\u9700 0.8 \u79d2\uff0c\u6bcf\u5929\u53ef\u5904\u7406 20 \u4e07\u9875\u6587\u6863\u3002<\/p>\n<h3>3. \u6027\u80fd\u78be\u538b\uff1a\u4e3b\u6d41 OCR \u5de5\u5177\u6a2a\u5411\u5bf9\u6bd4<\/h3>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"1019.16px\">\n<colgroup data-id=\"c7104f7d-LWciFh6S\">\n<col span=\"1\" width=\"254.781\" data-id=\"cd89ecb0-1UfaJ0C4\" \/>\n<col span=\"1\" width=\"254.781\" data-id=\"cd89ecb0-SCaNjlnJ\" \/>\n<col span=\"1\" width=\"254.781\" data-id=\"cd89ecb0-5DeTXmBM\" \/>\n<col span=\"1\" width=\"254.812\" data-id=\"cd89ecb0-eZMFGTHU\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-DF6jkO2G\">\n<tr data-id=\"t55f8e55-Iak01mjR\">\n<td data-id=\"t7977b65-iUe7XmPc\" data-transient-attributes=\"table-cell-selection\">\u8bc4\u4f30\u7ef4\u5ea6<\/td>\n<td data-id=\"t7977b65-BKggceVQ\" data-transient-attributes=\"table-cell-selection\">DeepSeek-OCR<\/td>\n<td data-id=\"t7977b65-i3NlSZLm\" data-transient-attributes=\"table-cell-selection\">Tesseract 5.3<\/td>\n<td class=\"table-last-row\" data-id=\"t7977b65-Of1Yb0aJ\" data-transient-attributes=\"table-cell-selection\">\u767e\u5ea6 OCR API<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-KVM3EmQf\">\n<td data-id=\"t9083f42-Gc9HNgVN\" data-transient-attributes=\"table-cell-selection\">\u67b6\u6784\u7c7b\u578b<\/td>\n<td data-id=\"t9083f42-La0I2LlX\" data-transient-attributes=\"table-cell-selection\">\u7aef\u5230\u7aef VLM<\/td>\n<td data-id=\"t9083f42-1BTJfU9d\" data-transient-attributes=\"table-cell-selection\">\u68c0\u6d4b\u2192\u8bc6\u522b\u4e09\u6bb5\u5f0f<\/td>\n<td class=\"table-last-row\" data-id=\"t9083f42-foN02mO2\" data-transient-attributes=\"table-cell-selection\">\u89c4\u5219 + \u6df1\u5ea6\u5b66\u4e60\u6df7\u5408<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-NkeZQB5l\">\n<td data-id=\"t9083f42-RHehMFSq\" data-transient-attributes=\"table-cell-selection\">\u957f\u6587\u6863\u652f\u6301<\/td>\n<td data-id=\"t9083f42-oMKLRg95\" data-transient-attributes=\"table-cell-selection\">\u4f18\uff08\u89c6\u89c9\u538b\u7f29\uff09<\/td>\n<td data-id=\"t9083f42-GRgQMs1P\" data-transient-attributes=\"table-cell-selection\">\u5dee\uff08\u4e0a\u4e0b\u6587\u65ad\u88c2\uff09<\/td>\n<td class=\"table-last-row\" data-id=\"t9083f42-bfjqSaMc\" data-transient-attributes=\"table-cell-selection\">\u4e2d\uff08API \u957f\u5ea6\u9650\u5236\uff09<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-SO5LO43I\">\n<td data-id=\"t9083f42-qB62L7NN\" data-transient-attributes=\"table-cell-selection\">\u7ed3\u6784\u5316\u8f93\u51fa<\/td>\n<td data-id=\"t9083f42-nXK6Ane2\" data-transient-attributes=\"table-cell-selection\">\u539f\u751f Markdown \/ \u8868\u683c<\/td>\n<td data-id=\"t9083f42-fLJcRlwg\" data-transient-attributes=\"table-cell-selection\">\u9700\u989d\u5916\u540e\u5904\u7406<\/td>\n<td class=\"table-last-row\" data-id=\"t9083f42-sZFUDQuk\" data-transient-attributes=\"table-cell-selection\">\u90e8\u5206\u652f\u6301\u8868\u683c<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-leW1nSUJ\">\n<td data-id=\"t9083f42-I6Drw8km\" data-transient-attributes=\"table-cell-selection\">\u591a\u6a21\u6001\u80fd\u529b<\/td>\n<td data-id=\"t9083f42-hIYk1dPD\" data-transient-attributes=\"table-cell-selection\">\u56fe\u8868 \/ \u516c\u5f0f\u89e3\u6790<\/td>\n<td data-id=\"t9083f42-SM0MersN\" data-transient-attributes=\"table-cell-selection\">\u65e0<\/td>\n<td class=\"table-last-row\" data-id=\"t9083f42-GQgdaXOG\" data-transient-attributes=\"table-cell-selection\">\u6709\u9650<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-F86apMWD\">\n<td data-id=\"t9083f42-dmu1Ls1O\" data-transient-attributes=\"table-cell-selection\">\u5355\u9875\u5904\u7406\u901f\u5ea6<\/td>\n<td data-id=\"t9083f42-hDQXpugB\" data-transient-attributes=\"table-cell-selection\">~0.8s\uff08Base \u6a21\u5f0f\uff09<\/td>\n<td data-id=\"t9083f42-9mRvslnJ\" data-transient-attributes=\"table-cell-selection\">~0.3s<\/td>\n<td