![\"\u963f\u91cc\u4e91](\"https:\/\/tech-renaissance.cn\/blog\/wp-content\/uploads\/2026\/07\/S1.jpg\")
<\/figure>\n\n\n\n\u4ed8\u8d39\u7c7b\u578b\u9009 “\u62a2\u5360\u5f0f\u5b9e\u4f8b”<\/strong>\u3002\u62a2\u5360\u5f0f\u5b9e\u4f8b\u662f\u963f\u91cc\u4e91\u5728\u6709\u8db3\u989d\u5e93\u5b58\u7684\u524d\u63d0\u4e0b\u4ee5\u7ade\u4ef7\u65b9\u5f0f\u5206\u914d\u8d44\u6e90\u7684\u6a21\u5f0f\uff0c\u77ed\u671f\u4f7f\u7528\u5f88\u5212\u7b97\uff0c\u6211\u4eec\u7684\u793a\u4f8b\u6bcf\u5c0f\u65f6\u4e0d\u5230 3 \u5143\u3002\u5730\u57df\u9009 “\u534e\u4e1c1\uff08\u676d\u5dde\uff09”<\/strong>\uff0c\u7f51\u7edc\u53ca\u53ef\u7528\u533a\u9ed8\u8ba4\u5373\u53ef\u3002<\/p>\n\n\n\n \u67b6\u6784\u9009 “GPU-A10 \u52a0\u901f”<\/strong>\uff0c\u7136\u540e\u9009\u4e00\u4e2a\u5b9e\u4f8b\u89c4\u683c\uff0c\u6bd4\u5982 8 vCPU\u30011 \u00d7 NVIDIA A10\u3002\u5355\u4e2a NVIDIA A10 \u663e\u5b58 24 GB\uff0c\u5bf9\u4e8e\u666e\u901a CNN \u8bad\u7ec3\uff0cbatch size \u4e0d\u5927\u7684\u65f6\u5019\u591f\u7528\u3002\u5b9e\u4f8b\u4f7f\u7528\u65f6\u957f\u9009 “\u65e0\u786e\u5b9a\u4f7f\u7528\u65f6\u957f”<\/strong>\u2014\u2014\u9009\u62e9\u8fd9\u9879\u540e\uff0c\u6210\u672c\u4e0b\u964d\u5230\u6bcf\u5c0f\u65f6 3 \u5143\u4ee5\u4e0b\u3002<\/p>\n\n\n\n \u955c\u50cf\u9009 “Ubuntu 24.04 64 \u4f4d”<\/strong>\u3002“\u5b89\u88c5 GPU \u9a71\u52a8”<\/strong> \u9009\u9879\u53ef\u4e0d\u52fe\u9009\uff0c\u56e0\u4e3a\u540e\u9762\u6211\u4eec\u4f1a\u81ea\u884c\u5b89\u88c5\u5408\u9002\u7684\u9a71\u52a8\u3002<\/p>\n\n\n\n \u7cfb\u7edf\u76d8\u9700\u8981\u6839\u636e\u4efb\u52a1\u8c03\u6574\u3002\u5982\u679c\u53ea\u662f\u8dd1\u4e2a MLP \u6d4b\u8bd5\u6837\u4f8b\uff0c\u9ed8\u8ba4 40 GB \u5373\u53ef\uff1b\u5982\u679c\u8981\u8dd1 ImageNet \u7684\u6d4b\u8bd5\u6837\u4f8b\uff0c\u5efa\u8bae 400 GB \u4ee5\u4e0a\uff0c\u56e0\u4e3a\u9700\u8981\u4fdd\u5b58\u8f83\u5927\u7684\u6570\u636e\u96c6\u548c\u89e3\u538b\u7a7a\u95f4\u3002<\/p>\n\n\n\n \u516c\u7f51 IP \u5fc5\u987b\u52fe\u9009 “\u5206\u914d\u516c\u7f51 IPv4”<\/strong>\u3002\u5e26\u5bbd\u5efa\u8bae\u7528 “\u6309\u4f7f\u7528\u6d41\u91cf”<\/strong>\uff0c\u5cf0\u503c\u8c03\u5230 100 Mbps\u2014\u2014\u5e26\u5bbd\u8fc7\u4f4e\u4f1a\u663e\u8457\u5ef6\u957f\u955c\u50cf\u62c9\u53d6\u65f6\u95f4\uff0c\u53cd\u800c\u589e\u52a0\u7efc\u5408\u6210\u672c\u3002\u5b89\u5168\u7ec4\u9009 “\u65b0\u5efa\u5b89\u5168\u7ec4”<\/strong>\uff0c\u52fe\u9009 “SSH”\u3001”RDP”\u3001”ICMP”<\/strong>\u3002\u767b\u5f55\u51ed\u8bc1\u9009 “\u81ea\u5b9a\u4e49\u5bc6\u7801”<\/strong>\u3002<\/p>\n\n\n\n \u5f00\u542f\u5b9e\u4f8b\u540e\u8fdb\u5165\u63a7\u5236\u53f0\u3002\u60f3\u5728\u7f51\u9875\u4e0a\u76f4\u63a5\u64cd\u4f5c\u5c31\u70b9\u51fb “\u8fdc\u7a0b\u8fde\u63a5”<\/strong>\uff1b\u5982\u679c\u7528 XShell \u7b49\u8fdc\u7a0b\u8fde\u63a5\u8f6f\u4ef6\uff0c\u5c31\u590d\u5236\u516c\u7f51 IP\u3002<\/p>\n\n\n\n GPU \u9a71\u52a8\u662f\u8ba9\u64cd\u4f5c\u7cfb\u7edf\u8bc6\u522b\u548c\u4f7f\u7528 GPU \u786c\u4ef6\u7684\u57fa\u7840\u8f6f\u4ef6\u3002\u6211\u4eec\u63a8\u8350\u901a\u8fc7 NVIDIA \u7684 apt \u4ed3\u5e93\u5b89\u88c5\uff1a<\/p>\n\n\n\n \u5b89\u88c5\u5b8c\u540e\u7528 \u53ef\u4ee5\u770b\u5230\u9a71\u52a8\u7248\u672c\u662f 595.71.05<\/strong>\u3002\uff08\u6ce8\uff1a \u6ce8\u610f\uff1a\u8fd9\u91cc\u6211\u4eec\u53ea\u5b89\u88c5\u4e86 GPU \u9a71\u52a8\uff0c\u6ca1\u6709\u5b89\u88c5 CUDA\u3002\u539f\u56e0\u662f\u540e\u9762\u4f1a\u91c7\u7528 Docker \u955c\u50cf\uff0c\u955c\u50cf\u91cc\u81ea\u5e26 CUDA 13.1 \u548c\u5404\u79cd\u5fc5\u8981\u7684\u4f9d\u8d56<\/p>\n\n\n\n Tech-Renaissance \u91c7\u7528\u5bb9\u5668\u5316\u5f00\u53d1\uff0c\u7528 Docker \u53ef\u4ee5\u786e\u4fdd\u73af\u5883\u4e00\u81f4\uff0c\u7701\u53bb\u5927\u91cf\u914d\u7f6e\u65f6\u95f4\u3002<\/p>\n\n\n\n Docker \u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u62c9\u53d6\u955c\u50cf\uff1a<\/p>\n\n\n\n \u62c9\u53d6\u955c\u50cf\u53ef\u80fd\u662f\u6700\u8017\u65f6\u7684\u4e00\u6b65\uff0c\u4f46\u963f\u91cc\u4e91\u670d\u52a1\u5668\u62c9\u963f\u91cc\u4e91 ACR \u955c\u50cf\uff0c5 GB \u5927\u5c0f\u7684\u955c\u50cf\u4e00\u822c\u5728 10 \u5206\u949f\u5185\u53ef\u4ee5\u5b8c\u6210\u3002\u62c9\u53d6\u5b8c\u6210\u540e\uff0c\u8f93\u5165 \u6709\u4e86 GPU \u9a71\u52a8\u548c Docker\uff0c\u8fd8\u9700\u8981\u5b89\u88c5 NVIDIA Container Toolkit \u624d\u80fd\u8ba9 Docker \u5bb9\u5668\u4f7f\u7528 GPU\u3002<\/p>\n\n\n\n 1. \u914d\u7f6e\u4ed3\u5e93\uff1a<\/strong><\/p>\n\n\n\n 2. \u5b89\u88c5\u5de5\u5177\u5305\uff1a<\/strong><\/p>\n\n\n\n 3. \u914d\u7f6e Docker\uff1a<\/strong><\/p>\n\n\n\n \u81f3\u6b64\uff0c\u57fa\u672c\u8fd0\u884c\u73af\u5883\u914d\u7f6e\u5b8c\u6210\u3002<\/p>\n\n\n\n \u9996\u5148\u662f\u514b\u9686\u9879\u76ee\u3002\u5728\u4e2d\u56fd\u5927\u9646\u7f51\u7edc\u73af\u5883\u4e0b\uff0c\u4f7f\u7528 