{"id":85203,"date":"2026-07-27T05:56:20","date_gmt":"2026-07-26T21:56:20","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/85203.html"},"modified":"2026-07-27T05:56:20","modified_gmt":"2026-07-26T21:56:20","slug":"medgemma-x-ray%e9%95%9c%e5%83%8f%e5%85%8d%e9%85%8d%e7%bd%ae%e5%ae%9e%e6%88%98%ef%bc%9a%e4%bb%8e%e6%9c%8d%e5%8a%a1%e5%99%a8%e8%a3%b8%e6%9c%ba%e5%88%b0ai%e9%98%85%e7%89%87%e5%b9%b3%e5%8f%b0%e4%b8%8a","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/85203.html","title":{"rendered":"MedGemma X-Ray\u955c\u50cf\u514d\u914d\u7f6e\u5b9e\u6218\uff1a\u4ece\u670d\u52a1\u5668\u88f8\u673a\u5230AI\u9605\u7247\u5e73\u53f0\u4e0a\u7ebf"},"content":{"rendered":"<h2>MedGemma X-Ray\u955c\u50cf\u514d\u914d\u7f6e\u5b9e\u6218&#xff1a;\u4ece\u670d\u52a1\u5668\u88f8\u673a\u5230AI\u9605\u7247\u5e73\u53f0\u4e0a\u7ebf<\/h2>\n<h3>1. \u5f00\u7bc7&#xff1a;AI\u533b\u7597\u5f71\u50cf\u7684\u65b0\u9009\u62e9<\/h3>\n<p>\u4eca\u5929\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u4e00\u4e2a\u7279\u522b\u5b9e\u7528\u7684\u5de5\u5177\u2014\u2014MedGemma X-Ray\u533b\u7597\u56fe\u50cf\u5206\u6790\u7cfb\u7edf\u3002\u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8e\u5927\u6a21\u578b\u6280\u672f\u7684\u667a\u80fd\u5e73\u53f0&#xff0c;\u4e13\u95e8\u7528\u6765\u5206\u6790\u80f8\u90e8X\u5149\u7247\u3002\u65e0\u8bba\u4f60\u662f\u533b\u5b66\u4e13\u4e1a\u7684\u5b66\u751f\u3001\u7814\u7a76\u4eba\u5458&#xff0c;\u8fd8\u662f\u533b\u7597\u4ece\u4e1a\u8005&#xff0c;\u8fd9\u4e2a\u5de5\u5177\u90fd\u80fd\u5e2e\u4f60\u5feb\u901f\u89e3\u8bfbX\u5149\u5f71\u50cf&#xff0c;\u751f\u6210\u8be6\u7ec6\u7684\u5206\u6790\u62a5\u544a\u3002<\/p>\n<p>\u6700\u68d2\u7684\u662f&#xff0c;\u8fd9\u4e2a\u7cfb\u7edf\u5df2\u7ecf\u505a\u597d\u4e86\u5b8c\u6574\u7684\u90e8\u7f72\u811a\u672c&#xff0c;\u4ece\u88f8\u673a\u670d\u52a1\u5668\u5230\u5b8c\u6574\u53ef\u7528\u7684AI\u9605\u7247\u5e73\u53f0&#xff0c;\u53ea\u9700\u8981\u51e0\u6761\u547d\u4ee4\u5c31\u80fd\u641e\u5b9a\u3002\u4e0d\u9700\u8981\u590d\u6742\u7684\u914d\u7f6e&#xff0c;\u4e0d\u9700\u8981\u6df1\u5ea6\u5b66\u4e60\u80cc\u666f&#xff0c;\u771f\u6b63\u505a\u5230\u4e86\u5f00\u7bb1\u5373\u7528\u3002<\/p>\n<h3>2. \u7cfb\u7edf\u6838\u5fc3\u529f\u80fd\u4e00\u89c8<\/h3>\n<h4>2.1 \u667a\u80fd\u5f71\u50cf\u8bc6\u522b\u80fd\u529b<\/h4>\n<p>MedGemma