class=\"table-last-row\" data-id=\"t9083f42-SNw4PKAS\" data-transient-attributes=\"table-cell-selection\">~0.5s<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-4pBAIFEQ\">\n<td class=\"table-last-column\" data-id=\"t9083f42-7rlUEPvm\" data-transient-attributes=\"table-cell-selection\">\u4e2d\u6587\u8bc6\u522b\u51c6\u786e\u7387<\/td>\n<td class=\"table-last-column\" data-id=\"t9083f42-Vh4YJ4Q5\" data-transient-attributes=\"table-cell-selection\">98.2%<\/td>\n<td class=\"table-last-column\" data-id=\"t9083f42-QliGk2Fb\" data-transient-attributes=\"table-cell-selection\">89%<\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"t9083f42-o0n3TmWa\" data-transient-attributes=\"table-cell-selection\">95%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6570\u636e\u6765\u6e90\uff1aICDAR 2019\u3001IIIT5K \u7b49\u6807\u51c6\u6570\u636e\u96c6\u6d4b\u8bd5<\/p>\n<h2>\u4e8c\u3001\u5b9e\u64cd\u6307\u5357\uff1aAutoDL \u4e91\u7aef\u90e8\u7f72\u5168\u6d41\u7a0b<\/h2>\n<p>\u76f8\u6bd4\u672c\u5730\u90e8\u7f72\uff0cAutoDL \u7684 GPU \u5b9e\u4f8b\u80fd\u5927\u5e45\u964d\u4f4e\u786c\u4ef6\u95e8\u69db\uff0c16G \u663e\u5b58\u5373\u53ef\u6d41\u7545\u8fd0\u884c\uff0c\u4ee5\u4e0b\u662f\u4fdd\u59c6\u7ea7\u6b65\u9aa4\uff1a<\/p>\n<h3>1. \u5b9e\u4f8b\u9009\u578b\u4e0e\u73af\u5883\u51c6\u5907<\/h3>\n<h4>\uff081\uff09\u5b9e\u4f8b\u914d\u7f6e\u63a8\u8350<\/h4>\n<ul data-id=\"u738a58b-QoOboajh\">\n<li data-id=\"ld70c578-58xSGEjT\"><strong>\u5165\u95e8\u7ea7<\/strong>\uff1aRTX 3090\uff0824G \u663e\u5b58\uff09\uff0c\u9002\u5408 Tiny\/Base \u6a21\u5f0f\u6d4b\u8bd5\uff0c\u65f6\u79df\u7ea6 3 \u5143<\/li>\n<li data-id=\"ld70c578-5JFBFkuP\"><strong>\u751f\u4ea7\u7ea7<\/strong>\uff1aA100-40G\uff0840G \u663e\u5b58\uff09\uff0c\u652f\u6301 Gundam \u6a21\u5f0f\u6279\u91cf\u5904\u7406\uff0c\u65f6\u79df\u7ea6 12 \u5143<\/li>\n<li data-id=\"ld70c578-DkGN5CFo\"><strong>\u955c\u50cf\u9009\u62e9<\/strong>\uff1a\u4f18\u5148 &#8220;PyTorch 2.6.0 + CUDA 11.8&#8221; \u9884\u914d\u7f6e\u955c\u50cf\uff0c\u7701\u53bb\u73af\u5883\u642d\u5efa\u9ebb\u70e6<\/li>\n<\/ul>\n<h4>\uff082\uff09\u57fa\u7840\u73af\u5883\u914d\u7f6e<\/h4>\n<p>\u767b\u5f55 AutoDL \u5b9e\u4f8b\u540e\uff0c\u5148\u66f4\u65b0\u7cfb\u7edf\u5e76\u521b\u5efa\u865a\u62df\u73af\u5883\uff1a<\/p>\n<p>bash<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token comment\"># \u66f4\u65b0\u7cfb\u7edf\u5305<\/span>\r\nsudoapt <span class=\"token keyword\">update<\/span> <span class=\"token operator\">&amp;&amp;<\/span>sudoapt upgrade <span class=\"token operator\">-<\/span>y\r\n\r\n<span class=\"token comment\"># \u521b\u5efa\u5e76\u6fc0\u6d3b\u865a\u62df\u73af\u5883<\/span>\r\nconda <span class=\"token keyword\">create<\/span> <span class=\"token operator\">-<\/span>n deepseek<span class=\"token operator\">-<\/span>ocr python<span class=\"token operator\">=<\/span><span class=\"token number\">3.12<\/span><span class=\"token operator\">-<\/span>y\r\nconda activate deepseek<span class=\"token operator\">-<\/span>ocr\r\n\r\n<span class=\"token comment\"># \u5b89\u88c5PyTorch\uff08\u5df2\u9884\u88c5\u53ef\u8df3\u8fc7\uff09<\/span>\r\npip installtorch<span class=\"token operator\">=<\/span><span class=\"token operator\">=<\/span><span class=\"token number\">2.6<\/span><span class=\"token number\">.0<\/span> torchvision<span class=\"token operator\">=<\/span><span class=\"token operator\">=<\/span><span class=\"token number\">0.21<\/span><span class=\"token number\">.0<\/span> <span class=\"token comment\">--index-url https:\/\/download.pytorch.org\/whl\/cu118<\/span><\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h3>2. \u6a21\u578b\u4e0e\u4f9d\u8d56\u5b89\u88c5<\/h3>\n<h4>\uff081\uff09\u514b\u9686\u4ed3\u5e93\u4e0e\u5b89\u88c5\u4f9d\u8d56<\/h4>\n<p>bash<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token comment\"># \u514b\u9686\u5b98\u65b9\u4ed3\u5e93<\/span>\r\ngit clone https:<span class=\"token comment\">\/\/github.com\/deepseek-ai\/DeepSeek-OCR.git<\/span>\r\ncd DeepSeek<span class=\"token operator\">-<\/span>OCR\r\n\r\n<span class=\"token comment\"># \u5b89\u88c5\u6838\u5fc3\u4f9d\u8d56<\/span>\r\npip install<span class=\"token operator\">-<\/span>r requirements<span class=\"token punctuation\">.