{"id":83004,"date":"2026-07-25T15:49:17","date_gmt":"2026-07-25T07:49:17","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/83004.html"},"modified":"2026-07-25T15:49:17","modified_gmt":"2026-07-25T07:49:17","slug":"ostrakon-vl-8b%e9%83%a8%e7%bd%b2%e6%a1%88%e4%be%8b%ef%bc%9anvidia-t4%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%b8%8a16gb%e6%98%be%e5%ad%98%e7%a8%b3%e5%ae%9a%e8%bf%90%e8%a1%8c%e5%ae%9e%e5%bd%95","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/83004.html","title":{"rendered":"Ostrakon-VL-8B\u90e8\u7f72\u6848\u4f8b\uff1aNVIDIA T4\u670d\u52a1\u5668\u4e0a16GB\u663e\u5b58\u7a33\u5b9a\u8fd0\u884c\u5b9e\u5f55"},"content":{"rendered":"<h2>Ostrakon-VL-8B\u90e8\u7f72\u6848\u4f8b&#xff1a;NVIDIA T4\u670d\u52a1\u5668\u4e0a16GB\u663e\u5b58\u7a33\u5b9a\u8fd0\u884c\u5b9e\u5f55<\/h2>\n<h3>1. \u5f15\u8a00&#xff1a;\u5f53\u89c6\u89c9\u5927\u6a21\u578b\u9047\u89c1\u96f6\u552e\u4e0e\u9910\u996e<\/h3>\n<p>\u60f3\u8c61\u4e00\u4e0b&#xff0c;\u4f60\u662f\u4e00\u5bb6\u8fde\u9501\u8d85\u5e02\u7684\u8fd0\u8425\u7ecf\u7406&#xff0c;\u6bcf\u5929\u9700\u8981\u5de1\u67e5\u51e0\u5341\u5bb6\u95e8\u5e97\u7684\u5546\u54c1\u9648\u5217\u3001\u536b\u751f\u72b6\u51b5\u548c\u4fc3\u9500\u6d3b\u52a8\u3002\u6216\u8005&#xff0c;\u4f60\u662f\u4e00\u5bb6\u9910\u996e\u8fde\u9501\u7684\u54c1\u63a7\u4e3b\u7ba1&#xff0c;\u8981\u786e\u4fdd\u6bcf\u5bb6\u540e\u53a8\u90fd\u7b26\u5408\u4e25\u683c\u7684\u98df\u54c1\u5b89\u5168\u6807\u51c6\u3002\u4f20\u7edf\u7684\u4eba\u5de5\u5de1\u68c0\u4e0d\u4ec5\u8017\u65f6\u8d39\u529b&#xff0c;\u8fd8\u5bb9\u6613\u56e0\u4e3a\u4e3b\u89c2\u5224\u65ad\u5bfc\u81f4\u6807\u51c6\u4e0d\u4e00\u3002<\/p>\n<p>\u4eca\u5929\u8981\u4ecb\u7ecd\u7684 Ostrakon-VL-8B&#xff0c;\u5c31\u662f\u4e3a\u89e3\u51b3\u8fd9\u7c7b\u95ee\u9898\u800c\u751f\u7684\u3002\u8fd9\u662f\u4e00\u4e2a\u4e13\u95e8\u4e3a\u98df\u54c1\u670d\u52a1\u548c\u96f6\u552e\u573a\u666f\u4f18\u5316\u7684\u591a\u6a21\u6001\u89c6\u89c9\u7406\u89e3\u7cfb\u7edf&#xff0c;\u7b80\u5355\u8bf4&#xff0c;\u5b83\u80fd\u8ba9\u8ba1\u7b97\u673a\u50cf\u7ecf\u9a8c\u4e30\u5bcc\u7684\u7763\u5bfc\u4e00\u6837\u201c\u770b\u61c2\u201d\u5e97\u94fa\u56fe\u7247&#xff0c;\u5e76\u7ed9\u51fa\u4e13\u4e1a\u7684\u5206\u6790\u3002<\/p>\n<p>\u6700\u8ba9\u4eba\u5174\u594b\u7684\u662f&#xff0c;\u8fd9\u4e2a17GB\u7684\u5927\u6a21\u578b&#xff0c;\u5c45\u7136\u80fd\u5728\u666e\u901a\u7684NVIDIA T4\u670d\u52a1\u5668\u4e0a\u7a33\u5b9a\u8fd0\u884c\u2014\u2014\u53ea\u9700\u898116GB\u663e\u5b58&#xff01;\u8fd9\u610f\u5473\u7740\u4ec0\u4e48&#xff1f;\u610f\u5473\u7740\u5f88\u591a\u4e2d\u5c0f\u578b\u4f01\u4e1a\u4e5f\u80fd\u7528\u4e0a\u8fd9\u79cd\u5148\u8fdb\u7684AI\u80fd\u529b&#xff0c;\u800c\u4e0d\u9700\u8981\u6295\u8d44\u6602\u8d35\u7684\u4e13\u4e1a\u786c\u4ef6\u3002<\/p>\n<h3>2. \u9879\u76ee\u6838\u5fc3&#xff1a;\u4e13\u4e3a\u4e1a\u52a1\u573a\u666f\u800c\u751f<\/h3>\n<h4>2.1 \u6a21\u578b\u80cc\u666f\u4e0e\u6280\u672f\u8def\u7ebf<\/h4>\n<p>Ostrakon-VL-8B\u4e0d\u662f\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3\u7684\u901a\u7528\u6a21\u578b&#xff0c;\u800c\u662f\u5728Qwen3-VL-8B\u57fa\u7840\u4e0a\u8fdb\u884c\u9488\u5bf9\u6027\u5fae\u8c03\u7684\u4ea7\u7269\u3002\u8fd9\u79cd\u7b56\u7565\u5f88\u806a\u660e&#xff1a;\u5229\u7528\u6210\u719f\u7684\u57fa\u7840\u6a21\u578b\u80fd\u529b&#xff0c;\u7136\u540e\u9488\u5bf9\u7279\u5b9a\u4e1a\u52a1\u573a\u666f\u8fdb\u884c\u4f18\u5316&#xff0c;\u65e2\u4fdd\u8bc1\u4e86\u6a21\u578b\u7684\u901a\u7528\u7406\u89e3\u80fd\u529b&#xff0c;\u53c8\u83b7\u5f97\u4e86\u4e13\u4e1a\u9886\u57df\u7684\u7cbe\u51c6\u5ea6\u3002<\/p>\n<p>\u6a21\u578b\u7684\u6838\u5fc3\u7279\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u5927\u5c0f\u9002\u4e2d&#xff1a;17GB\u7684\u6a21\u578b\u4f53\u79ef&#xff0c;\u76f8\u6bd4\u52a8\u8f84\u51e0\u5341GB\u7684\u5927\u6a21\u578b&#xff0c;\u90e8\u7f72\u95e8\u69db\u5927\u5927\u964d\u4f4e<\/li>\n<li>\u6027\u80fd\u51fa\u8272&#xff1a;\u5728ShopBench\u8bc4\u6d4b\u4e2d\u83b7\u5f97\u4e8660.1\u5206&#xff0c;\u8fd9\u4e2a\u6210\u7ee9\u751a\u81f3\u8d85\u8fc7\u4e86Qwen3-VL-235B\u8fd9\u6837\u7684\u8d85\u5927\u6a21\u578b<\/li>\n<li>\u573a\u666f\u805a\u7126&#xff1a;\u4e13\u95e8\u9488\u5bf9\u96f6\u552e\u5e97\u94fa\u548c\u9910\u996e\u540e\u53a8\u573a\u666f\u8fdb\u884c\u4f18\u5316<\/li>\n<\/ul>\n<h4>2.2 \u4e3a\u4ec0\u4e48\u9009\u62e9T4\u670d\u52a1\u5668&#xff1f;<\/h4>\n<p>NVIDIA T4\u662f\u5f88\u591a\u4f01\u4e1a\u6570\u636e\u4e2d\u5fc3\u7684\u6807\u51c6\u914d\u7f6e&#xff0c;\u867d\u7136\u4e0d\u662f\u6700\u65b0\u7684GPU&#xff0c;\u4f46\u6709\u51e0\u4e2a\u5173\u952e\u4f18\u52bf&#xff1a;<\/p>\n<ul>\n<li>\u666e\u53ca\u7387\u9ad8&#xff1a;\u5f88\u591a\u4e91\u670d\u52a1\u5546\u90fd\u63d0\u4f9bT4\u5b9e\u4f8b&#xff0c;\u79df\u7528\u6210\u672c\u76f8\u5bf9\u8f83\u4f4e<\/li>\n<li>\u663e\u5b58\u5145\u8db3&#xff1a;16GB\u663e\u5b58\u521a\u597d\u80fd\u6ee1\u8db3Ostrakon-VL-8B\u7684\u9700\u6c42<\/li>\n<li>\u80fd\u6548\u6bd4\u597d&#xff1a;T4\u7684\u529f\u8017\u63a7\u5236\u4e0d\u9519&#xff0c;\u9002\u5408\u957f\u65f6\u95f4\u7a33\u5b9a\u8fd0\u884c<\/li>\n<\/ul>\n<p>\u5728\u5b9e\u9645\u6d4b\u8bd5\u4e2d&#xff0c;\u6211\u4eec\u53d1\u73b0T4\u8fd0\u884c\u8fd9\u4e2a\u6a21\u578b\u5b8c\u5168\u591f\u7528\u3002\u63a8\u7406\u901f\u5ea6\u5728\u53ef\u63a5\u53d7\u8303\u56f4\u5185&#xff0c;\u800c\u4e14\u7a33\u5b9a\u6027\u5f88\u597d&#xff0c;\u8fde\u7eed\u8fd0\u884c24\u5c0f\u65f6\u90fd\u6ca1\u6709\u51fa\u73b0\u663e\u5b58\u6ea2\u51fa\u6216\u6027\u80fd\u4e0b\u964d\u7684\u95ee\u9898\u3002<\/p>\n<h3>3. \u4ece\u96f6\u5f00\u59cb&#xff1a;\u5b8c\u6574\u90e8\u7f72\u6307\u5357<\/h3>\n<h4>3.1 \u73af\u5883\u51c6\u5907\u4e0e\u68c0\u67e5<\/h4>\n<p>\u5728\u5f00\u59cb\u90e8\u7f72\u4e4b\u524d&#xff0c;\u5148\u786e\u8ba4\u4f60\u7684\u670d\u52a1\u5668\u73af\u5883&#xff1a;<\/p>\n<p># \u68c0\u67e5GPU\u72b6\u6001<br \/>\nnvidia-smi<\/p>\n<p># \u68c0\u67e5Python\u7248\u672c&#xff08;\u5efa\u8bae3.8&#043;&#xff09;<br \/>\npython &#8211;version<\/p>\n<p># \u68c0\u67e5CUDA\u7248\u672c&#xff08;\u5efa\u8bae11.7&#043;&#xff09;<br \/>\nnvcc &#8211;version<\/p>\n<p>\u5982\u679c\u4f60\u7684\u670d\u52a1\u5668\u5df2\u7ecf\u9884\u88c5\u4e86\u5fc5\u8981\u7684\u73af\u5883&#xff0c;\u90a3\u4e48\u90e8\u7f72\u8fc7\u7a0b\u4f1a\u975e\u5e38\u7b80\u5355\u3002\u5982\u679c\u6ca1\u6709&#xff0c;\u9700\u8981\u5148\u5b89\u88c5CUDA\u548cPython\u73af\u5883\u3002<\/p>\n<h4>3.2 \u4e09\u6b65\u5b8c\u6210\u90e8\u7f72<\/h4>\n<p>\u7b2c\u4e00\u6b65&#xff1a;\u83b7\u53d6\u6a21\u578b\u6587\u4ef6<\/p>\n<p>\u6a21\u578b\u6587\u4ef6\u901a\u5e38\u6bd4\u8f83\u5927&#xff0c;\u5efa\u8bae\u63d0\u524d\u4e0b\u8f7d\u597d\u3002\u6a21\u578b\u5b58\u653e\u5728\/root\/ai-models\/Ostrakon\/Ostrakon-VL-8B\/\u76ee\u5f55\u4e0b\u3002\u5982\u679c\u4f60\u662f\u4ece\u5934\u5f00\u59cb&#xff0c;\u9700\u8981\u786e\u4fdd\u8fd9\u4e2a\u76ee\u5f55\u6709\u8db3\u591f\u7684\u7a7a\u95f4&#xff08;\u81f3\u5c1120GB&#xff09;\u3002<\/p>\n<p>\u7b2c\u4e8c\u6b65&#xff1a;\u5b89\u88c5\u9879\u76ee\u4ee3\u7801<\/p>\n<p># \u8fdb\u5165\u9879\u76ee\u76ee\u5f55&#xff08;\u5047\u8bbe\u5df2\u7ecf\u5b58\u5728&#xff09;<br \/>\ncd \/root\/Ostrakon-VL-8B<\/p>\n<p># \u5b89\u88c5Python\u4f9d\u8d56<br \/>\npip install -r requirements.txt<\/p>\n<p>\u4f9d\u8d56\u5305\u4e3b\u8981\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>torch&gt;&#061;2.0.0&#xff1a;PyTorch\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6<\/li>\n<li>transformers&gt;&#061;5.2.0&#xff1a;Hugging Face\u7684\u6a21\u578b\u5e93<\/li>\n<li>gradio&gt;&#061;4.0.0&#xff1a;\u7528\u4e8e\u6784\u5efaWeb\u754c\u9762<\/li>\n<li>Pillow&gt;&#061;10.0.0&#xff1a;\u56fe\u50cf\u5904\u7406\u5e93<\/li>\n<\/ul>\n<p>\u7b2c\u4e09\u6b65&#xff1a;\u542f\u52a8\u670d\u52a1<\/p>\n<p>\u6709\u4e24\u79cd\u542f\u52a8\u65b9\u5f0f&#xff0c;\u4efb\u9009\u5176\u4e00&#xff1a;<\/p>\n<p># \u65b9\u5f0f\u4e00&#xff1a;\u76f4\u63a5\u8fd0\u884cPython\u811a\u672c<br \/>\npython \/root\/Ostrakon-VL-8B\/app.py<\/p>\n<p># \u65b9\u5f0f\u4e8c&#xff1a;\u4f7f\u7528\u542f\u52a8\u811a\u672c&#xff08;\u63a8\u8350&#xff09;<br \/>\nbash \/root\/Ostrakon-VL-8B\/start.sh<\/p>\n<p>\u542f\u52a8\u540e&#xff0c;\u4f60\u4f1a\u770b\u5230\u7c7b\u4f3c\u8fd9\u6837\u7684\u8f93\u51fa&#xff1a;<\/p>\n<p>Running on local URL:  http:\/\/0.0.0.0:7860<\/p>\n<h4>3.3 \u9996\u6b21\u542f\u52a8\u7684\u6ce8\u610f\u4e8b\u9879<\/h4>\n<p>\u7b2c\u4e00\u6b21\u542f\u52a8\u65f6&#xff0c;\u6a21\u578b\u9700\u8981\u52a0\u8f7d\u5230\u663e\u5b58\u4e2d&#xff0c;\u8fd9\u4e2a\u8fc7\u7a0b\u5927\u6982\u9700\u89812-3\u5206\u949f\u3002\u4f60\u4f1a\u770b\u5230\u63a7\u5236\u53f0\u8f93\u51fa\u52a0\u8f7d\u8fdb\u5ea6&#xff0c;\u8fd9\u662f\u6b63\u5e38\u73b0\u8c61&#xff0c;\u8010\u5fc3\u7b49\u5f85\u5373\u53ef\u3002<\/p>\n<p>\u52a0\u8f7d\u5b8c\u6210\u540e&#xff0c;\u8bbf\u95ee http:\/\/&lt;\u4f60\u7684\u670d\u52a1\u5668IP&gt;:7860 \u5c31\u80fd\u770b\u5230Web\u754c\u9762\u4e86\u3002\u5982\u679c\u662f\u5728\u672c\u5730\u670d\u52a1\u5668\u90e8\u7f72&#xff0c;\u76f4\u63a5\u8bbf\u95ee http:\/\/localhost:7860 \u5373\u53ef\u3002<\/p>\n<h3>4. \u5b9e\u6218\u5e94\u7528&#xff1a;\u770b\u770b\u5b83\u80fd\u505a\u4ec0\u4e48<\/h3>\n<h4>4.1 \u5355\u56fe\u5206\u6790&#xff1a;\u50cf\u4e13\u5bb6\u4e00\u6837\u201c\u8bfb\u56fe\u201d<\/h4>\n<p>\u4e0a\u4f20\u4e00\u5f20\u5e97\u94fa\u6216\u540e\u53a8\u7684\u56fe\u7247&#xff0c;Ostrakon-VL-8B\u80fd\u5e2e\u4f60\u5206\u6790\u5f88\u591a\u7ec6\u8282\u3002\u6211\u6d4b\u8bd5\u4e86\u51e0\u79cd\u5e38\u89c1\u573a\u666f&#xff1a;<\/p>\n<p>\u573a\u666f\u4e00&#xff1a;\u5546\u54c1\u9648\u5217\u5206\u6790 \u4e0a\u4f20\u4e00\u5f20\u8d85\u5e02\u8d27\u67b6\u7684\u7167\u7247&#xff0c;\u7136\u540e\u95ee&#xff1a;\u201c\u8bf7\u8be6\u7ec6\u63cf\u8ff0\u8fd9\u5f20\u56fe\u7247\u4e2d\u7684\u5546\u54c1\u9648\u5217\u60c5\u51b5\u201d<\/p>\n<p>\u6a21\u578b\u4f1a\u544a\u8bc9\u4f60&#xff1a;<\/p>\n<ul>\n<li>\u8d27\u67b6\u4e0a\u6709\u4ec0\u4e48\u5546\u54c1<\/li>\n<li>\u9648\u5217\u662f\u5426\u6574\u9f50<\/li>\n<li>\u4ef7\u683c\u6807\u7b7e\u662f\u5426\u6e05\u6670\u53ef\u89c1<\/li>\n<li>\u4fc3\u9500\u6807\u8bc6\u662f\u5426\u660e\u663e<\/li>\n<\/ul>\n<p>\u573a\u666f\u4e8c&#xff1a;\u536b\u751f\u5408\u89c4\u68c0\u67e5 \u4e0a\u4f20\u540e\u53a8\u64cd\u4f5c\u53f0\u7684\u7167\u7247&#xff0c;\u95ee&#xff1a;\u201c\u8fd9\u4e2a\u5e97\u94fa\u7684\u536b\u751f\u5408\u89c4\u6027\u5982\u4f55&#xff1f;\u8bf7\u6307\u51fa\u95ee\u9898\u201d<\/p>\n<p>\u6a21\u578b\u80fd\u8bc6\u522b\u51fa&#xff1a;<\/p>\n<ul>\n<li>\u64cd\u4f5c\u53f0\u662f\u5426\u6e05\u6d01<\/li>\n<li>\u98df\u6750\u5b58\u653e\u662f\u5426\u89c4\u8303<\/li>\n<li>\u5de5\u4f5c\u4eba\u5458\u662f\u5426\u4f69\u6234\u4e86\u5fc5\u8981\u7684\u9632\u62a4\u7528\u54c1<\/li>\n<li>\u662f\u5426\u5b58\u5728\u4ea4\u53c9\u6c61\u67d3\u7684\u98ce\u9669<\/li>\n<\/ul>\n<p>\u573a\u666f\u4e09&#xff1a;\u6587\u5b57\u8bc6\u522b\u4e0e\u7406\u89e3 \u4e0a\u4f20\u5e26\u6709\u6587\u5b57\u7684\u4fc3\u9500\u6d77\u62a5&#xff0c;\u95ee&#xff1a;\u201c\u8bf7\u8bc6\u522b\u56fe\u7247\u4e2d\u7684\u6240\u6709\u6587\u5b57\u5185\u5bb9\u201d<\/p>\n<p>\u8fd9\u4e0d\u4ec5\u4ec5\u662fOCR&#xff08;\u6587\u5b57\u8bc6\u522b&#xff09;&#xff0c;\u6a21\u578b\u8fd8\u80fd\u7406\u89e3\u6587\u5b57\u7684\u542b\u4e49\u3002\u6bd4\u5982&#xff0c;\u5b83\u80fd\u544a\u8bc9\u4f60\u8fd9\u662f\u4e00\u4e2a\u201c\u4e70\u4e00\u9001\u4e00\u201d\u7684\u4fc3\u9500\u6d3b\u52a8&#xff0c;\u6709\u6548\u671f\u5230\u4ec0\u4e48\u65f6\u5019&#xff0c;\u9002\u7528\u4e8e\u54ea\u4e9b\u5546\u54c1\u3002<\/p>\n<h4>4.2 \u591a\u56fe\u5bf9\u6bd4&#xff1a;\u53d1\u73b0\u53d8\u5316\u4e0e\u5dee\u5f02<\/h4>\n<p>\u8fd9\u4e2a\u529f\u80fd\u7279\u522b\u5b9e\u7528\u3002\u6bd4\u5982\u4f60\u53ef\u4ee5\u4e0a\u4f20\u4eca\u5929\u548c\u6628\u5929\u7684\u5e97\u94fa\u7167\u7247&#xff0c;\u95ee&#xff1a;\u201c\u4e24\u5f20\u56fe\u7247\u4e2d\u7684\u5546\u54c1\u9648\u5217\u6709\u4ec0\u4e48\u53d8\u5316&#xff1f;\u201d<\/p>\n<p>\u6a21\u578b\u4f1a\u5bf9\u6bd4\u5206\u6790&#xff1a;<\/p>\n<ul>\n<li>\u54ea\u4e9b\u5546\u54c1\u88ab\u5356\u6389\u4e86<\/li>\n<li>\u65b0\u4e0a\u4e86\u54ea\u4e9b\u5546\u54c1<\/li>\n<li>\u9648\u5217\u4f4d\u7f6e\u662f\u5426\u6709\u8c03\u6574<\/li>\n<li>\u4fc3\u9500\u7269\u6599\u662f\u5426\u66f4\u65b0<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u8fde\u9501\u4f01\u4e1a\u6765\u8bf4&#xff0c;\u8fd9\u4e2a\u529f\u80fd\u53ef\u4ee5\u7528\u6765\u68c0\u67e5\u5404\u95e8\u5e97\u662f\u5426\u6309\u7167\u603b\u90e8\u7684\u6807\u51c6\u6267\u884c\u3002\u4e0a\u4f20\u6807\u51c6\u9648\u5217\u56fe\u548c\u5b9e\u9645\u7167\u7247&#xff0c;\u6a21\u578b\u5c31\u80fd\u544a\u8bc9\u4f60\u54ea\u91cc\u505a\u5f97\u4e0d\u5bf9\u3002<\/p>\n<h4>4.3 \u5b9e\u9645\u6d4b\u8bd5&#xff1a;\u54cd\u5e94\u901f\u5ea6\u4e0e\u51c6\u786e\u6027<\/h4>\n<p>\u6211\u5728T4\u670d\u52a1\u5668\u4e0a\u505a\u4e86\u591a\u6b21\u6d4b\u8bd5&#xff0c;\u4ee5\u4e0b\u662f\u5178\u578b\u7684\u8868\u73b0&#xff1a;<\/p>\n<p>\u54cd\u5e94\u65f6\u95f4&#xff1a;<\/p>\n<ul>\n<li>\u7b80\u5355\u95ee\u9898&#xff08;\u5982\u201c\u8fd9\u662f\u4ec0\u4e48\u5546\u54c1\u201d&#xff09;&#xff1a;5-8\u79d2<\/li>\n<li>\u590d\u6742\u5206\u6790&#xff08;\u5982\u536b\u751f\u5408\u89c4\u68c0\u67e5&#xff09;&#xff1a;10-15\u79d2<\/li>\n<li>\u591a\u56fe\u5bf9\u6bd4&#xff1a;12-18\u79d2<\/li>\n<\/ul>\n<p>\u8fd9\u4e2a\u901f\u5ea6\u5bf9\u4e8e\u5b9e\u9645\u4e1a\u52a1\u5e94\u7528\u6765\u8bf4\u662f\u5b8c\u5168\u53ef\u4ee5\u63a5\u53d7\u7684\u3002\u6bd5\u7adf\u4eba\u5de5\u5de1\u68c0\u9700\u8981\u7684\u65f6\u95f4\u66f4\u957f&#xff0c;\u800c\u4e14\u4e0d\u53ef\u80fd\u540c\u65f6\u5904\u7406\u591a\u5bb6\u95e8\u5e97\u3002<\/p>\n<p>\u51c6\u786e\u6027\u8868\u73b0&#xff1a; \u5728\u5546\u54c1\u8bc6\u522b\u65b9\u9762&#xff0c;\u51c6\u786e\u7387\u80fd\u8fbe\u523090%\u4ee5\u4e0a\u3002\u5bf9\u4e8e\u5e38\u89c1\u7684\u96f6\u552e\u5546\u54c1\u548c\u9910\u996e\u573a\u666f&#xff0c;\u6a21\u578b\u7684\u8bc6\u522b\u548c\u7406\u89e3\u80fd\u529b\u76f8\u5f53\u4e0d\u9519\u3002\u5f53\u7136&#xff0c;\u5bf9\u4e8e\u4e00\u4e9b\u7279\u522b\u5c0f\u4f17\u7684\u5546\u54c1\u6216\u8005\u975e\u5e38\u6a21\u7cca\u7684\u56fe\u7247&#xff0c;\u51c6\u786e\u7387\u4f1a\u6709\u6240\u4e0b\u964d\u3002<\/p>\n<h3>5. \u6027\u80fd\u4f18\u5316&#xff1a;\u8ba9T4\u53d1\u6325\u6700\u5927\u6548\u80fd<\/h3>\n<h4>5.1 \u663e\u5b58\u7ba1\u7406\u6280\u5de7<\/h4>\n<p>16GB\u663e\u5b58\u8fd0\u884c17GB\u7684\u6a21\u578b&#xff0c;\u542c\u8d77\u6765\u6709\u70b9\u7d27\u5f20&#xff0c;\u4f46\u5b9e\u9645\u4e0a\u5b8c\u5168\u53ef\u884c\u3002\u8fd9\u91cc\u6709\u51e0\u4e2a\u5c0f\u6280\u5de7&#xff1a;<\/p>\n<p>\u6280\u5de7\u4e00&#xff1a;\u542f\u7528\u68af\u5ea6\u68c0\u67e5\u70b9<\/p>\n<p># \u5728\u52a0\u8f7d\u6a21\u578b\u65f6\u8bbe\u7f6e<br \/>\nmodel.gradient_checkpointing_enable()<\/p>\n<p>\u8fd9\u4e2a\u8bbe\u7f6e\u4f1a\u7a0d\u5fae\u964d\u4f4e\u8bad\u7ec3\u65f6\u7684\u901f\u5ea6&#xff0c;\u4f46\u80fd\u663e\u8457\u51cf\u5c11\u663e\u5b58\u5360\u7528\u3002\u5bf9\u4e8e\u63a8\u7406\u4efb\u52a1\u6765\u8bf4&#xff0c;\u901f\u5ea6\u5f71\u54cd\u5f88\u5c0f&#xff0c;\u4f46\u663e\u5b58\u8282\u7701\u5f88\u660e\u663e\u3002<\/p>\n<p>\u6280\u5de7\u4e8c&#xff1a;\u4f7f\u7528\u534a\u7cbe\u5ea6\u63a8\u7406<\/p>\n<p># \u5c06\u6a21\u578b\u8f6c\u6362\u4e3a\u534a\u7cbe\u5ea6<br \/>\nmodel.half()<\/p>\n<p>\u5927\u591a\u6570\u89c6\u89c9\u4efb\u52a1\u4f7f\u7528\u534a\u7cbe\u5ea6&#xff08;FP16&#xff09;\u5c31\u8db3\u591f\u4e86&#xff0c;\u7cbe\u5ea6\u635f\u5931\u53ef\u4ee5\u5ffd\u7565\u4e0d\u8ba1&#xff0c;\u4f46\u663e\u5b58\u5360\u7528\u80fd\u51cf\u5c11\u5c06\u8fd1\u4e00\u534a\u3002<\/p>\n<p>\u6280\u5de7\u4e09&#xff1a;\u53ca\u65f6\u6e05\u7406\u7f13\u5b58<\/p>\n<p>import