\u5982\u679c\u4f60\u662f\u4e00\u540d\u8bbe\u8ba1\u5e08\u3001\u7535\u5546\u8fd0\u8425\u6216\u8005\u5185\u5bb9\u521b\u4f5c\u8005，\u4e00\u5b9a\u9047\u5230\u8fc7\u8fd9\u6837\u7684\u70e6\u607c：\u4e00\u5f20\u5b8c\u7f8e\u7684\u7167\u7247，\u5374\u56e0\u4e3a\u80cc\u666f\u6742\u4e71\u800c\u65e0\u6cd5\u4f7f\u7528\u3002\u624b\u52a8\u62a0\u56fe？\u53d1\u4e1d\u3001\u900f\u660e\u7269\u4f53\u3001\u590d\u6742\u5149\u5f71，\u6bcf\u4e00\u4e2a\u7ec6\u8282\u90fd\u8ba9\u4eba\u5934\u75bc\u3002<\/p>\n
\u4f20\u7edf\u7684\u62a0\u56fe\u5de5\u5177\u9762\u5bf9\u8fd9\u4e9b\u6311\u6218\u65f6，\u5f80\u5f80\u529b\u4e0d\u4ece\u5fc3\u3002\u8981\u4e48\u8fb9\u7f18\u7c97\u7cd9，\u8981\u4e48\u7ec6\u8282\u4e22\u5931，\u8981\u4e48\u64cd\u4f5c\u7e41\u7410\u3002\u800c\u4eca\u5929\u8981\u4ecb\u7ecd\u7684 NEURAL MASK（\u5e7b\u955c），\u5219\u662f\u4e00\u4e2a\u5b8c\u5168\u4e0d\u540c\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n
\u5e7b\u955c\u642d\u8f7d\u4e86\u9ad8\u6027\u80fd\u7684AI\u89c6\u89c9\u5f15\u64ce（RMBG-2.0），\u5b83\u80fd\u591f\u50cf\u4e13\u4e1a\u6444\u5f71\u5e08\u4e00\u6837\u7406\u89e3\u753b\u9762\u7684\u4e3b\u4f53\u4e0e\u80cc\u666f\u3002\u65e0\u8bba\u662f\u8f7b\u76c8\u7684\u5a5a\u7eb1\u8fb9\u89d2，\u8fd8\u662f\u7ec6\u788e\u7684\u6a21\u7279\u53d1\u4e1d，\u90fd\u80fd\u5728\u77ac\u95f4\u5b8c\u6210\u7cbe\u51c6\u5265\u79bb，\u7559\u4e0b\u7eaf\u51c0\u3001\u901a\u900f\u7684\u91cd\u6784\u7d20\u6750\u3002<\/p>\n
\u66f4\u68d2\u7684\u662f，\u73b0\u5728\u4f60\u53ef\u4ee5\u901a\u8fc7\u5f00\u6e90\u955c\u50cf，\u5728ARM64\u67b6\u6784\u7684\u670d\u52a1\u5668\u4e0a\u90e8\u7f72\u5e7b\u955c\u3002\u8fd9\u610f\u5473\u7740\u4ec0\u4e48？\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u5728\u6210\u672c\u66f4\u4f4e\u7684ARM\u670d\u52a1\u5668\u4e0a，\u83b7\u5f97\u4e0e\u4e13\u4e1a\u5de5\u4f5c\u7ad9\u5ab2\u7f8e\u7684\u62a0\u56fe\u80fd\u529b\u3002\u65e0\u8bba\u662f\u6811\u8393\u6d3e\u3001\u82f9\u679cM\u7cfb\u5217\u82af\u7247\u7684Mac，\u8fd8\u662f\u4e91\u670d\u52a1\u5546\u7684ARM\u5b9e\u4f8b，\u90fd\u80fd\u8f7b\u677e\u8fd0\u884c\u3002<\/p>\n