<\/span>txt\r\n\r\n<span class=\"token comment\"># \u5b89\u88c5\u52a0\u901f\u7ec4\u4ef6\uff08\u53ef\u9009\u4f46\u63a8\u8350\uff09<\/span>\r\npip install flash<span class=\"token operator\">-<\/span>attn<span class=\"token operator\">=<\/span><span class=\"token operator\">=<\/span><span class=\"token number\">2.7<\/span><span class=\"token number\">.3<\/span> <span class=\"token comment\">--no-build-isolation<\/span>\r\n<\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>\uff082\uff09\u6a21\u578b\u4e0b\u8f7d\uff08\u4e09\u79cd\u65b9\u5f0f\u4efb\u9009\uff09<\/h4>\n<ol class=\"list-paddingleft-1\" data-id=\"odd3d8fc-V8SU8jIg\">\n<li data-id=\"ld70c578-HvM8gogM\"><strong>ModelScope \u52a0\u901f\u4e0b\u8f7d\uff08\u63a8\u8350\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n<p>bash<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token comment\"># \u5b89\u88c5modelscope<\/span>\r\npip install modelscope\r\n\r\n<span class=\"token comment\"># \u521b\u5efa\u6a21\u578b\u76ee\u5f55\u5e76\u4e0b\u8f7d<\/span>\r\nmkdir<span class=\"token operator\">-<\/span>p <span class=\"token punctuation\">.<\/span><span class=\"token operator\">\/<\/span>models\r\ncd <span class=\"token punctuation\">.<\/span><span class=\"token operator\">\/<\/span>models\r\nmodelscope download <span class=\"token comment\">--model'deepseek-ai\/DeepSeek-OCR'--local_dir'.\/deepseek-ocr'<\/span><\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<ol class=\"list-paddingleft-1\" start=\"2\" data-id=\"o77a6ba1-Sf9TYOaA\">\n<li data-id=\"ld70c578-In5LiXJu\"><strong>Hugging Face \u4e0b\u8f7d<\/strong>\uff1a<\/li>\n<\/ol>\n<p>bash<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">git lfs install\r\ngit clone https:<span class=\"token comment\">\/\/huggingface.co\/deepseek-ai\/DeepSeek-OCR .\/models\/deepseek-ocr<\/span><\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<ol class=\"list-paddingleft-1\" start=\"3\" data-id=\"o6bf7741-XGhCY7g2\">\n<li data-id=\"ld70c578-hspVR7IX\"><strong>\u9b54\u5854\u793e\u533a\u4e0b\u8f7d<\/strong>\uff1a\u8bbf\u95ee\u9b54\u5854\u793e\u533a\u6a21\u578b\u5e93\uff0c\u4e0b\u8f7d\u540e\u4e0a\u4f20\u81f3\u5b9e\u4f8b<code>.\/models\/deepseek-ocr<\/code>\u76ee\u5f55\u3002<\/li>\n<\/ol>\n<h3>3. \u6d4b\u8bd5\u6a21\u578b\u53ef\u7528\u6027<\/h3>\n<p>\u521b\u5efa\u6d4b\u8bd5\u811a\u672c<code>test_ocr.py<\/code>\uff0c\u9a8c\u8bc1\u57fa\u7840\u529f\u80fd\uff1a<\/p>\n<p>python<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_4\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">import<\/span> torch\r\n<span class=\"token keyword\">from<\/span> transformers <span class=\"token keyword\">import<\/span> AutoModel<span class=\"token punctuation\">,<\/span> AutoTokenizer\r\n\r\n<span class=\"token comment\"># \u52a0\u8f7d\u6a21\u578b\u4e0e\u5206\u8bcd\u5668<\/span>\r\nmodel_name <span class=\"token operator\">=<\/span><span class=\"token string\">'.\/models\/deepseek-ocr'<\/span>\r\ntokenizer <span class=\"token operator\">=<\/span> AutoTokenizer<span class=\"token punctuation\">.<\/span>from_pretrained<span class=\"token punctuation\">(<\/span>model_name<span class=\"token punctuation\">,<\/span> trust_remote_code<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span>\r\nmodel <span class=\"token operator\">=<\/span> AutoModel<span class=\"token punctuation\">.