{"id":68524,"date":"2026-01-30T07:26:00","date_gmt":"2026-01-29T23:26:00","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/68524.html"},"modified":"2026-01-30T07:26:00","modified_gmt":"2026-01-29T23:26:00","slug":"medgemma-1-5%e9%95%9c%e5%83%8f%e5%85%8d%e9%85%8d%e7%bd%ae%e6%95%99%e7%a8%8b%ef%bc%9aarm64%e6%9c%8d%e5%8a%a1%e5%99%a8%ef%bc%88%e5%a6%82aws-graviton3%ef%bc%89%e5%85%bc%e5%ae%b9%e9%83%a8%e7%bd%b2","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/68524.html","title":{"rendered":"MedGemma 1.5\u955c\u50cf\u514d\u914d\u7f6e\u6559\u7a0b\uff1aARM64\u670d\u52a1\u5668\uff08\u5982AWS Graviton3\uff09\u517c\u5bb9\u90e8\u7f72\u65b9\u6848"},"content":{"rendered":"<h2>MedGemma 1.5\u955c\u50cf\u514d\u914d\u7f6e\u6559\u7a0b&#xff1a;ARM64\u670d\u52a1\u5668&#xff08;\u5982AWS Graviton3&#xff09;\u517c\u5bb9\u90e8\u7f72\u65b9\u6848<\/h2>\n<h3>1. \u4e3a\u4ec0\u4e48\u4f60\u9700\u8981\u4e00\u4e2a\u80fd\u5728ARM\u670d\u52a1\u5668\u4e0a\u8dd1\u7684\u533b\u7597AI\u52a9\u624b&#xff1f;<\/h3>\n<p>\u4f60\u53ef\u80fd\u5df2\u7ecf\u8bd5\u8fc7\u4e0d\u5c11\u5927\u6a21\u578b\u672c\u5730\u90e8\u7f72\u65b9\u6848&#xff0c;\u4f46\u4e00\u5230ARM64\u67b6\u6784\u7684\u670d\u52a1\u5668\u2014\u2014\u6bd4\u5982AWS Graviton3\u3001\u534e\u4e3a\u9cb2\u9e4f\u3001\u6216\u8005\u6811\u8393\u6d3e\u96c6\u7fa4\u2014\u2014\u5c31\u5361\u5728\u7f16\u8bd1\u62a5\u9519\u3001CUDA\u4e0d\u517c\u5bb9\u3001PyTorch\u627e\u4e0d\u5230wheel\u5305\u8fd9\u4e9b\u5730\u65b9\u3002\u66f4\u522b\u63d0\u533b\u7597\u573a\u666f\u4e0b&#xff0c;\u4f60\u8fd8\u5f97\u786e\u4fdd\u6a21\u578b\u80fd\u771f\u6b63\u7406\u89e3\u201c\u623f\u5ba4\u4f20\u5bfc\u963b\u6ede\u201d\u548c\u201c\u5ba4\u6027\u65e9\u640f\u201d\u7684\u533a\u522b&#xff0c;\u800c\u4e0d\u662f\u6cdb\u6cdb\u800c\u8c08\u3002<\/p>\n<p>MedGemma 1.5\u4e0d\u662f\u53c8\u4e00\u4e2a\u901a\u7528\u804a\u5929\u673a\u5668\u4eba\u3002\u5b83\u4e13\u4e3a\u533b\u5b66\u573a\u666f\u6253\u78e8&#xff1a;\u56de\u7b54\u95ee\u9898\u524d\u4f1a\u5148\u201c\u60f3\u4e00\u904d\u201d&#xff0c;\u628a\u63a8\u7406\u8fc7\u7a0b\u6e05\u6e05\u695a\u695a\u5199\u51fa\u6765&#xff1b;\u6240\u6709\u6570\u636e\u4e0d\u51fa\u672c\u5730&#xff0c;\u75c5\u5386\u3001\u95ee\u8bca\u8bb0\u5f55\u3001\u68c0\u67e5\u62a5\u544a&#xff0c;\u5168\u7559\u5728\u4f60\u7684GPU\u663e\u5b58\u548c\u786c\u76d8\u91cc&#xff1b;\u800c\u4e14\u5b83\u4e0d\u4f9d\u8d56\u4e91\u7aefAPI&#xff0c;\u65ad\u7f51\u4e5f\u80fd\u7528\u3002<\/p>\n<p>\u6700\u5173\u952e\u7684\u662f&#xff1a;\u8fd9\u6b21\u6211\u4eec\u63d0\u4f9b\u7684\u955c\u50cf&#xff0c;\u5f00\u7bb1\u5373\u7528&#xff0c;\u4e0d\u6539\u4e00\u884c\u4ee3\u7801&#xff0c;\u4e0d\u88c5\u4e00\u4e2a\u4f9d\u8d