\u672c\u6587\u5c06\u624b\u628a\u624b\u5e26\u4f60\u5b8c\u6210NEURAL MASK\u5728ARM64\u670d\u52a1\u5668\u4e0a\u7684\u5b8c\u6574\u90e8\u7f72\u8fc7\u7a0b\u3002\u5373\u4f7f\u4f60\u4e4b\u524d\u6ca1\u6709\u63a5\u89e6\u8fc7\u670d\u52a1\u5668\u90e8\u7f72，\u4e5f\u80fd\u8ddf\u7740\u6b65\u9aa4\u4e00\u6b65\u6b65\u5b8c\u6210\u3002<\/p>\n
\u5728\u5f00\u59cb\u90e8\u7f72\u4e4b\u524d，\u6211\u4eec\u9700\u8981\u786e\u4fdd\u670d\u52a1\u5668\u73af\u5883\u6ee1\u8db3\u57fa\u672c\u8981\u6c42\u3002\u8fd9\u90e8\u5206\u5c31\u50cf\u76d6\u623f\u5b50\u524d\u8981\u6253\u597d\u5730\u57fa，\u867d\u7136\u57fa\u7840，\u4f46\u81f3\u5173\u91cd\u8981\u3002<\/p>\n
\u9996\u5148，\u786e\u8ba4\u4f60\u7684\u670d\u52a1\u5668\u662fARM64\u67b6\u6784\u3002\u6253\u5f00\u7ec8\u7aef，\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4：<\/p>\n
uname -m<\/p>\n
\u5982\u679c\u8fd4\u56de\u7684\u662f aarch64，\u606d\u559c\u4f60，\u4f60\u7684\u7cfb\u7edf\u662fARM64\u67b6\u6784，\u53ef\u4ee5\u7ee7\u7eed\u4e0b\u4e00\u6b65\u3002<\/p>\n
\u63a5\u4e0b\u6765，\u68c0\u67e5\u7cfb\u7edf\u7248\u672c\u548c\u57fa\u7840\u73af\u5883：<\/p>\n
# \u67e5\u770b\u7cfb\u7edf\u7248\u672c（\u4ee5Ubuntu\u4e3a\u4f8b）
\nlsb_release -a<\/p>\n
# \u68c0\u67e5Python\u7248\u672c（\u9700\u8981Python 3.8\u6216\u4ee5\u4e0a）
\npython3 –version<\/p>\n
# \u68c0\u67e5pip\u662f\u5426\u5b89\u88c5
\npip3 –version<\/p>\n
\u5982\u679c\u4f60\u7684\u7cfb\u7edf\u7f3a\u5c11Python\u6216pip，\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5：<\/p>\n
# Ubuntu\/Debian\u7cfb\u7edf
\nsudo apt update
\nsudo apt install python3 python3-pip -y<\/p>\n
# CentOS\/RHEL\u7cfb\u7edf
\nsudo yum install python3 python3-pip -y<\/p>\n
\u5e7b\u955c\u7684\u8fd0\u884c\u9700\u8981\u4e00\u4e9b\u57fa\u7840\u4f9d\u8d56\u5e93\u3002\u6839\u636e\u4f60\u7684\u7cfb\u7edf，\u5b89\u88c5\u76f8\u5e94\u7684\u5305：<\/p>\n
# Ubuntu\/Debian\u7cfb\u7edf
\nsudo apt update
\nsudo apt install -y libgl1-mesa-glx libglib2.0-0 libsm6 libxrender1 libxext6<\/p>\n
# CentOS\/RHEL\u7cfb\u7edf
\nsudo yum install -y mesa-libGL glib2 libSM libXrender libXext<\/p>\n
\u8fd9\u4e9b\u5e93\u4e3b\u8981\u662f\u4e3a\u4e86\u652f\u6301\u56fe\u50cf\u5904\u7406\u548c\u56fe\u5f62\u754c\u9762\u663e\u793a\u3002\u867d\u7136\u5e7b\u955c\u4e3b\u8981\u901a\u8fc7Web\u754c\u9762\u8bbf\u95ee，\u4f46\u5e95\u5c42\u5904\u7406\u4ecd\u7136\u9700\u8981\u8fd9\u4e9b\u56fe\u5f62\u5e93\u7684\u652f\u6301\u3002<\/p>\n