<\/span>from_pretrained<span class=\"token punctuation\">(<\/span>\r\n    model_name<span class=\"token punctuation\">,<\/span>\r\n    _attn_implementation<span class=\"token operator\">=<\/span><span class=\"token string\">'flash_attention_2'<\/span><span class=\"token punctuation\">,<\/span>\r\n    trust_remote_code<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>\r\n    use_safetensors<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span>\r\n<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>eval<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>cuda<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">to<\/span><span class=\"token punctuation\">(<\/span>torch<span class=\"token punctuation\">.<\/span>bfloat16<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u6d4b\u8bd5\u901a\u7528OCR<\/span>\r\nprompt <span class=\"token operator\">=<\/span><span class=\"token string\">\"&lt;image&gt;\\n&lt;|grounding|&gt;OCR this image.\"<\/span>\r\nres <span class=\"token operator\">=<\/span> model<span class=\"token punctuation\">.<\/span>infer<span class=\"token punctuation\">(<\/span>\r\n    tokenizer<span class=\"token punctuation\">,<\/span>\r\n    prompt<span class=\"token operator\">=<\/span>prompt<span class=\"token punctuation\">,<\/span>\r\n    image_file<span class=\"token operator\">=<\/span><span class=\"token string\">'test.jpg'<\/span><span class=\"token punctuation\">,<\/span><span class=\"token comment\"># \u4e0a\u4f20\u6d4b\u8bd5\u56fe\u7247\u81f3\u5f53\u524d\u76ee\u5f55<\/span>\r\n    base_size<span class=\"token operator\">=<\/span><span class=\"token number\">1024<\/span><span class=\"token punctuation\">,<\/span>\r\n    save_results<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u8bc6\u522b\u7ed3\u679c\uff1a\"<\/span><span class=\"token punctuation\">,<\/span> res<span class=\"token punctuation\">[<\/span><span class=\"token string\">'text'<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_4\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8fd0\u884c\u811a\u672c<code>python test_ocr.py<\/code>\uff0c\u82e5\u8f93\u51fa\u8bc6\u522b\u6587\u672c\u5219\u8bf4\u660e\u6a21\u578b\u90e8\u7f72\u6210\u529f\u3002<\/p>\n<h2>\u4e09\u3001\u53ef\u89c6\u5316\u5347\u7ea7\uff1aWeb UI \u642d\u5efa\u4e0e\u529f\u80fd\u5b9e\u6218<\/h2>\n<p>\u4e3a\u4e86\u6446\u8131\u547d\u4ee4\u884c\u64cd\u4f5c\uff0c\u6211\u4eec\u91c7\u7528\u793e\u533a\u6210\u719f\u7684 Web UI \u9879\u76ee\uff0c\u652f\u6301\u6279\u91cf\u5904\u7406\u3001Markdown \u8f93\u51fa\u7b49\u5b9e\u7528\u529f\u80fd\uff1a<\/p>\n<h3>1. \u4e24\u79cd Web UI \u65b9\u6848\u9009\u578b<\/h3>\n<h4>\uff081\uff09\u8f7b\u91cf Gradio \u65b9\u6848\uff08\u5feb\u901f\u4e0a\u624b\uff09<\/h4>\n<p>\u9002\u5408\u5feb\u901f\u9a8c\u8bc1\u529f\u80fd\uff0c\u57fa\u4e8e\u5b98\u65b9 Demo \u6a21\u677f\u6539\u9020\uff1a<\/p>\n<p>bash<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_5\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token comment\"># \u5b89\u88c5Gradio<\/span>\r\npip install gradio\r\n\r\n<span class=\"token comment\"># \u521b\u5efaGradio\u6f14\u793a\u811a\u672c<\/span>\r\nnano gradio_demo<span class=\"token punctuation\">.<\/span>py\r\n<\/code><\/pre>\n<ul id=\"code_id_5\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u7c98\u8d34\u4ee5\u4e0b\u4ee3\u7801\uff08\u4fee\u6539\u6a21\u578b\u8def\u5f84\uff09\uff1a<\/p>\n<p>python<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_6\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">import<\/span> gradio <span class=\"token keyword\">as<\/span> gr\r\n<span class=\"token keyword\">import<\/span> torch\r\n<span class=\"token keyword\">from<\/span> transformers <span class=\"token keyword\">import<\/span> AutoModel<span class=\"token punctuation\">,<\/span> AutoTokenizer\r\n\r\n<span class=\"token comment\"># \u52a0\u8f7d\u6a21\u578b\uff08\u540c\u4e0a\uff0c\u7565\u53bb\u91cd\u590d\u4ee3\u7801\uff09<\/span>\r\nmodel_name <span class=\"token operator\">=<\/span><span class=\"token string\">'.\/models\/deepseek-ocr'<\/span>\r\ntokenizer <span class=\"token operator\">=<\/span> AutoTokenizer<span class=\"token punctuation\">.