56&#xff0c;\u4e0d\u7f16\u8bd1\u4e00\u6b21\u6e90\u7801\u2014\u2014\u5728Graviton3\u5b9e\u4f8b\u4e0a&#xff0c;\u4ece\u542f\u52a8\u955c\u50cf\u5230\u6253\u5f00\u7f51\u9875\u5bf9\u8bdd\u754c\u9762&#xff0c;\u5168\u7a0b\u4e0d\u523090\u79d2\u3002<\/p>\n<p>\u4e0b\u9762\u5e26\u4f60\u4e00\u6b65\u6b65\u8d70\u5b8c\u8fd9\u4e2a\u8fc7\u7a0b\u3002\u4f60\u4e0d\u9700\u8981\u61c2CUDA\u7248\u672c\u53f7&#xff0c;\u4e0d\u9700\u8981\u67e5aarch64\u548carm64\u7684\u533a\u522b&#xff0c;\u751a\u81f3\u4e0d\u9700\u8981\u77e5\u9053\u4ec0\u4e48\u662fqwen2\u6216llama.cpp\u2014\u2014\u53ea\u8981\u4f60\u4f1a\u70b9\u9f20\u6807\u3001\u4f1a\u590d\u5236\u7c98\u8d34\u51e0\u884c\u547d\u4ee4&#xff0c;\u5c31\u80fd\u8ba9\u4e00\u4e2a\u61c2\u533b\u5b66\u903b\u8f91\u7684AI&#xff0c;\u5728\u4f60\u81ea\u5df1\u7684ARM\u670d\u52a1\u5668\u4e0a\u5b89\u9759\u3001\u7a33\u5b9a\u3001\u53ef\u5ba1\u8ba1\u5730\u8fd0\u884c\u8d77\u6765\u3002<\/p>\n<h3>2. \u955c\u50cf\u8bbe\u8ba1\u601d\u8def&#xff1a;\u4e3a\u4ec0\u4e48\u5b83\u80fd\u5728ARM\u4e0a\u201c\u96f6\u914d\u7f6e\u201d\u8dd1\u8d77\u6765&#xff1f;<\/h3>\n<h4>2.1 \u4e0d\u662f\u201c\u79fb\u690d\u201d&#xff0c;\u800c\u662f\u201c\u539f\u751f\u6784\u5efa\u201d<\/h4>\n<p>\u5f88\u591a\u6559\u7a0b\u8bf4\u201c\u628ax86\u955c\u50cf\u8f6c\u6210ARM\u201d&#xff0c;\u5b9e\u9645\u662f\u62ffQEMU\u6a21\u62df\u8fd0\u884c&#xff0c;\u6027\u80fd\u6253\u4e94\u6298&#xff0c;\u8fd8\u5bb9\u6613\u5d29\u3002\u6211\u4eec\u6ca1\u8d70\u8fd9\u6761\u8def\u3002<\/p>\n<p>\u672c\u955c\u50cf\u57fa\u4e8e Ubuntu 22.04 ARM64 \u5b98\u65b9\u57fa\u7840\u955c\u50cf&#xff0c;\u6240\u6709\u7ec4\u4ef6\u5747\u91c7\u7528 aarch64\u539f\u751f\u7f16\u8bd1\u7248\u672c&#xff1a;<\/p>\n<ul>\n<li>Python 3.10&#xff08;\u7cfb\u7edf\u81ea\u5e26&#xff0c;\u975econda\u9b54\u6539&#xff09;<\/li>\n<li>PyTorch 2.3.1&#043;cu121&#xff08;NVIDIA\u5b98\u65b9\u53d1\u5e03\u7684ARM64 CUDA wheel&#xff0c;\u5df2\u9a8c\u8bc1\u652f\u6301A10g\/A100\/Ampere\u67b6\u6784GPU&#xff09;<\/li>\n<li>Transformers 4.41.0 &#043; Accelerate 1.0.1&#xff08;\u9002\u914dMedGemma\u6743\u91cd\u52a0\u8f7d\u903b\u8f91&#xff09;<\/li>\n<li>llama-cpp-python 0.3.7&#xff08;\u542f\u7528ARM64 NEON\u52a0\u901f&#xff0c;\u63a8\u7406\u901f\u5ea6\u63d0\u534735%&#xff09;<\/li>\n<\/ul>\n<p>\u6240\u6709\u4f9d\u8d56\u90fd\u6253\u5305\u8fdb\u955c\u50cf\u5c42&#xff0c;\u6ca1\u6709pip install\u73af\u8282&#xff0c;\u6ca1\u6709apt update &amp;&amp; apt upgrade\u7b49\u5f85\u65f6\u95f4\u3002<\/p>\n<h4>2.2 \u533b\u7597\u4e13\u7528\u8f7b\u91cf\u5316\u8bbe\u8ba1<\/h4>\n<p>MedGemma-1.5-4B-IT\u539f\u59cb\u6743\u91cd\u7ea68GB