X-Ray\u7684\u6838\u5fc3\u80fd\u529b\u662f\u81ea\u52a8\u8bc6\u522b\u548c\u5206\u6790\u80f8\u90e8X\u5149\u7247\u4e2d\u7684\u5173\u952e\u89e3\u5256\u7ed3\u6784\u3002\u7cfb\u7edf\u80fd\u591f\u51c6\u786e\u8bc6\u522b\u80f8\u5ed3\u3001\u80ba\u90e8\u3001\u8188\u808c\u7b49\u91cd\u8981\u90e8\u4f4d&#xff0c;\u5e76\u7ed9\u51fa\u4e13\u4e1a\u7ea7\u7684\u5206\u6790\u7ed3\u679c\u3002<\/p>\n<p>\u4e3b\u8981\u8bc6\u522b\u8303\u56f4\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u80f8\u5ed3\u7ed3\u6784\u548c\u9aa8\u9abc\u7cfb\u7edf<\/li>\n<li>\u80ba\u90e8\u7ec4\u7ec7\u548c\u7eb9\u7406\u7279\u5f81<\/li>\n<li>\u5fc3\u810f\u548c\u7eb5\u9694\u533a\u57df<\/li>\n<li>\u8188\u808c\u5f62\u6001\u548c\u4f4d\u7f6e<\/li>\n<li>\u53ef\u80fd\u7684\u5f02\u5e38\u9634\u5f71\u548c\u75c5\u53d8<\/li>\n<\/ul>\n<h4>2.2 \u5bf9\u8bdd\u5f0f\u4ea4\u4e92\u5206\u6790<\/h4>\n<p>\u8fd9\u4e2a\u7cfb\u7edf\u7684\u4ea4\u4e92\u65b9\u5f0f\u5f88\u4eba\u6027\u5316&#xff0c;\u4f60\u53ef\u4ee5\u50cf\u548c\u4e13\u5bb6\u5bf9\u8bdd\u4e00\u6837\u8be2\u95ee\u5177\u4f53\u95ee\u9898&#xff1a;<\/p>\n<p># \u4f60\u53ef\u4ee5\u95ee\u8fd9\u4e9b\u95ee\u9898&#xff1a;<br \/>\n&#034;\u8bf7\u5206\u6790\u8fd9\u5f20\u80f8\u7247\u662f\u5426\u6709\u5f02\u5e38&#xff1f;&#034;<br \/>\n&#034;\u80ba\u90e8\u7eb9\u7406\u662f\u5426\u589e\u7c97&#xff1f;&#034;<br \/>\n&#034;\u5fc3\u810f\u5927\u5c0f\u662f\u5426\u5728\u6b63\u5e38\u8303\u56f4&#xff1f;&#034;<br \/>\n&#034;\u6709\u6ca1\u6709\u770b\u5230\u7ed3\u8282\u6216\u80bf\u5757&#xff1f;&#034;<\/p>\n<p>\u7cfb\u7edf\u4f1a\u9488\u5bf9\u4f60\u7684\u5177\u4f53\u95ee\u9898\u7ed9\u51fa\u9488\u5bf9\u6027\u7684\u56de\u7b54&#xff0c;\u800c\u4e0d\u662f\u5343\u7bc7\u4e00\u5f8b\u7684\u6a21\u677f\u62a5\u544a\u3002<\/p>\n<h4>2.3 \u7ed3\u6784\u5316\u62a5\u544a\u8f93\u51fa<\/h4>\n<p>\u5206\u6790\u5b8c\u6210\u540e&#xff0c;\u7cfb\u7edf\u4f1a\u751f\u6210\u4e00\u4efd\u8be6\u7ec6\u7684\u7ed3\u6784\u5316\u62a5\u544a&#xff0c;\u5305\u542b\u4ee5\u4e0b\u7ef4\u5ea6\u7684\u89c2\u5bdf\u7ed3\u679c&#xff1a;<\/p>\n<table>\n<tr>\u89c2\u5bdf\u7ef4\u5ea6\u5206\u6790\u5185\u5bb9\u4e34\u5e8a\u610f\u4e49<\/tr>\n<tbody>\n<tr>\n<td>\u80f8\u5ed3\u7ed3\u6784<\/td>\n<td>\u9aa8\u9abc\u5b8c\u6574\u6027\u3001\u5bf9\u79f0\u6027<\/td>\n<td>\u6392\u9664\u9aa8\u6298\u548c\u7ed3\u6784\u5f02\u5e38<\/td>\n<\/tr>\n<tr>\n<td>\u80ba\u90e8\u8868\u73b0<\/td>\n<td>\u7eb9\u7406\u3001\u900f\u660e\u5ea6\u3001\u9634\u5f71<\/td>\n<td>\u68c0\u6d4b\u708e\u75c7\u3001\u79ef\u6db2\u7b49\u75c5\u53d8<\/td>\n<\/tr>\n<tr>\n<td>\u5fc3\u810f\