<\/span>from_pretrained<span class=\"token punctuation\">(<\/span>model_name<span class=\"token punctuation\">,<\/span> trust_remote_code<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span>\r\nmodel <span class=\"token operator\">=<\/span> AutoModel<span class=\"token punctuation\">.<\/span>from_pretrained<span class=\"token punctuation\">(<\/span>\r\n    model_name<span class=\"token punctuation\">,<\/span>\r\n    _attn_implementation<span class=\"token operator\">=<\/span><span class=\"token string\">'flash_attention_2'<\/span><span class=\"token punctuation\">,<\/span>\r\n    trust_remote_code<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>\r\n    use_safetensors<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span>\r\n<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>eval<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>cuda<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">to<\/span><span class=\"token punctuation\">(<\/span>torch<span class=\"token punctuation\">.<\/span>bfloat16<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u8bc6\u522b\u51fd\u6570<\/span>\r\ndefocr_process<span class=\"token punctuation\">(<\/span>image<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">mode<\/span><span class=\"token punctuation\">)<\/span>:\r\n<span class=\"token keyword\">if<\/span> <span class=\"token keyword\">mode<\/span> <span class=\"token operator\">=<\/span><span class=\"token operator\">=<\/span><span class=\"token string\">\"\u901a\u7528OCR\"<\/span>:\r\n        prompt <span class=\"token operator\">=<\/span><span class=\"token string\">\"&lt;image&gt;\\n&lt;|grounding|&gt;OCR this image.\"<\/span>\r\nelif <span class=\"token keyword\">mode<\/span> <span class=\"token operator\">=<\/span><span class=\"token operator\">=<\/span><span class=\"token string\">\"Markdown\u8f93\u51fa\"<\/span>:\r\n        prompt <span class=\"token operator\">=<\/span><span class=\"token string\">\"&lt;image&gt;\\n&lt;|grounding|&gt;Convert the document to markdown.\"<\/span>\r\nelif <span class=\"token keyword\">mode<\/span> <span class=\"token operator\">=<\/span><span class=\"token operator\">=<\/span><span class=\"token string\">\"\u8868\u683c\u8bc6\u522b\"<\/span>:\r\n        prompt <span class=\"token operator\">=<\/span><span class=\"token string\">\"&lt;image&gt;\\n&lt;|grounding|&gt;Extract tables and output as markdown.\"<\/span>\r\n    res <span class=\"token operator\">=<\/span> model<span class=\"token punctuation\">.<\/span>infer<span class=\"token punctuation\">(<\/span>tokenizer<span class=\"token punctuation\">,<\/span> prompt<span class=\"token operator\">=<\/span>prompt<span class=\"token punctuation\">,<\/span> image_file<span class=\"token operator\">=<\/span>image<span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">return<\/span> res<span class=\"token punctuation\">[<\/span><span class=\"token string\">'text'<\/span><span class=\"token punctuation\">]<\/span>\r\n\r\n<span class=\"token comment\"># \u6784\u5efa\u754c\u9762<\/span>\r\n<span class=\"token keyword\">with<\/span> gr<span class=\"token punctuation\">.<\/span>Blocks<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token keyword\">as<\/span> demo:\r\n    gr<span class=\"token punctuation\">.<\/span>Markdown<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"# DeepSeek-OCR \u53ef\u89c6\u5316\u5de5\u5177\"<\/span><span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">with<\/span> gr<span class=\"token punctuation\">.<\/span><span class=\"token keyword\">Row<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>:\r\n        input_img <span class=\"token operator\">=<\/span> gr<span class=\"token punctuation\">.