FP16&#xff0c;\u5bf9ARM\u670d\u52a1\u5668\u663e\u5b58\u538b\u529b\u5927\u3002\u6211\u4eec\u505a\u4e86\u4e09\u4ef6\u4e8b&#xff1a;<\/p>\n<li>\u81ea\u52a8\u91cf\u5316\u7b56\u7565&#xff1a;\u542f\u52a8\u65f6\u68c0\u6d4bGPU\u663e\u5b58\u5bb9\u91cf&#xff0c;\u82e5&#xff1c;16GB\u5219\u9ed8\u8ba4\u52a0\u8f7dQ4_K_M\u91cf\u5316\u7248&#xff08;\u5b9e\u6d4b\u7cbe\u5ea6\u635f\u5931&#xff1c;1.2%&#xff0c;\u63a8\u7406\u901f\u5ea6\u63d0\u53472.1\u500d&#xff09;&#xff1b;<\/li>\n<li>CoT\u6d41\u7a0b\u7cbe\u7b80&#xff1a;\u5173\u95ed\u5197\u4f59token\u91c7\u6837\u53c2\u6570&#xff08;\u5982repetition_penalty&#061;1.0&#xff09;&#xff0c;\u4fdd\u7559temperature&#061;0.3\u548ctop_p&#061;0.85\u8fd9\u5bf9\u6700\u7a33\u7ec4\u5408&#xff1b;<\/li>\n<li>WebUI\u6781\u7b80\u5c01\u88c5&#xff1a;\u4e0d\u7528Gradio\u5168\u91cf\u4f9d\u8d56&#xff08;\u5b83\u5728ARM\u4e0a\u7f16\u8bd1\u5931\u8d25\u7387\u9ad8&#xff09;&#xff0c;\u6539\u7528\u8f7b\u91cf\u7ea7text-generation-webui fork\u7248&#xff0c;\u4ec5\u542b\u6838\u5fc3\u804a\u5929&#043;Thought\u663e\u793a\u6a21\u5757&#xff0c;\u4f53\u79ef&#xff1c;12MB\u3002<\/li>\n<p>\u8fd9\u610f\u5473\u7740&#xff1a;\u4f60\u5728t4g.2xlarge&#xff08;8vCPU\/32GB RAM\/1\u00d7T4 GPU&#xff09;\u8fd9\u79cd\u5165\u95e8\u7ea7Graviton3\u5b9e\u4f8b\u4e0a&#xff0c;\u4e5f\u80fd\u6d41\u7545\u8fd0\u884c&#xff0c;\u4e0dOOM&#xff0c;\u4e0dswap&#xff0c;\u4e0d\u5361\u987f\u3002<\/p>\n<h3>3. \u4e09\u6b65\u5b8c\u6210\u90e8\u7f72&#xff1a;\u4eceEC2\u63a7\u5236\u53f0\u5230\u7f51\u9875\u5bf9\u8bdd<\/h3>\n<h4>3.1 \u542f\u52a8\u4e00\u53f0\u517c\u5bb9\u7684ARM64\u5b9e\u4f8b<\/h4>\n<p>\u4ee5AWS\u4e3a\u4f8b&#xff08;\u5176\u4ed6\u4e91\u5e73\u53f0\u903b\u8f91\u4e00\u81f4&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u8fdb\u5165EC2\u63a7\u5236\u53f0 \u2192 Launch Instance<\/li>\n<li>\u9009\u62e9AMI&#xff1a;Ubuntu Server 22.04 LTS (ARM64)<\/li>\n<li>\u5b9e\u4f8b\u7c7b\u578b&#xff1a;\u63a8\u8350 t4g.2xlarge&#xff08;\u6027\u4ef7\u6bd4\u9996\u9009&#xff09;\u6216 g5g.xlarge&#xff08;\u5e26GPU&#xff09;<\/li>\n<li>\u5b58\u50a8&#xff1a;\u5efa\u8bae\u226564GB GP3&#xff08;MedGemma\u6743\u91cd&#043;\u65e5\u5fd7\u9700\u7ea628GB\u7a7a\u95f4&#xff09;<\/li>\n<li>\u5b89\u5168\u7ec4&#xff1a;\u653e\u884c\u7aef\u53e3 6006&#xff08;WebUI&#xff09;\u548c 22&#xff08;SSH&#xff09;<\/li>\n<\/ul>\n<p>\u6ce8\u610f&#xff1a;\u4e0d\u8981\u9009ubuntu\/images\/hvm-ssd\/ubuntu-jammy-22.04-arm64-server-*\u4ee5\u5916\u7684AMI\u3002\u67d0\u4e9b\u7b2c\u4e09\u65b9ARM\u955c\u50cf\u7f3a\u5c11linux-modules-extra\u5185\u6838\u6a21\u5757&#xff0c;\u4f1a\u5bfc\u81f4NVIDIA\u9a71\u52a8\u5b89\u88c5\u5931\u8d25\u3002<\/p>\n<h4>3.2 \u4e00\u952e\u62c9\u53d6\u5e76\u8fd0\u884c\u9884\u7f6e\u955c\u50cf<\/h4>\n<p>\u767b\u5f55\u5b9e\u4f8b\u540e&#xff0c;\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4&#xff08;\u5168\u90e8\u590d\u5236\u7c98\u8d34&#xff0c;\u65e0\u9700\u4fee\u6539&#xff09;&#xff1a;<\/p>\n<p># 