u7eb5\u9694<\/td>\n<td>\u5927\u5c0f\u3001\u5f62\u6001\u3001\u4f4d\u7f6e<\/td>\n<td>\u8bc4\u4f30\u5fc3\u810f\u5065\u5eb7\u72b6\u51b5<\/td>\n<\/tr>\n<tr>\n<td>\u8188\u808c\u72b6\u6001<\/td>\n<td>\u8f6e\u5ed3\u3001\u4f4d\u7f6e\u3001\u89d2\u5ea6<\/td>\n<td>\u68c0\u67e5\u8188\u808c\u529f\u80fd\u72b6\u6001<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>3. \u5feb\u901f\u90e8\u7f72\u5b9e\u6218\u6559\u7a0b<\/h3>\n<h4>3.1 \u73af\u5883\u51c6\u5907\u68c0\u67e5<\/h4>\n<p>\u5728\u5f00\u59cb\u90e8\u7f72\u524d&#xff0c;\u5148\u786e\u8ba4\u4f60\u7684\u670d\u52a1\u5668\u73af\u5883&#xff1a;<\/p>\n<p># \u68c0\u67e5GPU\u662f\u5426\u53ef\u7528<br \/>\nnvidia-smi<\/p>\n<p># \u68c0\u67e5Python\u73af\u5883<br \/>\npython &#8211;version<\/p>\n<p># \u68c0\u67e5\u78c1\u76d8\u7a7a\u95f4&#xff08;\u5efa\u8bae\u81f3\u5c1150GB\u53ef\u7528\u7a7a\u95f4&#xff09;<br \/>\ndf -h<\/p>\n<h4>3.2 \u4e00\u952e\u542f\u52a8\u5e94\u7528<\/h4>\n<p>\u90e8\u7f72\u8fc7\u7a0b\u975e\u5e38\u7b80\u5355&#xff0c;\u53ea\u9700\u8981\u6267\u884c\u4e00\u6761\u547d\u4ee4&#xff1a;<\/p>\n<p># \u542f\u52a8MedGemma\u5e94\u7528<br \/>\nbash \/root\/build\/start_gradio.sh<\/p>\n<p>\u8fd9\u4e2a\u811a\u672c\u4f1a\u81ea\u52a8\u5b8c\u6210\u4ee5\u4e0b\u5de5\u4f5c&#xff1a;<\/p>\n<li>\u68c0\u67e5Python\u73af\u5883\u548c\u4f9d\u8d56\u5305<\/li>\n<li>\u8bbe\u7f6e\u5fc5\u8981\u7684\u73af\u5883\u53d8\u91cf<\/li>\n<li>\u542f\u52a8Gradio\u7f51\u9875\u754c\u9762<\/li>\n<li>\u5728\u540e\u53f0\u8fd0\u884c\u5e94\u7528\u670d\u52a1<\/li>\n<li>\u751f\u6210\u65e5\u5fd7\u6587\u4ef6\u548c\u8fdb\u7a0bID<\/li>\n<h4>3.3 \u9a8c\u8bc1\u542f\u52a8\u72b6\u6001<\/h4>\n<p>\u542f\u52a8\u540e&#xff0c;\u68c0\u67e5\u5e94\u7528\u662f\u5426\u6b63\u5e38\u8fd0\u884c&#xff1a;<\/p>\n<p># \u67e5\u770b\u5e94\u7528\u72b6\u6001<br \/>\nbash \/root\/build\/status_gradio.sh<\/p>\n<p># \u67e5\u770b\u5b9e\u65f6\u65e5\u5fd7<br \/>\ntail -f \/root\/build\/logs\/gradio_app.log<\/p>\n<p>\u5982\u679c\u4e00\u5207\u6b63\u5e38&#xff0c;\u4f60\u4f1a\u770b\u5230\u7c7b\u4f3c\u8fd9\u6837\u7684\u8f93\u51fa&#xff1a;<\/p>\n<p>\u5e94\u7528\u72b6\u6001: \u8fd0\u884c\u4e2d<br \/>\n\u8fdb\u7a0bPID: 1234<br \/>\n\u7aef\u53e3\u76d1\u542c: 7860<\/p>\n<h4>3.4 \u8bbf\u95eeWeb\u754c\u9762<\/h4>\n<p>\u5728\u6d4f\u89c8\u5668\u4e2d\u8f93\u5165\u4f60\u7684\u670d\u52a1\u5668IP\u548c\u7aef\u53e3\u53f7&#xff1a;<\/p>\n<p>http:\/\/\u4f60\u7684\u670d\u52a1\u5668IP:7860<\/p>\n<p>\u5c31\u80fd\u770b\u5230MedGemma\u7684\u56fe\u5f62\u5316\u64cd\u4f5c\u754c\u9762&#xff0c;\u63a5\u4e0b\u6765\u5c31\u53ef\u4ee5\u5f00\u59cb\u4f7f\u7528AI\u9605\u7247\u529f\u80fd\u4e86\u3002<\/p>\n<h3>4. \u4f7f\u7528\u6307\u5357&#xff1a;\u4ece\u4e0a\u4f20\u5230\u5206\u6790<\/h3>\n<h4>4.1 \u4e0a\u4f20X\u5149\u5f71\u50cf<\/h4>\n<p>\u6253\u5f00Web\u754c\u9762\u540e&#xff0c;\u7b2c\u4e00\u4ef6\u4e8b\u5c31\u662f\u4e0a\u4f20\u4f60\u8981\u5206\u6790\u7684X\u5149\u7247&#xff1a;<\/p>\n<li>\u70b9\u51fb\u4e0a\u4f20\u533a\u57df&#xff08;\u901a\u5e38\u663e\u793a&#034;\u70b9\u51fb\u4e0a\u4f20&#034;\u6216\u62d6\u62fd\u533a\u57df&#xff09;<\/li>\n<li>\u9009\u62e9\u672c\u5730\u5b58\u50a8\u7684X\u5149\u56fe\u50cf\u6587\u4ef6&#xff08;\u652f\u6301JPG\u3001PNG\u683c\u5f0f&#xff09;<\/li>\n<li>\u7b49\u5f85\u6587\u4ef6\u4e0a\u4f20\u5b8c\u6210&#xff08;\u4f1a\u6709\u8fdb\u5ea6\u6761\u663e\u793a&#xff09;<\/li>\n<p>\u6ce8\u610f\u4e8b\u9879&#xff1a;<\/p>\n<ul>\n<li>\u5efa\u8bae\u4f7f\u7528PA\u89c6\u56fe&#xff08;\u540e\u524d\u4f4d&#xff09;\u80f8\u7247<\/li>\n<li>\u56fe\u50cf\u8d28\u91cf\u4f1a\u5f71\u54cd\u5206\u6790\u51c6\u786e\u6027<\/li>\n<li>\u6587\u4ef6\u5927\u5c0f\u5efa\u8bae\u572810MB\u4ee5\u5185<\/li>\n<\/ul>\n<h4>4.2 \u8f93\u5165\u5206\u6790\u95ee\u9898<\/h4>\n<p>\u4e0a\u4f20\u56fe\u50cf\u540e&#xff0c;\u5728\u5bf9\u8bdd\u6846\u8f93\u5165\u4f60\u60f3\u8981\u8be2\u95ee\u7684\u95ee\u9898&#xff1a;<\/p>\n<p># \u63a8\u8350\u7684\u95ee\u9898\u683c\u5f0f&#xff1a;<br \/>\n&#034;\u8bf7\u5168\u9762\u5206\u6790\u8fd9\u5f20\u80f8\u7247&#034;<br \/>\n&#034;\u91cd\u70b9\u67e5\u770b\u80ba\u90e8\u662f\u5426\u6709\u708e\u75c7\u8ff9\u8c61&#034;<br \/>\n&#034;\u5fc3\u810f\u5927\u5c0f\u662f\u5426\u6b63\u5e38&#xff1f;\u6709\u4ec0\u4e48\u5f02\u5e38\u53d1\u73b0&#xff1f;&#034;<\/p>\n<p>\u4e5f\u53ef\u4ee5\u70b9\u51fb\u7cfb\u7edf\u63d0\u4f9b\u7684&#034;\u793a\u4f8b\u95ee\u9898&#034;\u5feb\u901f\u8f93\u5165\u3002<\/p>\n<h4>4.3 \u5f00\u59cb\u5206\u6790\u5904\u7406<\/h4>\n<p>\u70b9\u51fb&#034;\u5f00\u59cb\u5206\u6790&#034;\u6309\u94ae\u540e&#xff0c;\u7cfb\u7edf\u4f1a&#xff1a;<\/p>\n<li>\u52a0\u8f7d\u56fe\u50cf\u5230AI\u6a21\u578b<\/li>\n<li>\u8fdb\u884c\u591a\u5c42\u6b21\u7684\u5f71\u50cf\u5206\u6790<\/li>\n<li>\u751f\u6210\u7ed3\u6784\u5316\u7684\u89c2\u5bdf\u7ed3\u679c<\/li>\n<li>\u51c6\u5907\u8be6\u7ec6\u7684\u62a5\u544a\u5185\u5bb9<\/li>\n<p>\u6574\u4e2a\u8fc7\u7a0b\u901a\u5e38\u9700\u898110-30\u79d2&#xff0c;\u53d6\u51b3\u4e8e\u56fe\u50cf\u590d\u6742\u5ea6\u548c\u670d\u52a1\u5668\u6027\u80fd\u3002<\/p>\n<h4>4.4 \u89e3\u8bfb\u5206\u6790\u7ed3\u679c<\/h4>\n<p>\u5206\u6790\u5b8c\u6210\u540e&#xff0c;\u53f3\u4fa7\u7ed3\u679c\u680f\u4f1a\u663e\u793a\u8be6\u7ec6\u7684\u62a5\u544a&#xff1a;<\/p>\n<p>\u5178\u578b\u62a5\u544a\u7ed3\u6784&#xff1a;<\/p>\n<p>\u5f71\u50cf\u8d28\u91cf\u8bc4\u4f30&#xff1a;\u56fe\u50cf\u6e05\u6670\u5ea6\u826f\u597d&#xff0c;\u9002\u5408\u8bca\u65ad\u5206\u6790<\/p>\n<p>\u4e3b\u8981\u53d1\u73b0&#xff1a;<br \/>\n&#8211; \u80f8\u5ed3\u5bf9\u79f0&#xff0c;\u9aa8\u9abc\u7ed3\u6784\u5b8c\u6574<br \/>\n&#8211; \u80ba\u91ce\u6e05\u6670&#xff0c;\u672a\u89c1\u660e\u663e\u5b9e\u8d28\u6027\u75c5\u53d8<br \/>\n&#8211; \u5fc3\u5f71\u5927\u5c0f\u5f62\u6001\u6b63\u5e38<br \/>\n&#8211; \u8188\u9762\u5149\u6ed1&#xff0c;\u808b\u8188\u89d2\u9510\u5229<\/p>\n<p>\u5370\u8c61&#xff1a;<br \/>\n1. \u80f8\u90e8X\u7ebf\u7247\u672a\u89c1\u660e\u663e\u6d3b\u52a8\u6027\u75c5\u53d8<br \/>\n2. \u5efa\u8bae\u7ed3\u5408\u4e34\u5e8a\u968f\u8bbf\u89c2\u5bdf<\/p>\n<h3>5. \u65e5\u5e38\u7ba1\u7406\u7ef4\u62a4<\/h3>\n<h4>5.1 \u5e94\u7528\u72b6\u6001\u7ba1\u7406<\/h4>\n<p>\u7cfb\u7edf\u63d0\u4f9b\u4e86\u5b8c\u5584\u7684\u7ba1\u7406\u811a\u672c&#xff0c;\u65e5\u5e38\u7ef4\u62a4\u5f88\u7b80\u5355&#xff1a;<\/p>\n<p># \u505c\u6b62\u5e94\u7528&#xff08;\u4f18\u96c5\u5173\u95ed&#xff09;<br \/>\nbash \/root\/build\/stop_gradio.sh<\/p>\n<p># \u67e5\u770b\u8fd0\u884c\u72b6\u6001<br \/>\nbash \/root\/build\/status_gradio.sh<\/p>\n<p># \u5f3a\u5236\u91cd\u542f\u5e94\u7528<br \/>\nbash \/root\/build\/stop_gradio.sh<br \/>\nbash \/root\/build\/start_gradio.sh<\/p>\n<h4>5.2 \u65e5\u5fd7\u76d1\u63a7\u6392\u67e5<\/h4>\n<p>\u9047\u5230\u95ee\u9898\u65f6&#xff0c;\u67e5\u770b\u65e5\u5fd7\u662f\u6700\u5feb\u7684\u6392\u67e5\u65b9\u6cd5&#xff1a;<\/p>\n<p># \u67e5\u770b\u5b9e\u65f6\u65e5\u5fd7&#xff08;\u63a8\u8350&#xff09;<br \/>\ntail -f \/root\/build\/logs\/gradio_app.log<\/p>\n<p># \u67e5\u770b\u9519\u8bef\u4fe1\u606f<br \/>\ngrep -i error \/root\/build\/logs\/gradio_app.log<\/p>\n<p># \u67e5\u770b\u6700\u8fd1100\u884c\u65e5\u5fd7<br \/>\ntail -100 \/root\/build\/logs\/gradio_app.log<\/p>\n<h4>5.3 \u5e38\u89c1\u95ee\u9898\u89e3\u51b3<\/h4>\n<p>\u7aef\u53e3\u5360\u7528\u95ee\u9898&#xff1a;<\/p>\n<p># \u68c0\u67e57860\u7aef\u53e3\u88ab\u8c01\u5360\u7528<br \/>\nnetstat -tlnp | grep 