Gitee \u4f1a\u66f4\u7a33\u5b9a\uff1a<\/p>\n\n\n\n \u5982\u679c\u4ece GitHub \u62c9\u53d6\uff0c\u5219\u6539\u4e3a\u4ee5\u4e0b\u94fe\u63a5\uff1a \u7136\u540e\u662f\u542f\u52a8\u5bb9\u5668\u3002\u7279\u522b\u5f3a\u8c03\uff1a\u4e00\u5b9a\u8981\u52a0 \u8fdb\u5165\u5bb9\u5668\u540e\uff0c\u8fdb\u884c\u914d\u7f6e\u548c\u7f16\u8bd1\u3002 \u770b\u5230 \u7f16\u8bd1\u6210\u529f\u540e\uff0c\u76f4\u63a5\u8fd0\u884c MLP MNIST \u6d4b\u8bd5\u6837\u4f8b\uff1a<\/p>\n\n\n\n \u8fd9\u4e2a\u6837\u4f8b\u7684\u529f\u80fd\u662f\u8bad\u7ec3\u4e00\u4e2a\u7b80\u5355\u7684 MLP \u6765\u8bc6\u522b MNIST \u624b\u5199\u6570\u5b57\u3002\u867d\u7136\u6a21\u578b\u7b80\u5355\uff0c\u4f46\u51c6\u786e\u7387\u53ef\u8fbe 99.4% \u4ee5\u4e0a\u2014\u2014\u5bf9 MLP \u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u4e2a\u76f8\u5f53\u9ad8\u7684\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n \u5982\u4e0a\u56fe\u6240\u793a\uff0c\u6d4b\u8bd5\u6837\u4f8b\u8fd0\u884c\u6210\u529f\uff0c\u7528\u65f6 42.44 \u79d2\uff0c\u51c6\u786e\u7387\u8fbe\u5230 99.43%\uff0c\u5e73\u5747\u6bcf\u4e2a epoch \u4ec5 0.42 \u79d2\u3002\u5373\u4f7f\u6211\u4eec\u521a\u624d\u521b\u5efa\u7684\u5b9e\u4f8b\u642d\u914d\u7684\u662f\u6700\u5ec9\u4ef7\u7684CPU\uff0c\u4f9d\u7136\u5f97\u5230\u4e86\u76f8\u5f53\u4e0d\u9519\u7684\u8bad\u7ec3\u901f\u5ea6\u3002\u4f46\u540c\u6837\u7684\u73af\u5883\u4e0b\u5982\u679c\u7528 PyTorch \u6267\u884c\u76f8\u540c\u7684\u8bad\u7ec3\uff0c\u5219\u9700\u8981\u66f4\u957f\u7684\u65f6\u95f4\u3002<\/p>\n\n\n\n \u4f60\u5982\u679c\u91cd\u8dd1\u4e00\u6b21\uff0c\u5c06\u4f1a\u5f97\u5230\u5b8c\u5168\u4e00\u81f4\u7684\u7ed3\u679c\u3002\u8fd9\u662f\u56e0\u4e3a Tech-Renaissance \u6ee1\u8db3\u53ef\u590d\u73b0\u6027<\/strong>\u8981\u6c42\u2014\u2014\u53ef\u590d\u73b0\u6027\u662f\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u7684\u4e00\u4e2a\u9ad8\u7ea7\u7279\u6027\uff0c\u786e\u4fdd\u7ed9\u5b9a\u76f8\u540c\u7684\u79cd\u5b50\uff0c\u6bcf\u6b21\u8fd0\u884c\u5f97\u5230\u5b8c\u5168\u76f8\u540c\u7684\u7ed3\u679c\u3002\u8981\u5f97\u5230\u4e0d\u540c\u7684\u7ed3\u679c\uff0c\u7528 \u4ece\u521b\u5efa\u4e91\u670d\u52a1\u5668\u5230\u8dd1\u901a\u7b2c\u4e00\u4e2a\u6d4b\u8bd5\u6837\u4f8b\uff0c\u6574\u4e2a\u6d41\u7a0b\u5728\u4e00\u4e2a\u5c0f\u65f6\u5185\u53ef\u5b8c\u6210\u3002\u8fd9\u5957\u5b89\u88c5\u6d41\u7a0b\u6709\u51e0\u4e2a\u8bbe\u8ba1\u8003\u91cf\u503c\u5f97\u8bf4\u4e00\u4e0b\uff1a<\/p>\n\n\n\n \u66f4\u591a\u529f\u80fd\uff0c\u8bf7\u81ea\u7531\u63a2\u7d22\u3002\u9879\u76ee\u5b8c\u5168\u5f00\u6e90\uff0c\u4ee3\u7801\u4e0e\u6587\u6863\u5747\u53ef\u5728\u7ebf\u83b7\u53d6\uff1a<\/p>\n\n\n\n <\/p>\n","protected":false},"excerpt":{"rendered":" \u2014\u2014\u201c\u4e00\u4e2a\u4eba\u7528AI\u5982\u4f55\u5199\u51fa\u6bd4PyTorch\u66f4\u5feb\u7684\u81ea\u7814\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u201d\u7cfb\u5217\u6587\u7ae0\u4e4b\u4e8c\u5341\u516d \u7cfb\u5217\u6587\u7ae0\u5199\u5230\u8fd9\u91cc\uff0c\u5df2\u7ecf\u8986\u76d6 […]<\/p>\n","protected":false},"author":1,"featured_media":595,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-container-style":"default","site-container-layout":"default","site-sidebar-layout":"default","disable-article-header":"default","disable-site-header":"default","disable-site-footer":"default","disable-content-area-spacing":"default","footnotes":""},"categories":[15],"tags":[],"class_list":["post-577","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-15"],"_links":{"self":[{"href":"https:\/\/tech-renaissance.cn\/blog\/index.php\/wp-json\/wp\/v2\/posts\/577","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tech-renaissance.cn\/blog\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tech-renaissance.cn\/blog\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tech-renaissance.cn\/blog\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/tech-renaissance.cn\/blog\/index.php\/wp-json\/wp\/v2\/comments?post=577"}],"version-history":[{"count":5,"href":"https:\/\/tech-renaissance.cn\/blog\/index.php\/wp-json\/wp\/v2\/posts\/577\/revisions"}],"predecessor-version":[{"id":693,"href":"https:\/\/tech-renaissance.cn\/blog\/index.php\/wp-json\/wp\/v2\/posts\/577\/revisions\/693"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tech-renaissance.cn\/blog\/index.php\/wp-json\/wp\/v2\/media\/595"}],"wp:attachment":[{"href":"https:\/\/tech-renaissance.cn\/blog\/index.php\/wp-json\/wp\/v2\/media?parent=577"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tech-renaissance.cn\/blog\/index.php\/wp-json\/wp\/v2\/categories?post=577"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tech-renaissance.cn\/blog\/index.php\/wp-json\/wp\/v2\/tags?post=577"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}![\"\u62a2\u5360\u5f0f\u5b9e\u4f8b\u914d\u7f6e\"](\"https:\/\/tech-renaissance.cn\/blog\/wp-content\/uploads\/2026\/07\/S2.jpg\")