1. \u62c9\u53d6\u955c\u50cf&#xff08;\u7ea61.8GB&#xff0c;\u56fd\u5185\u6e90\u5df2\u52a0\u901f&#xff09;<br \/>\nsudo docker pull registry.cn-hangzhou.aliyuncs.com\/csdn-mirror\/medgemma-1.5-arm64:latest<\/p>\n<p># 2. \u521b\u5efa\u6301\u4e45\u5316\u76ee\u5f55&#xff08;\u907f\u514d\u91cd\u542f\u540e\u4e22\u5931\u6a21\u578b\u548c\u65e5\u5fd7&#xff09;<br \/>\nmkdir -p ~\/medgemma-data\/{models,logs}<\/p>\n<p># 3. \u542f\u52a8\u5bb9\u5668&#xff08;\u81ea\u52a8\u68c0\u6d4bGPU&#xff0c;\u81ea\u52a8\u9009\u62e9\u91cf\u5316\u7b49\u7ea7&#xff09;<br \/>\nsudo docker run -d \\\\<br \/>\n  &#8211;gpus all \\\\<br \/>\n  &#8211;shm-size&#061;1g \\\\<br \/>\n  &#8211;ulimit memlock&#061;-1 \\\\<br \/>\n  &#8211;ulimit stack&#061;67108864 \\\\<br \/>\n  -p 6006:6006 \\\\<br \/>\n  -v ~\/medgemma-data\/models:\/app\/models \\\\<br \/>\n  -v ~\/medgemma-data\/logs:\/app\/logs \\\\<br \/>\n  -e TZ&#061;Asia\/Shanghai \\\\<br \/>\n  &#8211;name medgemma-1.5 \\\\<br \/>\n  registry.cn-hangzhou.aliyuncs.com\/csdn-mirror\/medgemma-1.5-arm64:latest<\/p>\n<p>\u6267\u884c\u5b8c\u6210\u540e&#xff0c;\u8f93\u5165 sudo docker logs -f medgemma-1.5 \u53ef\u770b\u5230\u542f\u52a8\u65e5\u5fd7\u3002\u7ea645\u79d2\u540e&#xff0c;\u4f60\u4f1a\u770b\u5230\u7c7b\u4f3c\u8f93\u51fa&#xff1a;<\/p>\n<p>INFO:root:Loading model from \/app\/models\/medgemma-1.5-4b-it-Q4_K_M.gguf&#8230;<br \/>\nINFO:root:Model loaded in 28.4s. GPU memory used: 11.2 GB \/ 16.0 GB<br \/>\nINFO:root:Starting WebUI on http:\/\/0.0.0.0:6006<\/p>\n<h4>3.3 \u6253\u5f00\u6d4f\u89c8\u5668&#xff0c;\u5f00\u59cb\u7b2c\u4e00\u6b21\u533b\u5b66\u95ee\u7b54<\/h4>\n<p>\u5728\u6d4f\u89c8\u5668\u4e2d\u8bbf\u95ee&#xff1a;http:\/\/&lt;\u4f60\u7684\u5b9e\u4f8b\u516c\u7f51IP&gt;:6006<\/p>\n<p>\u4f60\u4f1a\u770b\u5230\u4e00\u4e2a\u5e72\u51c0\u7684\u5355\u9875\u754c\u9762&#xff0c;\u5e95\u90e8\u662f\u8f93\u5165\u6846&#xff0c;\u4e0a\u65b9\u662f\u5bf9\u8bdd\u5386\u53f2\u533a\u3002\u73b0\u5728\u53ef\u4ee5\u8bd5\u8bd5\u8fd9\u4e9b\u771f\u5b9e\u533b\u7597\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\u201c\u5fc3\u7535\u56fe\u4e0aPR\u95f4\u671f\u5ef6\u957f\u610f\u5473\u7740\u4ec0\u4e48&#xff1f;\u201d<\/li>\n<li>\u201cMetformin\u7684\u7981\u5fcc\u75c7\u6709\u54ea\u4e9b&#xff1f;\u8bf7\u5206\u70b9\u8bf4\u660e\u201d<\/li>\n<li>\u201c\u8bf7\u7528\u4e2d\u6587\u89e3\u91ca&#xff1a;What is the pathophysiology of diabetic ketoacidosis?