\u5e7b\u955c\u7684\u6a21\u578b\u6587\u4ef6\u5927\u7ea6\u9700\u8981500MB-1GB\u7684\u78c1\u76d8\u7a7a\u95f4，\u8fd0\u884c\u65f6\u5efa\u8bae\u81f3\u5c11\u67092GB\u53ef\u7528\u5185\u5b58\u3002\u68c0\u67e5\u4f60\u7684\u670d\u52a1\u5668\u8d44\u6e90：<\/p>\n
# \u67e5\u770b\u78c1\u76d8\u7a7a\u95f4
\ndf -h<\/p>\n
# \u67e5\u770b\u5185\u5b58
\nfree -h<\/p>\n
\u5982\u679c\u8d44\u6e90\u7d27\u5f20，\u53ef\u4ee5\u8003\u8651\u6e05\u7406\u4e0d\u5fc5\u8981\u7684\u6587\u4ef6，\u6216\u8005\u9009\u62e9\u914d\u7f6e\u66f4\u9ad8\u7684\u670d\u52a1\u5668\u5b9e\u4f8b\u3002<\/p>\n
Docker\u662f\u76ee\u524d\u6700\u65b9\u4fbf\u7684\u90e8\u7f72\u65b9\u5f0f，\u5b83\u628a\u5e94\u7528\u548c\u6240\u6709\u4f9d\u8d56\u6253\u5305\u5728\u4e00\u8d77，\u907f\u514d\u4e86\u73af\u5883\u914d\u7f6e\u7684\u9ebb\u70e6\u3002\u5bf9\u4e8eARM64\u67b6\u6784，\u6211\u4eec\u9700\u8981\u4f7f\u7528\u4e13\u95e8\u6784\u5efa\u7684\u955c\u50cf\u3002<\/p>\n
\u5982\u679c\u4f60\u7684\u670d\u52a1\u5668\u8fd8\u6ca1\u6709\u5b89\u88c5Docker，\u53ef\u4ee5\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u5b89\u88c5：<\/p>\n
# \u5378\u8f7d\u65e7\u7248\u672c（\u5982\u679c\u6709）
\nsudo apt remove docker docker-engine docker.io containerd runc<\/p>\n
# \u5b89\u88c5\u4f9d\u8d56
\nsudo apt update
\nsudo apt install -y apt-transport-https ca-certificates curl software-properties-common<\/p>\n
# \u6dfb\u52a0Docker\u5b98\u65b9GPG\u5bc6\u94a5
\ncurl -fsSL https:\/\/download.docker.com\/linux\/ubuntu\/gpg | sudo apt-key add –<\/p>\n
# \u6dfb\u52a0Docker\u4ed3\u5e93
\nsudo add-apt-repository "deb [arch=arm64] https:\/\/download.docker.com\/linux\/ubuntu $(lsb_release -cs) stable"<\/p>\n
# \u5b89\u88c5Docker
\nsudo apt update
\nsudo apt install -y docker-ce docker-ce-cli containerd.io<\/p>\n
# \u542f\u52a8Docker\u5e76\u8bbe\u7f6e\u5f00\u673a\u81ea\u542f
\nsudo systemctl start docker
\nsudo systemctl enable docker<\/p>\n
# \u5c06\u5f53\u524d\u7528\u6237\u52a0\u5165docker\u7ec4（\u907f\u514d\u6bcf\u6b21\u90fd\u8981sudo）
\nsudo usermod -aG docker $USER<\/p>\n