<\/figure>\n\n\n\n![\"GPU](\"https:\/\/tech-renaissance.cn\/blog\/wp-content\/uploads\/2026\/07\/S3.jpg\")
<\/figure>\n\n\n\n![\"Ubuntu](\"https:\/\/tech-renaissance.cn\/blog\/wp-content\/uploads\/2026\/07\/S4.jpg\")
<\/figure>\n\n\n\n![\"\u7f51\u7edc\u548c\u5b89\u5168\u7ec4\u914d\u7f6e\"](\"https:\/\/tech-renaissance.cn\/blog\/wp-content\/uploads\/2026\/07\/S5.jpg\")
<\/figure>\n\n\n\n![\"\u5b9e\u4f8b\u63a7\u5236\u53f0\"](\"https:\/\/tech-renaissance.cn\/blog\/wp-content\/uploads\/2026\/07\/S6.jpg\")
<\/figure>\n\n\n\n\u4e8c\u3001\u5b89\u88c5 GPU \u9a71\u52a8<\/h2>\n\n\n\n
# \u66f4\u65b0\nsudo apt update && sudo apt upgrade -y\n\n# APT \u5b89\u88c5\u9a71\u52a8\nwget https:\/\/developer.download.nvidia.com\/compute\/cuda\/repos\/ubuntu2404\/x86_64\/cuda-keyring_1.1-1_all.deb\nsudo dpkg -i cuda-keyring_1.1-1_all.deb\nsudo apt-get update\nsudo apt-get install -y nvidia-driver-590<\/pre>\n\n\n\n
nvidia-smi<\/code> \u547d\u4ee4\u9a8c\u8bc1\uff1a<\/p>\n\n\n\n![\"nvidia-smi](\"https:\/\/tech-renaissance.cn\/blog\/wp-content\/uploads\/2026\/07\/S7.jpg\")
<\/figure>\n\n\n\nnvidia-driver-590<\/code> \u662f NVIDIA apt \u4ed3\u5e93\u4e2d\u7684\u9a71\u52a8\u7cfb\u5217\u5143\u5305\u540d\uff0c\u5b9e\u9645\u5b89\u88c5\u7684\u7248\u672c\u53ef\u80fd\u968f\u4ed3\u5e93\u66f4\u65b0\u800c\u9ad8\u4e8e\u5305\u540d\u4e2d\u7684\u6570\u5b57\uff1b\u53ea\u8981 nvidia-smi<\/code> \u6b63\u5e38\u663e\u793a\u3001\u9a71\u52a8\u6ee1\u8db3 Tech-Renaissance \u5bf9 CUDA 13.1 \u7684\u6700\u4f4e\u8981\u6c42\uff0c\u5c31\u8bf4\u660e\u9a71\u52a8\u5b89\u88c5\u6210\u529f\u3002\uff09\u53f3\u4e0a\u89d2\u663e\u793a CUDA Version: 13.2<\/strong>\u3002\u6ce8\u610f\u8fd9\u91cc\u7684 “CUDA Version: 13.2” \u4e0d\u662f\u4f60\u5df2\u7ecf\u5b89\u88c5\u4e86 CUDA 13.2\uff0c\u800c\u662f\u8fd9\u4e2a\u9a71\u52a8\u6700\u9ad8\u53ef\u652f\u6301\u5230 13.2\u3002Tech-Renaissance V4.20 \u9700\u8981 CUDA 13.1\uff0c\u8fd9\u4e2a\u9a71\u52a8\u5b8c\u5168\u591f\u7528\u3002<\/p>\n\n\n\n\u4e09\u3001\u5b89\u88c5 Docker \u5e76\u62c9\u53d6\u955c\u50cf<\/h2>\n\n\n\n