\u201d<\/li>\n<\/ul>\n<p>\u6ce8\u610f\u89c2\u5bdf\u56de\u7b54\u5f00\u5934\u7684 &lt;thought&gt; \u5757\u2014\u2014\u90a3\u662f\u6a21\u578b\u6b63\u5728\u201c\u601d\u8003\u201d\u7684\u8bc1\u636e\u3002\u4f8b\u5982&#xff1a;<\/p>\n<p>&lt;thought&gt;<br \/>\n1. DKA is a life-threatening complication of diabetes.<br \/>\n2. Key features: hyperglycemia, ketosis, metabolic acidosis.<br \/>\n3. Pathophysiology involves insulin deficiency \u2192 increased lipolysis \u2192 ketogenesis \u2192 acidosis.<br \/>\n4. Also includes osmotic diuresis and electrolyte loss.<br \/>\n&lt;\/thought&gt;<br \/>\n\u7cd6\u5c3f\u75c5\u916e\u75c7\u9178\u4e2d\u6bd2&#xff08;DKA&#xff09;\u662f\u7cd6\u5c3f\u75c5\u7684\u4e00\u79cd\u5371\u53ca\u751f\u547d\u7684\u6025\u6027\u5e76\u53d1\u75c7\u2026\u2026<\/p>\n<p>\u8fd9\u4e2a\u7ed3\u6784\u4e0d\u662f\u88c5\u9970&#xff0c;\u5b83\u662f\u53ef\u9a8c\u8bc1\u7684\u63a8\u7406\u94fe\u3002\u4f60\u53ef\u4ee5\u5bf9\u7167\u6559\u79d1\u4e66\u9010\u6761\u6838\u5bf9&#xff0c;\u5224\u65ad\u56de\u7b54\u662f\u5426\u53ef\u9760\u3002<\/p>\n<h3>4. \u5b9e\u7528\u6280\u5de7&#xff1a;\u8ba9MedGemma\u5728ARM\u670d\u52a1\u5668\u4e0a\u66f4\u7a33\u3001\u66f4\u5feb\u3001\u66f4\u61c2\u4f60<\/h3>\n<h4>4.1 \u663e\u5b58\u4e0d\u591f&#xff1f;\u81ea\u52a8\u964d\u7ea7\u7b56\u7565\u5e2e\u4f60\u515c\u5e95<\/h4>\n<p>\u5982\u679c\u4f60\u7528\u7684\u662fT4&#xff08;16GB\u663e\u5b58&#xff09;\u6216L4&#xff08;24GB\u663e\u5b58&#xff09;&#xff0c;\u4f46\u8fd8\u60f3\u52a0\u8f7d\u66f4\u9ad8\u7cbe\u5ea6\u6a21\u578b&#xff0c;\u53ef\u4ee5\u624b\u52a8\u6307\u5b9a\u91cf\u5316\u7b49\u7ea7&#xff1a;<\/p>\n<p># \u52a0\u8f7dQ5_K_S&#xff08;\u7cbe\u5ea6\u66f4\u9ad8&#xff0c;\u663e\u5b58\u5360\u7528\u7565\u589e&#xff09;<br \/>\nsudo docker exec medgemma-1.5 bash -c &#034;cp \/app\/models\/medgemma-1.5-4b-it-Q5_K_S.gguf \/app\/models\/current.gguf&#034;<\/p>\n<p># \u91cd\u542f\u5bb9\u5668\u751f\u6548<br \/>\nsudo docker restart medgemma-1.5<\/p>\n<p>\u6240\u6709\u91cf\u5316\u7248\u672c\u5747\u5df2\u5185\u7f6e&#xff0c;\u8def\u5f84\u7edf\u4e00\u4e3a \/app\/models\/medgemma-1.5-4b-it-*.gguf&#xff0c;\u65e0\u9700\u989d\u5916\u4e0b\u8f7d\u3002<\/p>\n<h4>4.2 \u4e2d\u6587\u63d0\u95ee\u66f4\u51c6&#xff1f;\u52a0\u4e00\u53e5\u201c\u8bf7\u7528\u4e2d\u6587\u56de\u7b54\u201d\u5c31\u591f\u4e86<\/h4>\n<p>MedGemma-1.5-4B-IT\u867d\u7ecf\u4e2d\u82f1\u53cc\u8bed\u5fae\u8c03&#xff0c;\u4f46\u521d\u59cbprompt\u504f\u82f1\u6587\u601d\u7ef4\u3002\u5b9e\u6d4b\u53d1\u73b0&#xff0c;\u52a0\u4e0a\u660e\u786e\u6307\u4ee4\u540e&#xff0c;\u4e2d\u6587\u56de\u7b54\u8d28\u91cf\u63d0\u5347\u663e\u8457&#xff1a;<\/p>\n<ul>\n<li>\u274c \u201c\u9ad8\u8840\u538b\u7684\u8bca\u65ad\u6807\u51c6\u662f\u4ec0\u4e48&#xff1f;\u201d<\/li>\n<li>\u201c\u8bf7\u7528\u4e2d\u6587\u56de\u7b54&#xff1a;\u9ad8\u8840\u538b\u7684\u8bca\u65ad\u6807\u51c6\u662f\u4ec0\u4e48&#xff1f;\u201d<\/li>\n<\/ul>\n<p>\u8fd9\u4e0d\u662f\u7384\u5b66\u3002\u6a21\u578b\u5728CoT\u9636\u6bb5\u4f1a\u4f18\u5148\u6fc0\u6d3b\u4e2d\u6587\u8bed\u4e49\u901a\u8def&#xff0c;\u51cf\u5c11\u4e2d\u82f1\u6df7\u6742\u8f93\u51fa&#xff08;\u5982\u201cSBP &gt; 140 mmHg\u201d\u540e\u9762\u7a81\u7136\u63a5\u4e00\u6bb5\u82f1\u6587\u89e3\u91ca&#xff09;\u3002<\/p>\n<h4>4.3 \u65e5\u5fd7\u4e0e\u5ba1\u8ba1&#xff1a;\u6bcf\u4e00\u6b21\u95ee\u8bca\u90fd\u53ef\u8ffd\u6eaf<\/h4>\n<p>\u6240\u6709\u5bf9\u8bdd\u8bb0\u5f55\u9ed8\u8ba4\u4fdd\u5b58\u5728 ~\/medgemma-data\/logs\/ \u4e0b&#xff0c;\u6309\u65e5\u671f\u5206\u6587\u4ef6&#xff1a;<\/p>\n<p>ls ~\/medgemma-data\/logs\/<br \/>\n# 2024-06-12.log  2024-06-13.log  &#8230;<\/p>\n<p>\u6bcf\u6761\u65e5\u5fd7\u5305\u542b&#xff1a;<\/p>\n<ul>\n<li>\u65f6\u95f4\u6233&#xff08;\u7cbe\u786e\u5230\u6beb\u79d2&#xff09;<\/li>\n<li>\u7528\u6237\u539f\u59cb\u8f93\u5165&#xff08;\u672a\u6e05\u6d17&#xff09;<\/li>\n<li>\u6a21\u578b\u5b8c\u6574\u8f93\u51fa&#xff08;\u542b&lt;thought&gt;\u5757&#xff09;<\/li>\n<li>\u63a8\u7406\u8017\u65f6&#xff08;ms&#xff09;\u548c\u663e\u5b58\u5cf0\u503c&#xff08;MB&#xff09;<\/li>\n<\/ul>\n<p>\u4f60\u53ef\u4ee5\u7528\u6807\u51c6Linux\u5de5\u5177\u5206\u6790&#xff1a;<\/p>\n<p># \u67e5\u770b\u4eca\u5929\u6700\u8017\u65f6\u76845\u6b21\u95ee\u7b54<br \/>\ngrep &#034;inference_time&#034; ~\/medgemma-data\/logs\/$(date &#043;%Y-%m-%d).log | sort -k3 -nr | head -5<\/p>\n<p>\u8fd9\u5bf9\u533b\u7597\u573a\u666f\u81f3\u5173\u91cd\u8981&#xff1a;\u4e0d\u662f\u4e3a\u4e86\u76d1\u63a7\u7528\u6237&#xff0c;\u800c\u662f\u4e3a\u4e86\u56de\u6eaf\u67d0\u6b21\u56de\u7b54\u662f\u5426\u5408\u7406&#xff0c;\u662f\u5426\u9057\u6f0f\u5173\u952e\u9274\u522b\u70b9\u3002<\/p>\n<h3>5. \u5e38\u89c1\u95ee\u9898\u89e3\u7b54&#xff08;ARM\u4e13\u5c5e\u7248&#xff09;<\/h3>\n<h4>5.1 \u542f\u52a8\u540e\u6253\u4e0d\u5f006006\u9875\u9762&#xff1f;\u5148\u68c0\u67e5\u8fd9\u4e09\u70b9<\/h4>\n<table>\n<tr>\u73b0\u8c61\u68c0\u67e5\u9879\u89e3\u51b3\u65b9\u6cd5<\/tr>\n<tbody>\n<tr>\n<td>\u6d4f\u89c8\u5668\u663e\u793a\u201c\u8fde\u63a5\u88ab\u62d2\u7edd\u201d<\/td>\n<td>\u5b89\u5168\u7ec4\u662f\u5426\u653e\u884c6006\u7aef\u53e3&#xff1f;<\/td>\n<td>EC2\u63a7\u5236\u53f0 \u2192 \u5b89\u5168\u7ec4 \u2192 \u7f16\u8f91\u5165\u7ad9\u89c4\u5219 \u2192 \u6dfb\u52a0TCP:6006<\/td>\n<\/tr>\n<tr>\n<td>\u9875\u9762\u7a7a\u767d&#xff0c;\u63a7\u5236\u53f0\u62a5404<\/td>\n<td>\u5bb9\u5668\u662f\u5426\u771f\u5728\u8fd0\u884c&#xff1f;<\/td>\n<td>&#096;sudo docker ps<\/td>\n<\/tr>\n<tr>\n<td>\u65e5\u5fd7\u5361\u5728\u201cLoading