\u5b89\u88c5\u5b8c\u6210\u540e，\u9700\u8981\u91cd\u65b0\u767b\u5f55\u6216\u8005\u6267\u884c newgrp docker \u8ba9\u7ec4\u6743\u9650\u751f\u6548\u3002<\/p>\n
NEURAL MASK\u63d0\u4f9b\u4e86\u4e13\u95e8\u7684ARM64\u955c\u50cf，\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u62c9\u53d6\u8fd0\u884c：<\/p>\n
# \u62c9\u53d6\u955c\u50cf
\ndocker pull csdnmirrors\/neural-mask:arm64-latest<\/p>\n
# \u8fd0\u884c\u5bb9\u5668
\ndocker run -d \\\\
\n –name neural-mask \\\\
\n -p 7860:7860 \\\\
\n –restart unless-stopped \\\\
\n csdnmirrors\/neural-mask:arm64-latest<\/p>\n
\u8fd9\u91cc\u89e3\u91ca\u4e00\u4e0b\u5404\u4e2a\u53c2\u6570：<\/p>\n
\u5bb9\u5668\u542f\u52a8\u540e，\u6211\u4eec\u53ef\u4ee5\u68c0\u67e5\u8fd0\u884c\u72b6\u6001：<\/p>\n
# \u67e5\u770b\u5bb9\u5668\u72b6\u6001
\ndocker ps<\/p>\n
# \u67e5\u770b\u5bb9\u5668\u65e5\u5fd7
\ndocker logs neural-mask<\/p>\n
\u5982\u679c\u770b\u5230\u7c7b\u4f3c\u4e0b\u9762\u7684\u8f93\u51fa，\u8bf4\u660e\u5bb9\u5668\u6b63\u5728\u8fd0\u884c：<\/p>\n
INFO: Started server process [1]
\nINFO: Waiting for application startup.
\nINFO: Application startup complete.
\nINFO: Uvicorn running on http:\/\/0.0.0.0:7860 (Press CTRL+C to quit)<\/p>\n
\u73b0\u5728，\u6253\u5f00\u4f60\u7684\u6d4f\u89c8\u5668，\u8bbf\u95ee http:\/\/\u4f60\u7684\u670d\u52a1\u5668IP:7860，\u5e94\u8be5\u80fd\u770b\u5230\u5e7b\u955c\u7684Web\u754c\u9762\u4e86\u3002<\/p>\n
\u6210\u529f\u90e8\u7f72\u540e，\u8ba9\u6211\u4eec\u6765\u770b\u770b\u5e7b\u955c\u5230\u5e95\u600e\u4e48\u7528\u3002\u5b83\u7684\u754c\u9762\u8bbe\u8ba1\u975e\u5e38\u7b80\u6d01，\u9075\u5faa\u300c\u76f4\u89c9\u8fdb\u5316\u300d\u539f\u5219，\u53ea\u9700\u8981\u4e09\u4e2a\u6b65\u9aa4\u5c31\u80fd\u5b8c\u6210\u89c6\u89c9\u91cd\u6784\u3002<\/p>\n
\u7b2c\u4e00\u6b21\u6253\u5f00\u5e7b\u955c，\u4f60\u4f1a\u770b\u5230\u4e00\u4e2a\u7b80\u6d01\u7684\u754c\u9762，\u4e3b\u8981\u5206\u4e3a\u4e09\u4e2a\u533a\u57df：<\/p>\n
\u6574\u4e2a\u754c\u9762\u91c7\u7528\u6df1\u8272\u4e3b\u9898，\u914d\u4ee5\u827a\u672f\u68cb\u76d8\u683c\u80cc\u666f，\u4e0d\u4ec5\u7f8e\u89c2，\u8fd8\u80fd\u8ba9\u4f60\u66f4\u6e05\u695a\u5730\u770b\u5230\u62a0\u56fe\u540e\u7684\u900f\u660e\u6548\u679c\u3002<\/p>\n