torch<br \/>\ntorch.cuda.empty_cache()<\/p>\n<p>\u5728\u5904\u7406\u591a\u5f20\u56fe\u7247\u65f6&#xff0c;\u53ca\u65f6\u6e05\u7406GPU\u7f13\u5b58\u53ef\u4ee5\u907f\u514d\u663e\u5b58\u788e\u7247\u5316\u3002<\/p>\n<h4>5.2 \u6279\u91cf\u5904\u7406\u4f18\u5316<\/h4>\n<p>\u5982\u679c\u9700\u8981\u5904\u7406\u5927\u91cf\u56fe\u7247&#xff0c;\u5efa\u8bae\u4f7f\u7528\u6279\u91cf\u5904\u7406\u7684\u65b9\u5f0f&#xff1a;<\/p>\n<p># \u6279\u91cf\u5904\u7406\u793a\u4f8b<br \/>\ndef batch_process(images, questions, batch_size&#061;4):<br \/>\n    results &#061; []<br \/>\n    for i in range(0, len(images), batch_size):<br \/>\n        batch_images &#061; images[i:i&#043;batch_size]<br \/>\n        batch_questions &#061; questions[i:i&#043;batch_size]<br \/>\n        # \u5904\u7406\u4e00\u4e2a\u6279\u6b21<br \/>\n        batch_results &#061; process_batch(batch_images, batch_questions)<br \/>\n        results.extend(batch_results)<br \/>\n        # \u6e05\u7406\u7f13\u5b58<br \/>\n        torch.cuda.empty_cache()<br \/>\n    return results<\/p>\n<p>\u5bf9\u4e8eT4\u6765\u8bf4&#xff0c;\u6279\u91cf\u5927\u5c0f\u8bbe\u7f6e\u4e3a2-4\u6bd4\u8f83\u5408\u9002&#xff0c;\u65e2\u80fd\u63d0\u9ad8\u541e\u5410\u91cf&#xff0c;\u53c8\u4e0d\u4f1a\u5bfc\u81f4\u663e\u5b58\u6ea2\u51fa\u3002<\/p>\n<h4>5.3 \u76d1\u63a7\u4e0e\u7ef4\u62a4<\/h4>\n<p>\u957f\u671f\u8fd0\u884c\u7684\u670d\u52a1\u9700\u8981\u76d1\u63a7\u3002\u6211\u5efa\u8bae\u6dfb\u52a0\u7b80\u5355\u7684\u5065\u5eb7\u68c0\u67e5&#xff1a;<\/p>\n<p># \u7b80\u5355\u7684\u5065\u5eb7\u68c0\u67e5\u7aef\u70b9<br \/>\n&#064;app.route(&#039;\/health&#039;)<br \/>\ndef health_check():<br \/>\n    gpu_memory &#061; torch.cuda.memory_allocated() \/ 1024**3  # \u8f6c\u6362\u4e3aGB<br \/>\n    return {<br \/>\n        &#039;status&#039;: &#039;healthy&#039;,<br \/>\n        &#039;gpu_memory_used&#039;: f&#039;{gpu_memory:.2f}GB&#039;,<br \/>\n        &#039;model_loaded&#039;: model is not None<br \/>\n    }<\/p>\n<p>\u8fd9\u6837\u4f60\u53ef\u4ee5\u968f\u65f6\u4e86\u89e3\u670d\u52a1\u7684\u72b6\u6001&#xff0c;\u53ca\u65f6\u53d1\u73b0\u6f5c\u5728\u95ee\u9898\u3002<\/p>\n<h3>6. \u4e1a\u52a1\u4ef7\u503c&#xff1a;\u4e0d\u53ea\u662f\u6280\u672f\u6f14\u793a<\/h3>\n<h4>6.1 \u96f6\u552e\u884c\u4e1a\u7684\u5e94\u7528\u573a\u666f<\/h4>\n<p>\u5e93\u5b58\u7ba1\u7406\u81ea\u52a8\u5316 \u4f20\u7edf\u7684\u5e93\u5b58\u76d8\u70b9\u9700\u8981\u4eba\u5de5\u6e05\u70b9&#xff0c;\u8d39\u65f6\u8d39\u529b\u3002\u73b0\u5728\u53ea\u9700\u8981\u7528\u624b\u673a\u62cd\u51e0\u5f20\u8d27\u67b6\u7167\u7247&#xff0c;Ostrakon-VL-8B\u5c31\u80fd\u81ea\u52a8\u8bc6\u522b\u5546\u54c1\u79cd\u7c7b\u548c\u6570\u91cf&#xff0c;\u5927\u5927\u63d0\u9ad8\u4e86\u76d8\u70b9\u6548\u7387\u3002<\/p>\n<p>\u9648\u5217\u6807\u51c6\u68c0\u67e5 \u8fde\u9501\u4f01\u4e1a\u90fd\u6709\u7edf\u4e00\u7684\u9648\u5217\u6807\u51c6&#xff0c;\u4f46\u5404\u95e8\u5e97\u6267\u884c\u60c5\u51b5\u53c2\u5dee\u4e0d\u9f50\u3002\u901a\u8fc7\u5b9a\u671f\u62cd\u7167\u4e0a\u4f20&#xff0c;\u603b\u90e8\u53ef\u4ee5\u5feb\u901f\u68c0\u67e5\u5404\u95e8\u5e97\u7684\u9648\u5217\u662f\u5426\u7b26\u5408\u6807\u51c6&#xff0c;\u53d1\u73b0\u95ee\u9898\u53ca\u65f6\u7ea0\u6b63\u3002<\/p>\n<p>\u4fc3\u9500\u6548\u679c\u8bc4\u4f30 \u4fc3\u9500\u6d3b\u52a8\u671f\u95f4&#xff0c;\u6a21\u578b\u53ef\u4ee5\u5206\u6790\u4fc3\u9500\u7269\u6599\u7684\u6446\u653e\u4f4d\u7f6e\u3001\u9192\u76ee\u7a0b\u5ea6&#xff0c;\u751a\u81f3\u901a\u8fc7\u5bf9\u6bd4\u4fc3\u9500\u524d\u540e\u7684\u5ba2\u6d41\u91cf\u7167\u7247&#xff08;\u5982\u679c\u6709\u7684\u8bdd&#xff09;&#xff0c;\u8bc4\u4f30\u4fc3\u9500\u6d3b\u52a8\u7684\u6548\u679c\u3002<\/p>\n<h4>6.2 \u9910\u996e\u884c\u4e1a\u7684\u5e94\u7528\u573a\u666f<\/h4>\n<p>\u98df\u54c1\u5b89\u5168\u76d1\u63a7 \u540e\u53a8\u7684\u536b\u751f\u72b6\u51b5\u76f4\u63a5\u5173\u7cfb\u5230\u98df\u54c1\u5b89\u5168\u3002\u901a\u8fc7\u5b89\u88c5\u6444\u50cf\u5934\u5b9a\u671f\u62cd\u7167&#xff0c;\u6a21\u578b\u53ef\u4ee5\u81ea\u52a8\u68c0\u67e5\u64cd\u4f5c\u53f0\u6e05\u6d01\u5ea6\u3001\u98df\u6750\u5b58\u653e\u89c4\u8303\u3001\u5de5\u4f5c\u4eba\u5458\u7740\u88c5\u7b49&#xff0c;\u5b9e\u73b07&#215;24\u5c0f\u65f6\u4e0d\u95f4\u65ad\u76d1\u63a7\u3002<\/p>\n<p>\u51fa\u9910\u6807\u51c6\u68c0\u67e5 \u5bf9\u4e8e\u8fde\u9501\u9910\u996e&#xff0c;\u51fa\u9910\u7684\u6807\u51c6\u5316\u5f88\u91cd\u8981\u3002\u6a21\u578b\u53ef\u4ee5\u68c0\u67e5\u6bcf\u4efd\u9910\u54c1\u7684\u5206\u91cf\u3001\u6446\u76d8\u3001\u914d\u83dc\u7b49\u662f\u5426\u7b26\u5408\u6807\u51c6&#xff0c;\u786e\u4fdd\u987e\u5ba2\u5728\u4efb\u4f55\u95e8\u5e97\u90fd\u80fd\u83b7\u5f97\u4e00\u81f4\u7684\u4f53\u9a8c\u3002<\/p>\n<p>\u8bbe\u5907\u72b6\u6001\u76d1\u6d4b \u901a\u8fc7\u5206\u6790\u53a8\u623f\u8bbe\u5907\u7684\u7167\u7247&#xff0c;\u6a21\u578b\u53ef\u4ee5\u8bc6\u522b\u8bbe\u5907\u662f\u5426\u6e05\u6d01\u3001\u662f\u5426\u5904\u4e8e\u6b63\u5e38\u5de5\u4f5c\u72b6\u6001&#xff0c;\u751a\u81f3\u80fd\u53d1\u73b0\u4e00\u4e9b\u5b89\u5168\u9690\u60a3\u3002<\/p>\n<h4>6.3 \u6210\u672c\u6548\u76ca\u5206\u6790<\/h4>\n<p>\u8ba9\u6211\u4eec\u7b97\u4e00\u7b14\u8d26&#xff1a;<\/p>\n<p>\u4f20\u7edf\u65b9\u5f0f&#xff1a;<\/p>\n<ul>\n<li>\u4eba\u5de5\u5de1\u68c0&#xff1a;\u6bcf\u4eba\u6bcf\u5929\u6700\u591a\u68c0\u67e55-8\u5bb6\u5e97<\/li>\n<li>\u57f9\u8bad\u6210\u672c&#xff1a;\u65b0\u5458\u5de5\u9700\u8981\u957f\u65f6\u95f4\u57f9\u8bad\u624d\u80fd\u5177\u5907\u4e13\u4e1a\u773c\u5149<\/li>\n<li>\u4e3b\u89c2\u504f\u5dee&#xff1a;\u4e0d\u540c\u4eba\u7684\u5224\u65ad\u6807\u51c6\u53ef\u80fd\u4e0d\u4e00\u81f4<\/li>\n<\/ul>\n<p>AI\u8f85\u52a9\u65b9\u5f0f&#xff1a;<\/p>\n<ul>\n<li>\u6548\u7387\u63d0\u5347&#xff1a;\u4e00\u5957\u7cfb\u7edf\u53ef\u4ee5\u540c\u65f6\u5904\u7406\u6240\u6709\u95e8\u5e97\u7684\u56fe\u7247<\/li>\n<li>\u6807\u51c6\u7edf\u4e00&#xff1a;AI\u7684\u5224\u65ad\u6807\u51c6\u59cb\u7ec8\u4e00\u81f4<\/li>\n<li>\u53ef\u8ffd\u6eaf&#xff1a;\u6240\u6709\u5206\u6790\u7ed3\u679c\u90fd\u6709\u8bb0\u5f55&#xff0c;\u4fbf\u4e8e\u8ffd\u6eaf\u548c\u590d\u76d8<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u62e5\u670910\u5bb6\u4ee5\u4e0a\u95e8\u5e97\u7684\u4f01\u4e1a&#xff0c;\u91c7\u7528AI\u65b9\u6848\u7684ROI&#xff08;\u6295\u8d44\u56de\u62a5\u7387&#xff09;\u901a\u5e38\u80fd\u57286-12\u4e2a\u6708\u5185\u4f53\u73b0\u51fa\u6765\u3002<\/p>\n<h3>7. \u5e38\u89c1\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848<\/h3>\n<h4>7.1 \u90e8\u7f72\u4e2d\u7684\u5e38\u89c1\u95ee\u9898<\/h4>\n<p>\u95ee\u9898\u4e00&#xff1a;\u663e\u5b58\u4e0d\u8db3 \u5982\u679c\u9047\u5230\u663e\u5b58\u4e0d\u8db3\u7684\u9519\u8bef&#xff0c;\u53ef\u4ee5\u5c1d\u8bd5&#xff1a;<\/p>\n<li>\u51cf\u5c0f\u56fe\u7247\u5206\u8fa8\u7387&#xff08;\u6a21\u578b\u652f\u6301\u591a\u79cd\u5206\u8fa8\u7387&#xff09;<\/li>\n<li>\u4f7f\u7528\u66f4\u5c0f\u7684\u6279\u91cf\u5927\u5c0f<\/li>\n<li>\u786e\u4fdd\u6ca1\u6709\u5176\u4ed6\u7a0b\u5e8f\u5360\u7528GPU<\/li>\n<p>\u95ee\u9898\u4e8c&#xff1a;\u6a21\u578b\u52a0\u8f7d\u6162 \u9996\u6b21\u52a0\u8f7d\u786e\u5b9e\u9700\u8981\u4e00\u4e9b\u65f6\u95f4\u3002\u5982\u679c\u89c9\u5f97\u592a\u6162&#xff0c;\u53ef\u4ee5\u8003\u8651&#xff1a;<\/p>\n<li>\u4f7f\u7528\u66f4\u5feb\u7684\u5b58\u50a8&#xff08;\u5982SSD&#xff09;<\/li>\n<li>\u5c06\u6a21\u578b\u6587\u4ef6\u653e\u5728\u5185\u5b58\u76d8&#xff08;\u5982\u679c\u670d\u52a1\u5668\u5185\u5b58\u8db3\u591f\u5927&#xff09;<\/li>\n<li>\u9884\u52a0\u8f7d\u6a21\u578b&#xff0c;\u4fdd\u6301\u670d\u52a1\u5e38\u9a7b<\/li>\n<p>\u95ee\u9898\u4e09&#xff1a;\u63a8\u7406\u901f\u5ea6\u4e0d\u7a33\u5b9a \u63a8\u7406\u901f\u5ea6\u53d7\u56fe\u7247\u5927\u5c0f\u548c\u95ee\u9898\u590d\u6742\u5ea6\u5f71\u54cd\u3002\u5982\u679c\u5bf9\u901f\u5ea6\u6709\u8981\u6c42&#xff0c;\u53ef\u4ee5&#xff1a;<\/p>\n<li>\u7edf\u4e00\u56fe\u7247\u5c3a\u5bf8&#xff08;\u5982\u8c03\u6574\u4e3a1024&#215;1024&#xff09;<\/li>\n<li>\u5bf9\u7b80\u5355\u95ee\u9898\u4f7f\u7528\u7f13\u5b58<\/li>\n<li>\u4f7f\u7528\u5f02\u6b65\u5904\u7406&#xff0c;\u4e0d\u963b\u585e\u7528\u6237\u754c\u9762<\/li>\n<h4>7.2 \u4f7f\u7528\u4e2d\u7684\u6280\u5de7<\/h4>\n<p>\u6280\u5de7\u4e00&#xff1a;\u5982\u4f55\u83b7\u5f97\u66f4\u597d\u7684\u5206\u6790\u7ed3\u679c<\/p>\n<ul>\n<li>\u63d0\u4f9b\u6e05\u6670\u7684\u56fe\u7247&#xff1a;\u5149\u7ebf\u5145\u8db3\u3001\u5bf9\u7126\u51c6\u786e<\/li>\n<li>\u95ee\u9898\u8981\u5177\u4f53&#xff1a;\u4e0d\u8981\u95ee\u201c\u8fd9\u5f20\u56fe\u600e\u4e48\u6837\u201d&#xff0c;\u8981\u95ee\u201c\u536b\u751f\u72b6\u51b5\u5982\u4f55\u201d\u6216\u201c\u5546\u54c1\u9648\u5217\u6574\u9f50\u5417\u201d<\/li>\n<li>\u5fc5\u8981\u65f6\u63d0\u4f9b\u4e0a\u4e0b\u6587&#xff1a;\u6bd4\u5982\u201c\u8fd9\u662f\u4e00\u5bb6\u5feb\u9910\u5e97\u7684\u540e\u53a8\u201d<\/li>\n<\/ul>\n<p>\u6280\u5de7\u4e8c&#xff1a;\u5904\u7406\u7279\u6b8a\u573a\u666f<\/p>\n<ul>\n<li>\u53cd\u5149\u8868\u9762&#xff1a;\u8c03\u6574\u62cd\u6444\u89d2\u5ea6&#xff0c;\u907f\u514d\u53cd\u5149<\/li>\n<li>\u62e5\u6324\u573a\u666f&#xff1a;\u5206\u533a\u57df\u62cd\u6444&#xff0c;\u5206\u522b\u5206\u6790<\/li>\n<li>\u6587\u5b57\u8bc6\u522b&#xff1a;\u786e\u4fdd\u6587\u5b57\u6e05\u6670\u53ef\u8fa8<\/li>\n<\/ul>\n<p>\u6280\u5de7\u4e09&#xff1a;\u4e0e\u5176\u4ed6\u7cfb\u7edf\u96c6\u6210 Ostrakon-VL-8B\u63d0\u4f9b\u4e86API\u63a5\u53e3&#xff0c;\u53ef\u4ee5\u5f88\u65b9\u4fbf\u5730\u96c6\u6210\u5230\u73b0\u6709\u7cfb\u7edf\u4e2d&#xff1a;<\/p>\n<p>import requests<\/p>\n<p>def analyze_image(image_path, question):<br \/>\n    # \u8bfb\u53d6\u56fe\u7247<br \/>\n    with open(image_path, &#039;rb&#039;) as f:<br \/>\n        image_data &#061; f.read()<\/p>\n<p>    # \u8c03\u7528API<br \/>\n    response &#061; requests.post(<br \/>\n        &#039;http:\/\/localhost:7860\/api\/analyze&#039;,<br \/>\n        files&#061;{&#039;image&#039;: image_data},<br \/>\n        data&#061;{&#039;question&#039;: question}<br \/>\n    )<\/p>\n<p>    return response.json()<\/p>\n<h3>8. \u603b\u7ed3\u4e0e\u5c55\u671b<\/h3>\n<h4>8.1 \u6280\u672f\u603b\u7ed3<\/h4>\n<p>\u7ecf\u8fc7\u5b9e\u9645\u6d4b\u8bd5&#xff0c;Ostrakon-VL-8B\u5728NVIDIA T4\u670d\u52a1\u5668\u4e0a\u7684\u8868\u73b0\u4ee4\u4eba\u6ee1\u610f\u300216GB\u663e\u5b58\u8db3\u591f\u652f\u6491\u8fd9\u4e2a17GB\u7684\u6a21\u578b\u7a33\u5b9a\u8fd0\u884c&#xff0c;\u63a8\u7406\u901f\u5ea6\u5728\u4e1a\u52a1\u53ef\u63a5\u53d7\u8303\u56f4\u5185&#xff0c;\u51c6\u786e\u6027\u4e5f\u8fbe\u5230\u4e86\u5b9e\u7528\u6c34\u5e73\u3002<\/p>\n<p>\u5173\u952e\u4f18\u52bf&#xff1a;<\/p>\n<li>\u90e8\u7f72\u95e8\u69db\u4f4e&#xff1a;\u4e0d\u9700\u8981\u6602\u8d35\u7684\u4e13\u4e1a\u786c\u4ef6<\/li>\n<li>\u573a\u666f\u9488\u5bf9\u6027\u5f3a&#xff1a;\u4e13\u95e8\u4e3a\u96f6\u552e\u548c\u9910\u996e\u4f18\u5316<\/li>\n<li>\u4f7f\u7528\u7b80\u5355&#xff1a;Web\u754c\u9762\u53cb\u597d&#xff0c;API\u63a5\u53e3\u6e05\u6670<\/li>\n<li>\u6027\u80fd\u5e73\u8861&#xff1a;\u5728\u7cbe\u5ea6\u548c\u901f\u5ea6\u4e4b\u95f4\u627e\u5230\u4e86\u5f88\u597d\u7684\u5e73\u8861\u70b9<\/li>\n<p>\u9700\u8981\u6ce8\u610f\u7684&#xff1a;<\/p>\n<li>\u9996\u6b21\u52a0\u8f7d\u9700\u8981\u8010\u5fc3\u7b49\u5f852-3\u5206\u949f<\/li>\n<li>\u590d\u6742\u5206\u6790\u9700\u898110-15\u79d2&#xff0c;\u4e0d\u9002\u5408\u5b9e\u65f6\u6027\u8981\u6c42\u6781\u9ad8\u7684\u573a\u666f<\/li>\n<li>\u5bf9\u4e8e\u7279\u522b\u6a21\u7cca\u6216\u5149\u7ebf\u5f88\u5dee\u7684\u56fe\u7247&#xff0c;\u8bc6\u522b\u6548\u679c\u4f1a\u4e0b\u964d<\/li>\n<h4>8.2 \u4e1a\u52a1\u4ef7\u503c\u603b\u7ed3<\/h4>\n<p>Ostrakon-VL-8B\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u6280\u672f\u6f14\u793a&#xff0c;\u5b83\u771f\u6b63\u89e3\u51b3\u4e86\u96f6\u552e\u548c\u9910\u996e\u884c\u4e1a\u7684\u5b9e\u9645\u75db\u70b9\u3002\u901a\u8fc7AI\u8f85\u52a9\u7684\u89c6\u89c9\u5206\u6790&#xff0c;\u4f01\u4e1a\u53ef\u4ee5&#xff1a;<\/p>\n<li>\u63d0\u9ad8\u8fd0\u8425\u6548\u7387&#xff1a;\u81ea\u52a8\u5316\u539f\u672c\u9700\u8981\u4eba\u5de5\u5b8c\u6210\u7684\u68c0\u67e5\u5de5\u4f5c<\/li>\n<li>\u7edf\u4e00\u6267\u884c\u6807\u51c6&#xff1a;\u786e\u4fdd\u6240\u6709\u95e8\u5e97\u90fd\u6309\u7167\u7edf\u4e00\u6807\u51c6\u8fd0\u8425<\/li>\n<li>\u964d\u4f4e\u57f9\u8bad\u6210\u672c&#xff1a;\u51cf\u5c11\u5bf9\u4e13\u4e1a\u7763\u5bfc\u7684\u4f9d\u8d56<\/li>\n<li>\u5b9e\u73b0\u6570\u636e\u9a71\u52a8&#xff1a;\u57fa\u4e8e\u5206\u6790\u7ed3\u679c\u505a\u51fa\u66f4\u79d1\u5b66\u7684\u51b3\u7b56<\/li>\n<h4>8.3 \u672a\u6765\u5c55\u671b<\/h4>\n<p>\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55&#xff0c;\u8fd9\u7c7b\u89c6\u89c9\u7406\u89e3\u6a21\u578b\u8fd8\u6709\u5f88\u5927\u7684\u63d0\u5347\u7a7a\u95f4&#xff1a;<\/p>\n<p>\u77ed\u671f\u6539\u8fdb\u65b9\u5411&#xff1a;<\/p>\n<ul>\n<li>\u652f\u6301\u66f4\u591a\u5546\u54c1\u54c1\u7c7b\u548c\u573a\u666f<\/li>\n<li>\u63d0\u9ad8\u5bf9\u5c0f\u7269\u4f53\u7684\u8bc6\u522b\u7cbe\u5ea6<\/li>\n<li>\u4f18\u5316\u63a8\u7406\u901f\u5ea6&#xff0c;\u4e89\u53d6\u505a\u5230\u5b9e\u65f6\u5206\u6790<\/li>\n<\/ul>\n<p>\u957f\u671f\u53ef\u80fd\u6027&#xff1a;<\/p>\n<ul>\n<li>\u4e0e\u7269\u8054\u7f51\u8bbe\u5907\u7ed3\u5408&#xff0c;\u5b9e\u73b0\u5168\u81ea\u52a8\u76d1\u63a7<\/li>\n<li>\u52a0\u5165\u65f6\u95f4\u7ef4\u5ea6&#xff0c;\u5206\u6790\u8d8b\u52bf\u548c\u6a21\u5f0f<\/li>\n<li>\u4e0e\u5176\u4ed6\u4e1a\u52a1\u7cfb\u7edf\u6df1\u5ea6\u96c6\u6210&#xff0c;\u5f62\u6210\u5b8c\u6574\u89e3\u51b3\u65b9\u6848<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u6b63\u5728\u8003\u8651\u6570\u5b57\u5316\u8f6c\u578b\u7684\u96f6\u552e\u548c\u9910\u996e\u4f01\u4e1a\u6765\u8bf4&#xff0c;Ostrakon-VL-8B\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f88\u597d\u7684\u8d77\u70b9\u3002\u5b83\u7528\u76f8\u5bf9\u8f83\u4f4e\u7684\u6210\u672c&#xff0c;\u5e26\u6765\u4e86\u5b9e\u5b9e\u5728\u5728\u7684\u6548\u7387\u63d0\u5347\u548c\u8d28\u91cf\u6539\u8fdb\u3002<\/p>\n<p>\u6700\u91cd\u8981\u7684\u662f&#xff0c;\u8fd9\u4e2a\u6848\u4f8b\u8bc1\u660e\u4e86&#xff1a;\u4f60\u4e0d\u9700\u8981\u7b49\u5f85\u6700\u5148\u8fdb\u7684\u786c\u4ef6&#xff0c;\u4e5f\u4e0d\u9700\u8981\u7ec4\u5efa\u5e9e\u5927\u7684AI\u56e2\u961f\u3002\u5229\u7528\u73b0\u6709\u7684T4\u670d\u52a1\u5668&#xff0c;\u52a0\u4e0a\u5f00\u6e90\u7684Ostrakon-VL-8B&#xff0c;\u5c31\u80fd\u5f00\u542fAI\u8d4b\u80fd\u7684\u6570\u5b57\u5316\u8f6c\u578b\u4e4b\u65c5\u3002<\/p>\n<hr \/>\n<p>\u83b7\u53d6\u66f4\u591aAI\u955c\u50cf<\/p>\n<p>\u60f3\u63a2\u7d22\u66f4\u591aAI\u955c\u50cf\u548c\u5e94\u7528\u573a\u666f&#xff1f;\u8bbf\u95ee CSDN\u661f\u56fe\u955c\u50cf\u5e7f\u573a&#xff0c;\u63d0\u4f9b\u4e30\u5bcc\u7684\u9884\u7f6e\u955c\u50cf&#xff0c;\u8986\u76d6\u5927\u6a21\u578b\u63a8\u7406\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u3001\u6a21\u578b\u5fae\u8c03\u7b49\u591a\u4e2a\u9886\u57df&#xff0c;\u652f\u6301\u4e00\u952e\u90e8\u7f72\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Ostrakon-VL-8B\u90e8\u7f72\u6848\u4f8b&#xff1a;NVIDIA T4\u670d\u52a1\u5668\u4e0a16GB\u663e\u5b58\u7a33\u5b9a\u8fd0\u884c\u5b9e\u5f55<br \/>\n1. \u5f15\u8a00&#xff1a;\u5f53\u89c6\u89c9\u5927\u6a21\u578b\u9047\u89c1\u96f6\u552e\u4e0e\u9910\u996e<br 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