<\/span>Image<span class=\"token punctuation\">(<\/span><span class=\"token keyword\">type<\/span><span class=\"token operator\">=<\/span><span class=\"token string\">\"filepath\"<\/span><span class=\"token punctuation\">,<\/span> label<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u4e0a\u4f20\u56fe\u7247\"<\/span><span class=\"token punctuation\">)<\/span>\r\n        output_text <span class=\"token operator\">=<\/span> gr<span class=\"token punctuation\">.<\/span>Textbox<span class=\"token punctuation\">(<\/span>label<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u8bc6\u522b\u7ed3\u679c\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">lines<\/span><span class=\"token operator\">=<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">mode<\/span> <span class=\"token operator\">=<\/span> gr<span class=\"token punctuation\">.<\/span>Radio<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">\"\u901a\u7528OCR\"<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">\"Markdown\u8f93\u51fa\"<\/span><span class=\"token punctuation\">,<\/span><span class=\"token string\">\"\u8868\u683c\u8bc6\u522b\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">value<\/span><span class=\"token operator\">=<\/span><span class=\"token string\">\"\u901a\u7528OCR\"<\/span><span class=\"token punctuation\">,<\/span> label<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u8bc6\u522b\u6a21\u5f0f\"<\/span><span class=\"token punctuation\">)<\/span>\r\n    btn <span class=\"token operator\">=<\/span> gr<span class=\"token punctuation\">.<\/span>Button<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u5f00\u59cb\u8bc6\u522b\"<\/span><span class=\"token punctuation\">)<\/span>\r\n    btn<span class=\"token punctuation\">.<\/span>click<span class=\"token punctuation\">(<\/span>ocr_process<span class=\"token punctuation\">,<\/span> inputs<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>input_img<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">mode<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> outputs<span class=\"token operator\">=<\/span>output_text<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u542f\u52a8\u670d\u52a1\uff08AutoDL\u9700\u914d\u7f6e\u7aef\u53e3\uff09<\/span>\r\ndemo<span class=\"token punctuation\">.<\/span>launch<span class=\"token punctuation\">(<\/span>server_name<span class=\"token operator\">=<\/span><span class=\"token string\">'0.0.0.0'<\/span><span class=\"token punctuation\">,<\/span> server_port<span class=\"token operator\">=<\/span><span class=\"token number\">6006<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">share<\/span><span class=\"token operator\">=<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_6\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>\uff082\uff09\u529f\u80fd\u589e\u5f3a\u65b9\u6848\uff08\u751f\u4ea7\u7ea7\uff09<\/h4>\n<p>\u91c7\u7528 neosun100 \u5f00\u53d1\u7684 Web UI\uff0c\u652f\u6301 7 \u79cd\u8bc6\u522b\u6a21\u5f0f\u548c\u53ef\u89c6\u5316\u6807\u6ce8\uff1a<\/p>\n<p>bash<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_7\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token comment\"># \u514b\u9686\u9879\u76ee<\/span>\r\ngit clone https:<span class=\"token comment\">\/\/github.com\/neosun100\/DeepSeek-OCR-WebUI.git<\/span>\r\ncd DeepSeek<span class=\"token operator\">-<\/span>OCR<span class=\"token operator\">-<\/span>WebUI\r\n\r\n<span class=\"token comment\"># Docker\u4e00\u952e\u542f\u52a8\uff08\u63a8\u8350\uff09<\/span>\r\ndocker compose up <span class=\"token operator\">-<\/span>d\r\n\r\n<span class=\"token comment\"># \u975eDocker\u90e8\u7f72<\/span>\r\npip install<span class=\"token operator\">-<\/span>r requirements<span class=\"token punctuation\">.<\/span>txt\r\npython app<span class=\"token punctuation\">.<\/span>py <span class=\"token comment\">--model-path .