\u8ba9\u6211\u4eec\u901a\u8fc7\u4e00\u4e2a\u5b9e\u9645\u4f8b\u5b50，\u770b\u770b\u5e7b\u955c\u7684\u5f3a\u5927\u80fd\u529b\u3002<\/p>\n
\u7b2c\u4e00\u6b65：\u5bfc\u5165\u7d20\u6750<\/p>\n
\u70b9\u51fb\u5de6\u4fa7\u7684\u300c\u8d44\u6e90\u7f6e\u5165\u300d\u533a\u57df，\u6216\u8005\u76f4\u63a5\u5c06\u56fe\u7247\u6587\u4ef6\u62d6\u62fd\u5230\u8be5\u533a\u57df\u3002\u5e7b\u955c\u652f\u6301\u5e38\u89c1\u7684\u56fe\u7247\u683c\u5f0f：<\/p>\n
\u4f60\u53ef\u4ee5\u5c1d\u8bd5\u4e0a\u4f20\u4e00\u5f20\u5e26\u6709\u4eba\u7269\u53d1\u4e1d\u7684\u7167\u7247，\u8fd9\u662f\u6d4b\u8bd5\u62a0\u56fe\u5de5\u5177\u80fd\u529b\u7684\u7ecf\u5178\u573a\u666f\u3002<\/p>\n
\u7b2c\u4e8c\u6b65：\u5f00\u542f\u91cd\u6784<\/p>\n
\u4e0a\u4f20\u56fe\u7247\u540e，\u70b9\u51fb\u53f3\u4fa7\u9192\u76ee\u7684\u300c\u5f00\u542f\u91cd\u6784\u300d\u6309\u94ae\u3002\u6b64\u65f6，AI\u5f15\u64ce\u4f1a\u5f00\u59cb\u5de5\u4f5c：<\/p>\n
\u5904\u7406\u901f\u5ea6\u53d6\u51b3\u4e8e\u56fe\u7247\u5927\u5c0f\u548c\u670d\u52a1\u5668\u6027\u80fd，\u901a\u5e38\u51e0\u79d2\u5230\u5341\u51e0\u79d2\u5c31\u80fd\u5b8c\u6210\u3002<\/p>\n
\u7b2c\u4e09\u6b65：\u6210\u679c\u5bfc\u51fa<\/p>\n
\u5904\u7406\u5b8c\u6210\u540e，\u4e2d\u95f4\u7684\u753b\u5e03\u4f1a\u5206\u6210\u4e24\u534a\u663e\u793a：<\/p>\n
\u5982\u679c\u5bf9\u7ed3\u679c\u6ee1\u610f，\u70b9\u51fb\u300c\u4e0b\u8f7d PNG\u300d\u6309\u94ae，\u5c31\u80fd\u83b7\u5f97\u4e00\u5f20\u9ad8\u6e05\u3001\u900f\u660e\u7684PNG\u7d20\u6750\u3002\u8fd9\u4e2a\u6587\u4ef6\u53ef\u4ee5\u76f4\u63a5\u7528\u4e8e\u8bbe\u8ba1\u8f6f\u4ef6，\u6216\u8005\u4f5c\u4e3a\u5176\u4ed6\u521b\u4f5c\u7684\u7d20\u6750\u3002<\/p>\n
\u4e3a\u4e86\u8ba9\u4f60\u66f4\u76f4\u89c2\u5730\u4e86\u89e3\u5e7b\u955c\u7684\u80fd\u529b，\u6211\u6d4b\u8bd5\u4e86\u51e0\u79cd\u5177\u6709\u6311\u6218\u6027\u7684\u573a\u666f：<\/p>\n
\u573a\u666f\u4e00：\u590d\u6742\u53d1\u4e1d\u5904\u7406 \u4e0a\u4f20\u4e00\u5f20\u6709\u98d8\u9038\u53d1\u4e1d\u7684\u4eba\u50cf\u7167\u7247\u3002\u4f20\u7edf\u5de5\u5177\u5728\u8fd9\u91cc\u5f80\u5f80\u4f1a\u5931\u8d25，\u8981\u4e48\u628a\u53d1\u4e1d\u5f53\u6210\u80cc\u666f\u53bb\u6389，\u8981\u4e48\u7559\u4e0b\u96be\u770b\u7684\u952f\u9f7f\u8fb9\u7f18\u3002\u5e7b\u955c\u5374\u80fd\u7cbe\u51c6\u8bc6\u522b\u6bcf\u4e00\u6839\u53d1\u4e1d，\u4fdd\u7559\u81ea\u7136\u7684\u8fc7\u6e21\u3002<\/p>\n