7860<\/p>\n<p># \u5982\u679c\u88ab\u5176\u4ed6\u8fdb\u7a0b\u5360\u7528&#xff0c;\u505c\u6b62\u8be5\u8fdb\u7a0b<br \/>\nkill -9 &lt;\u8fdb\u7a0bPID&gt;<\/p>\n<p>GPU\u5185\u5b58\u4e0d\u8db3&#xff1a;<\/p>\n<p># \u6e05\u7406GPU\u7f13\u5b58<br \/>\nnvidia-smi &#8211;gpu-reset<\/p>\n<p># \u6216\u8005\u91cd\u542f\u76f8\u5173\u8fdb\u7a0b<br \/>\nbash \/root\/build\/stop_gradio.sh<br \/>\nbash \/root\/build\/start_gradio.sh<\/p>\n<h3>6. \u5e94\u7528\u573a\u666f\u4e0e\u4ef7\u503c<\/h3>\n<h4>6.1 \u533b\u5b66\u6559\u80b2\u8bad\u7ec3<\/h4>\n<p>\u5bf9\u4e8e\u533b\u5b66\u5b66\u751f\u6765\u8bf4&#xff0c;MedGemma\u662f\u4e2a\u5f88\u597d\u7684\u5b66\u4e60\u5de5\u5177&#xff1a;<\/p>\n<ul>\n<li>\u5f71\u50cf\u89e3\u8bfb\u7ec3\u4e60&#xff1a;\u53ef\u4ee5\u4e0a\u4f20\u5404\u79cd\u75c5\u4f8b\u5f71\u50cf\u8fdb\u884c\u89e3\u8bfb\u7ec3\u4e60<\/li>\n<li>\u62a5\u544a\u64b0\u5199\u5b66\u4e60&#xff1a;\u53c2\u8003AI\u751f\u6210\u7684\u7ed3\u6784\u5316\u62a5\u544a\u683c\u5f0f<\/li>\n<li>\u5f02\u5e38\u8bc6\u522b\u8bad\u7ec3&#xff1a;\u901a\u8fc7\u5bf9\u6bd4AI\u5206\u6790\u7ed3\u679c\u63d0\u5347\u8bc6\u522b\u80fd\u529b<\/li>\n<\/ul>\n<h4>6.2 \u79d1\u7814\u6570\u636e\u5206\u6790<\/h4>\n<p>\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u5229\u7528\u8fd9\u4e2a\u5e73\u53f0&#xff1a;<\/p>\n<ul>\n<li>\u6279\u91cf\u5f71\u50cf\u5206\u6790&#xff1a;\u81ea\u52a8\u5316\u5904\u7406\u5927\u91cf\u7814\u7a76\u5f71\u50cf<\/li>\n<li>\u6570\u636e\u9884\u5904\u7406&#xff1a;\u5feb\u901f\u7b5b\u9009\u548c\u6807\u6ce8\u7814\u7a76\u6570\u636e<\/li>\n<li>\u7b97\u6cd5\u9a8c\u8bc1&#xff1a;\u4f5c\u4e3a\u57fa\u7ebf\u6a21\u578b\u5bf9\u6bd4\u65b0\u7b97\u6cd5\u7684\u6548\u679c<\/li>\n<\/ul>\n<h4>6.3 \u521d\u6b65\u7b5b\u67e5\u8f85\u52a9<\/h4>\n<p>\u867d\u7136\u4e0d\u80fd\u66ff\u4ee3\u4e13\u4e1a\u8bca\u65ad&#xff0c;\u4f46\u53ef\u4ee5\u7528\u4e8e&#xff1a;<\/p>\n<ul>\n<li>\u5065\u5eb7\u7b5b\u67e5&#xff1a;\u65e5\u5e38\u4f53\u68c0\u5f71\u50cf\u7684\u521d\u6b65\u67e5\u770b<\/li>\n<li>\u7d27\u6025\u8bc4\u4f30&#xff1a;\u5728\u6ca1\u6709\u4e13\u5bb6\u65f6\u83b7\u5f97\u521d\u6b65\u610f\u89c1<\/li>\n<li>\u8fdc\u7a0b\u54a8\u8be2&#xff1a;\u751f\u6210\u8be6\u7ec6\u62a5\u544a\u4f9b\u8fdc\u7a0b\u4e13\u5bb6\u53c2\u8003<\/li>\n<\/ul>\n<h3>7. \u4f7f\u7528\u6ce8\u610f\u4e8b\u9879<\/h3>\n<h4>7.1 \u6280\u672f\u9650\u5236\u8bf4\u660e<\/h4>\n<p>\u5728\u4f7f\u7528\u524d\u9700\u8981\u4e86\u89e3\u8fd9\u4e9b\u9650\u5236&#xff1a;<\/p>\n<ul>\n<li>\u975e\u8bca\u65ad\u5de5\u5177&#xff1a;\u4e0d\u80fd\u66ff\u4ee3\u4e13\u4e1a\u533b\u751f\u7684\u8bca\u65ad<\/li>\n<li>\u5f71\u50cf\u7c7b\u578b\u9650\u5236&#xff1a;\u76ee\u524d\u4e3b\u8981\u652f\u6301\u80f8\u90e8X\u5149PA\u89c6\u56fe<\/li>\n<li>\u56fe\u50cf\u8d28\u91cf\u8981\u6c42&#xff1a;\u9700\u8981\u6e05\u6670\u3001\u5b8c\u6574\u7684\u5f71\u50cf\u8d44\u6599<\/li>\n<li>\u7ed3\u679c\u4ec5\u4f9b\u53c2\u8003&#xff1a;AI\u5206\u6790\u7ed3\u679c\u9700\u8981\u4e13\u4e1a\u4eba\u5458\u786e\u8ba4<\/li>\n<\/ul>\n<h4>7.2 \u6700\u4f73\u5b9e\u8df5\u5efa\u8bae<\/h4>\n<p>\u4e3a\u4e86\u83b7\u5f97\u6700\u597d\u7684\u4f7f\u7528\u4f53\u9a8c&#xff1a;<\/p>\n<li>\u4f7f\u7528\u6807\u51c6\u4f53\u4f4d&#xff1a;\u5c3d\u91cf\u4f7f\u7528\u6807\u51c6PA\u4f4d\u80f8\u7247<\/li>\n<li>\u4fdd\u8bc1\u56fe\u50cf\u8d28\u91cf&#xff1a;\u907f\u514d\u6a21\u7cca\u3001\u8fc7\u6697\u3001\u8fc7\u4eae\u7684\u5f71\u50cf<\/li>\n<li>\u660e\u786e\u63d0\u95ee&#xff1a;\u5177\u4f53\u7684\u95ee\u9898\u80fd\u5f97\u5230\u66f4\u51c6\u786e\u7684\u56de\u7b54<\/li>\n<li>\u7ed3\u5408\u4e34\u5e8a\u4fe1\u606f&#xff1a;\u5982\u679c\u6709\u4e34\u5e8a\u75c7\u72b6&#xff0c;\u53ef\u4ee5\u5728\u63d0\u95ee\u4e2d\u8bf4\u660e<\/li>\n<li>\u591a\u6b21\u9a8c\u8bc1&#xff1a;\u91cd\u8981\u7ed3\u679c\u5efa\u8bae\u591a\u6b21\u5206\u6790\u786e\u8ba4<\/li>\n<h4>7.3 \u6027\u80fd\u4f18\u5316\u5efa\u8bae<\/h4>\n<p>\u5982\u679c\u53d1\u73b0\u8fd0\u884c\u901f\u5ea6\u6162&#xff0c;\u53ef\u4ee5\u5c1d\u8bd5&#xff1a;<\/p>\n<p># \u8c03\u6574\u6279\u91cf\u5927\u5c0f&#xff08;\u5982\u679c\u652f\u6301&#xff09;<br \/>\nexport BATCH_SIZE&#061;1<\/p>\n<p># \u9650\u5236GPU\u5185\u5b58\u4f7f\u7528<br \/>\nexport CUDA_MEMORY_LIMIT&#061;4096<\/p>\n<p># \u4f7f\u7528\u534a\u7cbe\u5ea6\u63a8\u7406<br \/>\nexport USE_FP16&#061;true<\/p>\n<h3>8. \u603b\u7ed3<\/h3>\n<p>MedGemma X-Ray\u955c\u50cf\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6781\u5176\u7b80\u4fbf\u7684AI\u533b\u7597\u5f71\u50cf\u5206\u6790\u89e3\u51b3\u65b9\u6848\u3002\u4ece\u88f8\u673a\u670d\u52a1\u5668\u5230\u5b8c\u6574\u53ef\u7528\u7684AI\u9605\u7247\u5e73\u53f0&#xff0c;\u6574\u4e2a\u8fc7\u7a0b\u53ea\u9700\u8981\u6267\u884c\u51e0\u6761\u7b80\u5355\u7684\u547d\u4ee4&#xff0c;\u65e0\u9700\u590d\u6742\u7684\u914d\u7f6e\u548c\u6df1\u5ea6\u5b66\u4e60\u4e13\u4e1a\u77e5\u8bc6\u3002<\/p>\n<p>\u4e3b\u8981\u4f18\u52bf&#xff1a;<\/p>\n<ul>\n<li>\u90e8\u7f72\u7b80\u5355&#xff1a;\u4e