# 1. \u5b89\u88c5\u4f9d\u8d56\nsudo apt install ca-certificates curl gnupg -y\n\n# 2. \u6dfb\u52a0\u963f\u91cc\u4e91 GPG \u5bc6\u94a5\nsudo install -m 0755 -d \/etc\/apt\/keyrings\ncurl -fsSL https:\/\/mirrors.aliyun.com\/docker-ce\/linux\/ubuntu\/gpg | sudo gpg --dearmor -o \/etc\/apt\/keyrings\/docker.gpg\nsudo chmod a+r \/etc\/apt\/keyrings\/docker.gpg\n\n# 3. \u6dfb\u52a0\u963f\u91cc\u4e91 Docker \u4ed3\u5e93\necho \\\n \"deb [arch=$(dpkg --print-architecture) signed-by=\/etc\/apt\/keyrings\/docker.gpg] https:\/\/mirrors.aliyun.com\/docker-ce\/linux\/ubuntu \\\n $(. \/etc\/os-release && echo \"$VERSION_CODENAME\") stable\" | \\\n sudo tee \/etc\/apt\/sources.list.d\/docker.list > \/dev\/null\n\n# 4. \u5b89\u88c5 Docker\nsudo apt update\nsudo apt install docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin -y\n\n# 5. \u542f\u52a8\u5e76\u8bbe\u7f6e\u5f00\u673a\u81ea\u542f\nsudo systemctl start docker\nsudo systemctl enable docker\n\n# 6. \u5c06\u5f53\u524d\u7528\u6237\u52a0\u5165 docker \u7ec4\nsudo usermod -aG docker $USER\nnewgrp docker<\/pre>\n\n\n\n
# 1. \u767b\u5f55\u5230\u963f\u91cc\u4e91 ACR \u7684\u955c\u50cf\u4ed3\u5e93\ndocker login --username=[\u60a8\u7684\u7528\u6237\u540d] crpi-vbtd6yj00u83ugqk.cn-beijing.personal.cr.aliyuncs.com\n\n# 2. \u62c9\u53d6\u955c\u50cf\ndocker pull crpi-vbtd6yj00u83ugqk.cn-beijing.personal.cr.aliyuncs.com\/tech-renaissance\/tr4:v4.20<\/pre>\n\n\n\n
docker images | grep renaissance<\/code>\uff0c\u5982\u679c\u80fd\u770b\u5230 tr4:v4.20<\/code> \u955c\u50cf\uff0c\u5927\u5c0f\u7ea6 5 GB\uff0c\u5219\u8868\u793a\u62c9\u53d6\u6210\u529f\u3002<\/p>\n\n\n\n\u56db\u3001\u5b89\u88c5 NVIDIA Container Toolkit<\/h2>\n\n\n\n
# \u6dfb\u52a0 NVIDIA Container Toolkit \u4ed3\u5e93\ncurl -fsSL https:\/\/nvidia.github.io\/libnvidia-container\/gpgkey | sudo gpg --dearmor -o \/usr\/share\/keyrings\/nvidia-container-toolkit-keyring.gpg\n\ncurl -s -L https:\/\/nvidia.github.io\/libnvidia-container\/stable\/deb\/nvidia-container-toolkit.list | \\\n sed 's#deb https:\/\/#deb [signed-by=\/usr\/share\/keyrings\/nvidia-container-toolkit-keyring.gpg] https:\/\/#g' | \\\n sudo tee \/etc\/apt\/sources.list.d\/nvidia-container-toolkit.list<\/pre>\n\n\n\n
sudo apt-get update\nsudo apt-get install -y nvidia-container-toolkit<\/pre>\n\n\n\n