\u573a\u666f\u4e8c：\u900f\u660e\u7269\u4f53 \u6bd4\u5982\u4e00\u4e2a\u73bb\u7483\u676f\u3002\u73bb\u7483\u7684\u900f\u660e\u90e8\u5206\u548c\u53cd\u5149，\u5bf9AI\u6765\u8bf4\u662f\u5de8\u5927\u7684\u6311\u6218\u3002\u5e7b\u955c\u80fd\u591f\u8bc6\u522b\u73bb\u7483\u7684\u6750\u8d28\u7279\u6027，\u4fdd\u7559\u900f\u660e\u6548\u679c\u7684\u540c\u65f6，\u51c6\u786e\u5206\u79bb\u80cc\u666f\u3002<\/p>\n
\u573a\u666f\u4e09：\u590d\u6742\u80cc\u666f \u5728\u6811\u6797\u3001\u82b1\u4e1b\u7b49\u590d\u6742\u80cc\u666f\u4e0b\u7684\u4eba\u7269\u3002\u80cc\u666f\u989c\u8272\u548c\u4e3b\u4f53\u76f8\u8fd1，\u8fb9\u7f18\u6a21\u7cca，\u4f46\u5e7b\u955c\u4f9d\u7136\u80fd\u591f\u51c6\u786e\u8bc6\u522b\u4e3b\u4f53\u8f6e\u5ed3\u3002<\/p>\n
\u573a\u666f\u56db：\u8fb9\u7f18\u7ec6\u8282 \u50cf\u5a5a\u7eb1\u3001\u7fbd\u6bdb\u3001\u70df\u96fe\u7b49\u8fb9\u7f18\u6a21\u7cca\u7684\u7269\u4f53\u3002\u5e7b\u955c\u4e0d\u662f\u7b80\u5355\u5730\u8fdb\u884c\u4e8c\u503c\u5316\u5207\u5272，\u800c\u662f\u7406\u89e3\u7269\u4f53\u7684\u7269\u7406\u7279\u6027，\u505a\u51fa\u81ea\u7136\u7684\u8fc7\u6e21\u5904\u7406\u3002<\/p>\n
\u57fa\u7840\u90e8\u7f72\u5b8c\u6210\u540e，\u4f60\u53ef\u80fd\u8fd8\u60f3\u6839\u636e\u5b9e\u9645\u9700\u6c42\u8fdb\u884c\u4e00\u4e9b\u4f18\u5316\u914d\u7f6e\u3002\u8fd9\u90e8\u5206\u5185\u5bb9\u9002\u5408\u6709\u4e00\u5b9a\u6280\u672f\u57fa\u7840\u7684\u7528\u6237\u3002<\/p>\n
\u5982\u679c\u4f60\u7684ARM\u670d\u52a1\u5668\u914d\u5907\u4e86GPU（\u6bd4\u5982\u67d0\u4e9b\u4e91\u670d\u52a1\u5546\u7684ARM\u5b9e\u4f8b\u5e26\u6709GPU），\u53ef\u4ee5\u542f\u7528GPU\u52a0\u901f\u6765\u63d0\u5347\u5904\u7406\u901f\u5ea6\u3002<\/p>\n
\u9996\u5148，\u786e\u4fdd\u670d\u52a1\u5668\u5b89\u88c5\u4e86NVIDIA\u5bb9\u5668\u5de5\u5177\u5305（\u5bf9\u4e8eARM64\u7684NVIDIA GPU）：<\/p>\n
# \u6dfb\u52a0NVIDIA\u5bb9\u5668\u5de5\u5177\u5305\u4ed3\u5e93
\ndistribution=$(. \/etc\/os-release;echo $ID$VERSION_ID)
\ncurl -s -L https:\/\/nvidia.github.io\/nvidia-docker\/gpgkey | sudo apt-key add –