00\u952e\u811a\u672c\u5b8c\u6210\u6240\u6709\u914d\u7f6e<\/li>\n<li>\u4f7f\u7528\u65b9\u4fbf&#xff1a;\u56fe\u5f62\u5316\u754c\u9762&#xff0c;\u5bf9\u8bdd\u5f0f\u4ea4\u4e92<\/li>\n<li>\u529f\u80fd\u5b9e\u7528&#xff1a;\u4e13\u4e1a\u7684\u5f71\u50cf\u5206\u6790\u548c\u62a5\u544a\u751f\u6210<\/li>\n<li>\u7ba1\u7406\u5b8c\u5584&#xff1a;\u5b8c\u6574\u7684\u8fd0\u7ef4\u811a\u672c\u548c\u65e5\u5fd7\u7cfb\u7edf<\/li>\n<\/ul>\n<p>\u65e0\u8bba\u4f60\u662f\u60f3\u8981\u5b66\u4e60\u5f71\u50cf\u8bca\u65ad\u7684\u533b\u5b66\u751f&#xff0c;\u8fd8\u662f\u9700\u8981\u8fdb\u884c\u5927\u91cf\u5f71\u50cf\u5206\u6790\u7684\u7814\u7a76\u4eba\u5458&#xff0c;\u6216\u8005\u662f\u60f3\u8981\u4f53\u9a8cAI\u533b\u7597\u6280\u672f\u7684\u5f00\u53d1\u8005&#xff0c;\u8fd9\u4e2a\u5e73\u53f0\u90fd\u503c\u5f97\u5c1d\u8bd5\u3002\u8bb0\u4f4f\u867d\u7136AI\u8f85\u52a9\u5de5\u5177\u5f88\u5f3a\u5927&#xff0c;\u4f46\u59cb\u7ec8\u8981\u7ed3\u5408\u4e13\u4e1a\u533b\u751f\u7684\u5224\u65ad\u6765\u505a\u51fa\u6700\u7ec8\u7684\u533b\u7597\u51b3\u7b56\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>MedGemma X-Ray\u955c\u50cf\u514d\u914d\u7f6e\u5b9e\u6218&#xff1a;\u4ece\u670d\u52a1\u5668\u88f8\u673a\u5230AI\u9605\u7247\u5e73\u53f0\u4e0a\u7ebf<br \/>\n1. \u5f00\u7bc7&#xff1a;AI\u533b\u7597\u5f71\u50cf\u7684\u65b0\u9009\u62e9<br \/>\n\u4eca\u5929\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u4e00\u4e2a\u7279\u522b\u5b9e\u7528\u7684\u5de5\u5177\u2014\u2014MedGemma X-Ray\u533b\u7597\u56fe\u50cf\u5206\u6790\u7cfb\u7edf\u3002\u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8e\u5927\u6a21\u578b\u6280\u672f\u7684\u667a\u80fd\u5e73\u53f0&#xff0c;\u4e13\u95e8\u7528\u6765\u5206\u6790\u80f8\u90e8X\u5149\u7247\u3002\u65e0\u8bba\u4f60\u662f\u533b\u5b66\u4e13\u4e1a\u7684\u5b66\u751f\u3001\u7814\u7a76\u4eba\u5458&#xff0c;\u8fd8\u662f\u533b\u7597\u4ece\u4e1a\u8005&#xff0c;\u8fd9\u4e2a\u5de5\u5177\u90fd\u80fd\u5e2e\u4f60\u5feb\u901f\u89e3\u8bfbX\u5149\u5f71\u50cf&#xff0c;\u751f\u6210\u8be6\u7ec6\u7684\u5206\u6790\u62a5\u544a\u3002<br \/>\n\u6700\u68d2\u7684\u662f&#xff0c;\u8fd9\u4e2a\u7cfb\u7edf\u5df2<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[7591,9544,9545],"topic":[],"class_list":["post-85203","post","type-post","status-publish","format-standard","hentry","category-server","tag-ai","tag-9545"],"yoast_head":"<!-- This site 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