# \u8ba9 Docker \u4f7f\u7528 nvidia runtime\nsudo nvidia-ctk runtime configure --runtime=docker\n\n# \u91cd\u542f Docker\nsudo systemctl restart docker<\/pre>\n\n\n\n
\u4e94\u3001\u4e0b\u8f7d\u5e76\u7f16\u8bd1 Tech-Renaissance \u6846\u67b6<\/h2>\n\n\n\n
# \u514b\u9686\u9879\u76ee\nmkdir -p \/opt\/tr4 && cd \/opt\/tr4\ngit clone https:\/\/gitee.com\/tech-renaissance\/renaissance.git<\/pre>\n\n\n\n
https:\/\/github.com\/tech-renaissance\/renaissance.git<\/code>\u3002<\/p>\n\n\n\n--gpus all<\/code><\/strong>\uff0c\u5426\u5219\u5bb9\u5668\u65e0\u6cd5\u4f7f\u7528 GPU\uff1a<\/p>\n\n\n\n# \u542f\u52a8\u5bb9\u5668\ndocker pull crpi-vbtd6yj00u83ugqk.cn-beijing.personal.cr.aliyuncs.com\/tech-renaissance\/tr4:v4.20\ndocker run -d -it --name tr4-dev --gpus all --cap-add SYS_NICE -v \/opt\/tr4:\/opt\/tr4 -w \/opt\/tr4 \\\n crpi-vbtd6yj00u83ugqk.cn-beijing.personal.cr.aliyuncs.com\/tech-renaissance\/tr4:v4.20 \\\n tail -f \/dev\/null\ndocker exec -it tr4-dev bash<\/pre>\n\n\n\n
configure.py<\/code> \u662f\u9879\u76ee\u7684\u914d\u7f6e\u811a\u672c\uff0c\u4f1a\u81ea\u52a8\u4ece\u5f53\u524d\u73af\u5883\u4e2d\u627e\u9f50\u5404\u79cd\u4f9d\u8d56\u5e76\u751f\u6210\u7f16\u8bd1\u811a\u672c\u3002\u914d\u7f6e\u8fc7\u7a0b\u4e2d\uff0c\u95ee\u662f\u5426\u4f7f\u7528 GPU \u9009 Y<\/code> \u56de\u8f66\uff0c\u95ee\u4f7f\u7528\u54ea\u4e2a Python \u9009 1<\/code> \u56de\u8f66\uff1a<\/p>\n\n\n\n# \u914d\u7f6e\ncd \/opt\/tr4\/renaissance && python configure.py\n\n# \u7f16\u8bd1\n.\/build.sh<\/pre>\n\n\n\n
[OK] Build completed successfully!<\/code> \u5373\u8868\u793a\u7f16\u8bd1\u6210\u529f\u3002<\/p>\n\n\n\n\u516d\u3001\u8fd0\u884c\u7b2c\u4e00\u4e2a\u6d4b\u8bd5\u6837\u4f8b<\/h2>\n\n\n\n
# \u8fd0\u884c\u793a\u4f8b\n\/opt\/tr4\/renaissance\/build\/bin\/tests\/example\/mlp_mnist<\/pre>\n\n\n\n
![\"MLP](\"https:\/\/tech-renaissance.cn\/blog\/wp-content\/uploads\/2026\/07\/S8.jpg\")
<\/figure>\n\n\n\nauto_seed()<\/code> \u5373\u53ef\u3002<\/p>\n\n\n\n\u5c0f\u7ed3<\/h2>\n\n\n\n
\n
configure.py<\/code> \u81ea\u52a8\u63a2\u6d4b\u5f53\u524d\u73af\u5883\u7684 Python \u7248\u672c\u3001CUDA \u8def\u5f84\u3001CPU \u67b6\u6784\u7b49\uff0c\u751f\u6210\u4e00\u952e\u7f16\u8bd1\u811a\u672c\u3002\u8fd9\u5bf9\u4e8e\u964d\u4f4e\u4e0a\u624b\u95e8\u69db\u81f3\u5173\u91cd\u8981\u3002<\/li>\n\n\n\n\n
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