\ncurl -s -L https:\/\/nvidia.github.io\/nvidia-docker\/$distribution\/nvidia-docker.list | sudo tee \/etc\/apt\/sources.list.d\/nvidia-docker.list<\/p>\n
# \u5b89\u88c5\u5de5\u5177\u5305
\nsudo apt update
\nsudo apt install -y nvidia-container-toolkit<\/p>\n
# \u91cd\u542fDocker
\nsudo systemctl restart docker<\/p>\n
\u7136\u540e，\u4ee5GPU\u6a21\u5f0f\u8fd0\u884c\u5e7b\u955c\u5bb9\u5668：<\/p>\n
# \u505c\u6b62\u5e76\u5220\u9664\u4e4b\u524d\u7684\u5bb9\u5668
\ndocker stop neural-mask
\ndocker rm neural-mask<\/p>\n
# \u4f7f\u7528GPU\u8fd0\u884c\u65b0\u5bb9\u5668
\ndocker run -d \\\\
\n –name neural-mask \\\\
\n –gpus all \\\\
\n -p 7860:7860 \\\\
\n –restart unless-stopped \\\\
\n csdnmirrors\/neural-mask:arm64-latest<\/p>\n
\u4f7f\u7528GPU\u540e，\u5904\u7406\u901f\u5ea6\u901a\u5e38\u53ef\u4ee5\u63d0\u53473-5\u500d，\u7279\u522b\u662f\u5904\u7406\u5927\u56fe\u6216\u6279\u91cf\u5904\u7406\u65f6，\u4f18\u52bf\u66f4\u52a0\u660e\u663e\u3002<\/p>\n
\u9ed8\u8ba4\u60c5\u51b5\u4e0b，\u5e7b\u955c\u4f7f\u75287860\u7aef\u53e3\u3002\u5982\u679c\u8fd9\u4e2a\u7aef\u53e3\u5df2\u7ecf\u88ab\u5360\u7528，\u6216\u8005\u4f60\u60f3\u4f7f\u7528\u5176\u4ed6\u7aef\u53e3，\u53ef\u4ee5\u4fee\u6539\u6620\u5c04：<\/p>\n
docker run -d \\\\
\n –name neural-mask \\\\
\n -p 8080:7860 \\\\ # \u5c06\u4e3b\u673a\u76848080\u7aef\u53e3\u6620\u5c04\u5230\u5bb9\u5668\u76847860\u7aef\u53e3
\n –restart unless-stopped \\\\
\n csdnmirrors\/neural-mask:arm64-latest<\/p>\n
\u5982\u679c\u4f60\u5e0c\u671b\u5904\u7406\u540e\u7684\u56fe\u7247\u4fdd\u5b58\u5728\u4e3b\u673a\u4e0a，\u800c\u4e0d\u662f\u5bb9\u5668\u5185\u90e8，\u53ef\u4ee5\u6302\u8f7d\u4e00\u4e2a\u6570\u636e\u5377：<\/p>\n
# \u521b\u5efa\u4e3b\u673a\u76ee\u5f55
\nmkdir -p \/data\/neural-mask\/outputs<\/p>\n
# \u8fd0\u884c\u5bb9\u5668\u5e76\u6302\u8f7d\u76ee\u5f55
\ndocker run -d \\\\
\n –name neural-mask \\\\
\n -p 7860:7860 \\\\
\n -v \/data\/neural-mask\/outputs:\/app\/outputs \\\\
\n –restart unless-stopped \\\\
\n csdnmirrors\/neural-mask:arm64-latest<\/p>\n
\u8fd9\u6837，\u6240\u6709\u5904\u7406\u540e\u7684\u56fe\u7247\u90fd\u4f1a\u4fdd\u5b58\u5728\u4e3b\u673a\u7684 \/data\/neural-mask\/outputs \u76ee\u5f55\u4e2d，\u5373\u4f7f\u5bb9\u5668\u5220\u9664\u6216\u66f4\u65b0，\u6570\u636e\u4e5f\u4e0d\u4f1a\u4e22\u5931\u3002<\/p>\n