model\u2026\u201d<\/td>\n<td>GPU\u9a71\u52a8\u662f\u5426\u6b63\u5e38&#xff1f;<\/td>\n<td>nvidia-smi \u5e94\u663e\u793aGPU\u578b\u53f7\u548c\u6e29\u5ea6&#xff1b;\u82e5\u62a5\u9519&#xff0c;\u91cd\u88c5\u9a71\u52a8&#xff1a;sudo apt install nvidia-driver-535-server<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>5.2 \u80fd\u4e0d\u80fd\u6362\u6a21\u578b&#xff1f;\u6bd4\u5982\u6362\u6210MedGemma-1.0\u6216\u81ea\u5b9a\u4e49\u5fae\u8c03\u7248&#xff1f;<\/h4>\n<p>\u53ef\u4ee5\u3002\u53ea\u9700\u628a\u65b0\u6a21\u578bGGUF\u6587\u4ef6\u653e\u5165 ~\/medgemma-data\/models\/&#xff0c;\u7136\u540e\u6267\u884c&#xff1a;<\/p>\n<p># \u5047\u8bbe\u65b0\u6a21\u578b\u53eb my-medgemma-1.0-Q4_K_M.gguf<br \/>\nsudo docker exec medgemma-1.5 bash -c &#034;ln -sf \/app\/models\/my-medgemma-1.0-Q4_K_M.gguf \/app\/models\/current.gguf&#034;<br \/>\nsudo docker restart medgemma-1.5<\/p>\n<p>\u955c\u50cf\u5185\u7f6e\u4e86\u6a21\u578b\u52a0\u8f7d\u70ed\u5207\u6362\u673a\u5236&#xff0c;\u65e0\u9700\u91cd\u5efa\u5bb9\u5668\u3002<\/p>\n<h4>5.3 \u4e3a\u4ec0\u4e48\u4e0d\u7528Docker Compose&#xff1f;YAML\u5728ARM\u4e0a\u592a\u96be\u641e\u4e86<\/h4>\n<p>\u56e0\u4e3aCompose\u5728ARM64\u4e0a\u4f9d\u8d56docker-py\u7684\u7279\u5b9a\u7248\u672c&#xff0c;\u800c\u8be5\u5e93\u4e0eUbuntu 22.04\u7684Python 3.10\u5b58\u5728ABI\u51b2\u7a81&#xff0c;\u6781\u6613\u5bfc\u81f4ImportError: cannot import name &#039;Context&#039;\u3002\u6211\u4eec\u9009\u62e9\u6700\u6734\u7d20\u7684\u65b9\u5f0f&#xff1a;\u5355\u5bb9\u5668&#043;\u88f8\u547d\u4ee4\u3002\u7a33\u5b9a&#xff0c;\u53ef\u590d\u73b0&#xff0c;\u9002\u5408\u751f\u4ea7\u73af\u5883\u3002<\/p>\n<h3>6. \u603b\u7ed3&#xff1a;\u4f60\u521a\u521a\u5b8c\u6210\u4e86\u4e00\u6b21\u771f\u6b63\u7684\u533b\u7597AI\u672c\u5730\u5316\u843d\u5730<\/h3>\n<p>\u4f60\u6ca1\u6709\u914d\u7f6eCUDA Toolkit&#xff0c;\u6ca1\u6709\u7f16\u8bd1llama.cpp&#xff0c;\u6ca1\u6709\u8c03\u8bd5PyTorch\u7248\u672c\u51b2\u7a81&#xff0c;\u4e5f\u6ca1\u6709\u5728requirements.txt\u91cc\u4e00\u884c\u884c\u89e3\u51b3\u4f9d\u8d56\u5730\u72f1\u3002\u4f60\u53ea\u662f&#xff1a;<\/p>\n<ul>\n<li>\u9009\u5bf9\u4e86AMI<\/li>\n<li>\u590d\u5236\u4e86\u4e09\u6761\u547d\u4ee4<\/li>\n<li>\u6253\u5f00\u4e86\u4e00\u4e2a\u7f51\u9875<\/li>\n<\/ul>\n<p>\u7136\u540e&#xff0c;\u4e00\u4e2a\u80fd\u5c55\u793a\u5b8c\u6574\u63a8\u7406\u94fe\u3001\u6570\u636e\u6c38\u4e0d\u79bb\u6e2f\u3001\u5728ARM\u670d\u52a1\u5668\u4e0a\u5b89\u9759\u8fd0\u884c\u7684\u533b\u7597AI\u52a9\u624b&#xff0c;\u5c31\u7ad9\u5728\u4f60\u9762\u524d\u4e86\u3002<\/p>\n<p>\u8fd9\u4e0d\u662f\u73a9\u5177\u9879\u76ee\u3002\u5b83\u80fd\u5e2e\u4f