\/models\/deepseek-ocr --port6006<\/span><\/code><\/pre>\n<ul id=\"code_id_7\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h3>2. AutoDL \u7aef\u53e3\u6620\u5c04\u4e0e\u8bbf\u95ee<\/h3>\n<p>AutoDL \u5b9e\u4f8b\u65e0\u516c\u7f51 IP\uff0c\u9700\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u8bbf\u95ee Web UI\uff1a<\/p>\n<ol class=\"list-paddingleft-1\" data-id=\"odd3d8fc-8BpYilOf\">\n<li data-id=\"ld70c578-WA6QyUDv\"><strong>\u4f01\u4e1a\u7528\u6237<\/strong>\uff1a\u8ba4\u8bc1\u540e\u5728\u63a7\u5236\u53f0 &#8220;\u81ea\u5b9a\u4e49\u670d\u52a1&#8221; \u4e2d\u5f00\u653e 6006 \u7aef\u53e3\uff0c\u83b7\u53d6\u516c\u7f51\u8bbf\u95ee\u5730\u5740\uff08\u5982<code>u39-b3fb-39a640fd.nmb2.seetacloud.com:8443<\/code>\uff09\u3002<\/li>\n<li data-id=\"ld70c578-jlOMNvIL\"><strong>\u4e2a\u4eba\u7528\u6237<\/strong>\uff1a\u4f7f\u7528 SSH \u96a7\u9053\u6620\u5c04\u7aef\u53e3\uff0c\u672c\u5730\u6267\u884c\uff1a<\/li>\n<\/ol>\n<p>bash<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_8\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token comment\"># \u683c\u5f0f\uff1assh -CNg -L \u672c\u5730\u7aef\u53e3:127.0.0.1:\u5b9e\u4f8b\u7aef\u53e3 \u7528\u6237\u540d@\u5b9e\u4f8b\u5730\u5740 -p SSH\u7aef\u53e3<\/span>\r\nssh<span class=\"token operator\">-<\/span>CNg<span class=\"token operator\">-<\/span>L8080:<span class=\"token number\">127.0<\/span><span class=\"token number\">.0<\/span><span class=\"token number\">.1<\/span>:<span class=\"token number\">6006<\/span> root<span class=\"token variable\">@connect.westc.gpuhub.com<\/span> <span class=\"token operator\">-<\/span>p28345<\/code><\/pre>\n<ul id=\"code_id_8\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4e4b\u540e\u8bbf\u95ee\u672c\u5730<code>http:\/\/127.0.0.1:8080<\/code>\u5373\u53ef\u6253\u5f00 Web UI\u3002<\/p>\n<h3>3. \u5b9e\u6218\u573a\u666f\uff1a\u4e09\u5927\u6838\u5fc3\u529f\u80fd\u6d4b\u8bd5<\/h3>\n<h4>\uff081\uff09\u79d1\u7814\u8bba\u6587\u516c\u5f0f\u8bc6\u522b<\/h4>\n<ul data-id=\"u738a58b-Rqx6NVeU\">\n<li data-id=\"ld70c578-dAwsVbf2\"><strong>\u64cd\u4f5c<\/strong>\uff1a\u9009\u62e9 &#8220;Markdown \u8f93\u51fa&#8221; \u6a21\u5f0f\uff0c\u4e0a\u4f20\u542b\u516c\u5f0f\u7684\u8bba\u6587\u9875\u9762\uff0c\u8f93\u5165\u63d0\u793a\u8bcd<code>&lt;image&gt;\\nExtract text and formulas, preserve LaTeX format.<\/code><\/li>\n<li data-id=\"ld70c578-s9Qpl5lF\"><strong>\u6548\u679c<\/strong>\uff1a62 \u9875\u8bba\u6587 1.8 \u5206\u949f\u5904\u7406\u5b8c\u6210\uff0cLaTeX \u516c\u5f0f\u76f4\u63a5\u590d\u5236\u5230 Overleaf \u53ef\u7528\uff0c\u8bc6\u522b\u7387\u8fbe 92.1%\u3002<\/li>\n<\/ul>\n<h4>\uff082\uff09\u91d1\u878d\u5e74\u62a5\u8868\u683c\u63d0\u53d6<\/h4>\n<ul data-id=\"u738a58b-2NZvy2cS\">\n<li data-id=\"ld70c578-421HPUMK\"><strong>\u64cd\u4f5c<\/strong>\uff1a\u5207\u6362 Gundam \u6a21\u5f0f\uff0c\u4e0a\u4f20\u5e74\u62a5\u626b\u63cf\u4ef6\uff0c\u63d0\u793a\u8bcd &#8220;\u63d0\u53d6\u8425\u6536\u6784\u6210\u3001\u6bdb\u5229\u7387\uff0c\u751f\u6210\u8054\u52a8\u8868\u683c&#8221;\u3002<\/li>\n<li data-id=\"ld70c578-Tj6bVjhe\"><strong>\u6548\u679c<\/strong>\uff1a286 \u9875\u5e74\u62a5 4 \u5206 12 \u79d2\u5904\u7406\uff0c\u8868\u683c\u65ad\u6863\u7387\u4ece 18.2% \u964d\u81f3 0.5%\uff0c\u6570\u636e\u53ef\u76f4\u63a5\u5bfc\u5165\u91cf\u5316\u6a21\u578b\u3002<\/li>\n<\/ul>\n<h4>\uff083\uff09\u591a\u8bed\u8a00\u6587\u6863\u5904\u7406<\/h4>\n<ul data-id=\"u738a58b-nsEMYGpw\">\n<li data-id=\"ld70c578-Fw602GKo\"><strong>\u64cd\u4f5c<\/strong>\uff1a\u4e0a\u4f20\u963f\u62c9\u4f2f\u8bed\u8d22\u62a5\u6216\u65e5\u8bed\u6280\u672f\u6587\u6863\uff0c\u9009\u62e9 &#8220;\u901a\u7528 OCR&#8221; \u6a21\u5f0f\u3002<\/li>\n<li data-id=\"ld70c578-JMyWkhGv\"><strong>\u6548\u679c<\/strong>\uff1a100 + \u8bed\u8a00\u8bc6\u522b\u51c6\u786e\u7387\u4fdd\u6301 90% \u4ee5\u4e0a\uff0c\u65e0\u9700\u624b\u52a8\u5207\u6362\u8bed\u8a00\u8bbe\u7f6e\u3002<\/li>\n<\/ul>\n<h2>\u56db\u3001\u907f\u5751\u6307\u5357\u4e0e\u6027\u80fd\u4f18\u5316<\/h2>\n<h3>1. \u5e38\u89c1\u95ee\u9898\u89e3\u51b3<\/h3>\n<ul data-id=\"u738a58b-GWPqGqMv\">\n<li data-id=\"ld70c578-2MpdzQ2b\"><strong>\u663e\u5b58\u6ea2\u51fa<\/strong>\uff1a\u964d\u4f4e\u5206\u8fa8\u7387\u6a21\u5f0f\uff08\u5982 Tiny \u6a21\u5f0f\u4ec5\u9700 8G \u663e\u5b58\uff09\uff0c\u6216\u8bbe\u7f6e<code>batch_size=1<\/code>\u3002<\/li>\n<li data-id=\"ld70c578-jIzeNO0k\"><strong>\u6a21\u578b\u4e0b\u8f7d\u6162<\/strong>\uff1a\u4f7f\u7528 ModelScope \u56fd\u5185\u6e90\uff0c\u6216\u63d0\u524d\u4e0b\u8f7d\u6a21\u578b\u4e0a\u4f20\u81f3 AutoDL \u5b9e\u4f8b\u3002<\/li>\n<li data-id=\"ld70c578-xI3LQVQ0\"><strong>Web UI \u65e0\u6cd5\u8bbf\u95ee<\/strong>\uff1a\u68c0\u67e5\u9632\u706b\u5899\u8bbe\u7f6e\uff0c\u786e\u4fdd\u542f\u52a8\u547d\u4ee4\u4e2d<code>server_name='0.0.0.0'<\/code>\uff0c\u7aef\u53e3\u672a\u88ab\u5360\u7528\u3002<\/li>\n<li data-id=\"ld70c578-X7DYLpGc\"><strong>\u8bc6\u522b\u7cbe\u5ea6\u4f4e<\/strong>\uff1a\u590d\u6742\u6587\u6863\u5207\u6362 Gundam \u6a21\u5f0f\uff0c\u6dfb\u52a0\u7cbe\u51c6\u63d0\u793a\u8bcd\uff08\u5982\u6307\u5b9a\u8868\u683c \/ \u516c\u5f0f\u4f4d\u7f6e\uff09\u3002<\/li>\n<\/ul>\n<h3>2. \u6027\u80fd\u4f18\u5316\u6280\u5de7<\/h3>\n<ul data-id=\"u738a58b-eWLnZln9\">\n<li data-id=\"ld70c578-g0I33fkN\"><strong>\u542f\u7528 Flash Attention<\/strong>\uff1a\u63a8\u7406\u901f\u5ea6\u63d0\u5347 2 \u500d\u4ee5\u4e0a\uff0c\u5b89\u88c5\u547d\u4ee4\u89c1\u524d\u6587\u4f9d\u8d56\u5b89\u88c5\u90e8\u5206\u3002<\/li>\n<li data-id=\"ld70c578-FYmDtCgD\"><strong>\u6279\u91cf\u5904\u7406\u52a0\u901f<\/strong>\uff1a\u4f7f\u7528 vLLM \u63a8\u7406\u5f15\u64ce\uff0cA100 \u663e\u5361\u541e\u5410\u91cf\u53ef\u8fbe 2500 tokens\/s\u3002<\/li>\n<li data-id=\"ld70c578-cl31Uyhi\"><strong>\u667a\u80fd\u9884\u538b\u7f29<\/strong>\uff1a\u5bf9\u6e05\u6670\u5ea6\u8981\u6c42\u4f4e\u7684\u4efb\u52a1\uff0c\u81ea\u52a8\u964d\u4f4e\u5206\u8fa8\u7387\uff0c\u663e\u5b58\u5360\u7528\u51cf\u5c11 40%\u3002<\/li>\n<\/ul>\n<h2>\u4e94\u3001\u603b\u7ed3\uff1a\u4e0d\u6b62\u4e8e OCR \u7684\u672a\u6765\u60f3\u8c61<\/h2>\n<p>DeepSeek-OCR \u7684\u4ef7\u503c\u8fdc\u4e0d\u6b62\u6587\u6863\u8bc6\u522b \u2014\u2014 \u5b83\u901a\u8fc7 &#8220;\u89c6\u89c9\u538b\u7f29&#8221; \u8303\u5f0f\uff0c\u4e3a\u5927\u6a21\u578b\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u63d0\u4f9b\u4e86\u5168\u65b0\u601d\u8def\uff1a\u804a\u5929\u673a\u5668\u4eba\u53ef\u901a\u8fc7\u89c6\u89c9\u538b\u7f29\u5b58\u50a8\u5bf9\u8bdd\u5386\u53f2\uff0c\u6a21\u62df\u4eba\u7c7b\u8bb0\u5fc6\u8870\u9000\u673a\u5236\uff1b\u591a\u6a21\u6001 RAG \u7cfb\u7edf\u80fd\u4ee5\u66f4\u4f4e\u6210\u672c\u5904\u7406\u6d77\u91cf\u6587\u6863\u3002<\/p>\n<p>\u76ee\u524d\u6a21\u578b\u5df2\u5b8c\u5168\u5f00\u6e90\uff08MIT \u8bb8\u53ef\uff09\uff0c\u652f\u6301\u672c\u5730\u90e8\u7f72\u3001API \u96c6\u6210\u548c\u4e8c\u6b21\u5f00\u53d1\u3002\u65e0\u8bba\u662f\u4f01\u4e1a\u6784\u5efa\u79c1\u6709\u5316\u6587\u6863\u5904\u7406\u7cfb\u7edf\uff0c\u8fd8\u662f\u7814\u7a76\u8005\u63a2\u7d22\u89c6\u89c9 &#8211; \u6587\u672c\u538b\u7f29\u6280\u672f\uff0cDeepSeek-OCR \u90fd\u662f\u4e0d\u53ef\u591a\u5f97\u7684\u5de5\u5177\u3002<\/p>\n<p>\u6309\u7167\u6587\u4e2d\u6b65\u9aa4\u64cd\u4f5c\uff0c10 \u5206\u949f\u5373\u53ef\u642d\u5efa\u8d77\u81ea\u5df1\u7684 OCR \u670d\u52a1\uff0c\u5feb\u53bb\u8bd5\u8bd5\u628a\u90a3\u4e9b\u5806\u79ef\u5982\u5c71\u7684\u626b\u63cf\u4ef6\u3001\u8bba\u6587\u3001\u62a5\u8868\u53d8\u6210\u53ef\u7f16\u8f91\u7684\u6570\u5b57\u5316\u5185\u5bb9\u5427\uff01<\/p>\n<p><strong>\u76f8\u5173\u8d44\u6e90<\/strong>\uff1a<\/p>\n<ul data-id=\"u738a58b-Jm7J80d4\">\n<li data-id=\"ld70c578-4mAGSJDy\">GitHub \u4ed3\u5e93\uff1ahttps:\/\/github.com\/deepseek-ai\/DeepSeek-OCR<\/li>\n<li data-id=\"ld70c578-A6Ctz8XO\">\u6a21\u578b\u4e0b\u8f7d\uff1ahttps:\/\/huggingface.co\/deepseek-ai\/DeepSeek-OCR<\/li>\n<li data-id=\"ld70c578-vNYd4AQ8\">Web UI \u9879\u76ee\uff1ahttps:\/\/github.com\/neosun100\/DeepSeek-OCR-WebUI<\/li>\n<\/ul>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_27923\" class=\"pvc_stats total_only  \" data-element-id=\"27923\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 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