60\u5feb\u901f\u67e5\u8bc1\u4e00\u4e2a\u51b7\u95e8\u836f\u7269\u7684\u76f8\u4e92\u4f5c\u7528&#xff0c;\u80fd\u8f85\u52a9\u533b\u5b66\u751f\u7406\u89e3\u75c5\u7406\u673a\u5236&#xff0c;\u80fd\u5728\u57fa\u5c42\u8bca\u6240\u79bb\u7ebf\u73af\u5883\u4e0b\u63d0\u4f9b\u672f\u8bed\u89e3\u91ca\u652f\u6301\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u591a\u5927\u53c2\u6570\u201d&#xff0c;\u800c\u5728\u4e8e\u201c\u591a\u53ef\u9760\u201d\u3001\u201c\u591a\u53ef\u63a7\u201d\u3001\u201c\u591a\u7701\u5fc3\u201d\u3002<\/p>\n<p>\u4e0b\u4e00\u6b65&#xff0c;\u4f60\u53ef\u4ee5&#xff1a;<\/p>\n<ul>\n<li>\u628a\u5b83\u96c6\u6210\u8fdb\u533b\u9662\u5185\u90e8\u77e5\u8bc6\u5e93\u524d\u7aef<\/li>\n<li>\u7528Nginx\u53cd\u5411\u4ee3\u7406&#043;HTTPS\u66b4\u9732\u7ed9\u5185\u7f51\u533b\u751f\u4f7f\u7528<\/li>\n<li>\u7ed3\u5408\u672c\u5730\u7535\u5b50\u75c5\u5386\u7cfb\u7edf&#xff0c;\u505a\u7ed3\u6784\u5316\u95ee\u8bca\u5f15\u5bfc<\/li>\n<\/ul>\n<p>\u6280\u672f\u7ec8\u5f52\u662f\u5de5\u5177\u3002\u800cMedGemma 1.5\u7684ARM\u955c\u50cf&#xff0c;\u5c31\u662f\u4e00\u628a\u5df2\u7ecf\u78e8\u597d\u7684\u624b\u672f\u5200\u2014\u2014\u63e1\u5728\u8c01\u624b\u91cc&#xff0c;\u5c31\u770b\u4f60\u8981\u5207\u5f00\u4ec0\u4e48\u95ee\u9898\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 1.5\u955c\u50cf\u514d\u914d\u7f6e\u6559\u7a0b&#xff1a;ARM64\u670d\u52a1\u5668&#xff08;\u5982AWS Graviton3&#xff09;\u517c\u5bb9\u90e8\u7f72\u65b9\u6848<br \/>\n1. \u4e3a\u4ec0\u4e48\u4f60\u9700\u8981\u4e00\u4e2a\u80fd\u5728ARM\u670d\u52a1\u5668\u4e0a\u8dd1\u7684\u533b\u7597AI\u52a9\u624b&#xff1f;<br \/>\n\u4f60\u53ef\u80fd\u5df2\u7ecf\u8bd5\u8fc7\u4e0d\u5c11\u5927\u6a21\u578b\u672c\u5730\u90e8\u7f72\u65b9\u6848&#xff0c;\u4f46\u4e00\u5230ARM64\u67b6\u6784\u7684\u670d\u52a1\u5668\u2014\u2014\u6bd4\u5982AWS Graviton3\u3001\u534e\u4e3a\u9cb2\u9e4f\u3001\u6216\u8005\u6811\u8393\u6d3e\u96c6\u7fa4\u2014\u2014\u5c31\u5361\u5728\u7f16\u8bd1\u62a5\u9519\u3001CUDA\u4e0d\u517c\u5bb9\u3001PyTorch\u627e\u4e0d\u5230wheel\u5305\u8fd9\u4e9b\u5730\u65b9\u3002\u66f4\u522b\u63d0\u533b\u7597\u573a\u666f\u4e0b&#xff0c;\u4f60\u8fd8\u5f97\u786e<\/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":[],"topic":[],"class_list":["post-68524","post","type-post","status-publish","format-standard","hentry","category-server"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>MedGemma 1.5\u955c\u50cf\u514d\u914d\u7f6e\u6559\u7a0b\uff1aARM64\u670d\u52a1\u5668\uff08\u5982AWS Graviton3\uff09\u517c\u5bb9\u90e8\u7f72\u65b9\u6848 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta 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