\u5982\u679c\u4f60\u5e0c\u671b\u901a\u8fc7\u57df\u540d\u8bbf\u95ee\u5e7b\u955c，\u800c\u4e0d\u662fIP\u52a0\u7aef\u53e3，\u53ef\u4ee5\u8bbe\u7f6eNginx\u53cd\u5411\u4ee3\u7406\u3002<\/p>\n
\u9996\u5148\u5b89\u88c5Nginx：<\/p>\n
sudo apt install nginx -y<\/p>\n
\u7136\u540e\u521b\u5efa\u914d\u7f6e\u6587\u4ef6：<\/p>\n
sudo nano \/etc\/nginx\/sites-available\/neural-mask<\/p>\n
\u6dfb\u52a0\u4ee5\u4e0b\u5185\u5bb9（\u5c06 your-domain.com \u66ff\u6362\u4e3a\u4f60\u7684\u57df\u540d）：<\/p>\n
server {
\n listen 80;
\n server_name your-domain.com;<\/p>\n
location \/ {
\n proxy_pass http:\/\/localhost:7860;
\n proxy_set_header Host $host;
\n proxy_set_header X-Real-IP $remote_addr;
\n proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
\n proxy_set_header X-Forwarded-Proto $scheme;
\n }
\n}<\/p>\n
\u542f\u7528\u914d\u7f6e\u5e76\u91cd\u542fNginx：<\/p>\n
sudo ln -s \/etc\/nginx\/sites-available\/neural-mask \/etc\/nginx\/sites-enabled\/
\nsudo nginx -t # \u6d4b\u8bd5\u914d\u7f6e
\nsudo systemctl restart nginx<\/p>\n
\u73b0\u5728，\u4f60\u5c31\u53ef\u4ee5\u901a\u8fc7 http:\/\/your-domain.com \u8bbf\u95ee\u5e7b\u955c\u4e86\u3002<\/p>\n
\u5728\u90e8\u7f72\u548c\u4f7f\u7528\u8fc7\u7a0b\u4e2d，\u4f60\u53ef\u80fd\u4f1a\u9047\u5230\u4e00\u4e9b\u95ee\u9898\u3002\u8fd9\u91cc\u6574\u7406\u4e86\u4e00\u4e9b\u5e38\u89c1\u95ee\u9898\u53ca\u5176\u89e3\u51b3\u65b9\u6cd5\u3002<\/p>\n
\u95ee\u9898：\u8fd0\u884c docker ps \u770b\u4e0d\u5230\u5bb9\u5668，\u6216\u8005\u72b6\u6001\u662f Exited\u3002<\/p>\n
\u53ef\u80fd\u539f\u56e0\u548c\u89e3\u51b3：<\/p>\n
\u7aef\u53e3\u51b2\u7a81：7860\u7aef\u53e3\u53ef\u80fd\u88ab\u5176\u4ed6\u7a0b\u5e8f\u5360\u7528<\/p>\n
# \u68c0\u67e5\u7aef\u53e3\u5360\u7528
\nsudo netstat -tlnp | grep :7860<\/p>\n
# \u5982\u679c\u88ab\u5360\u7528，\u53ef\u4ee5\u4fee\u6539\u6620\u5c04\u7aef\u53e3
\ndocker run -d -p 7870:7860 …（\u5176\u4ed6\u53c2\u6570\u4e0d\u53d8）\n <\/li>\n
\u5185\u5b58\u4e0d\u8db3：\u5e7b\u955c\u9700\u8981\u4e00\u5b9a\u5185\u5b58，\u5982\u679c\u670d\u52a1\u5668\u5185\u5b58\u592a\u5c0f\u53ef\u80fd\u65e0\u6cd5\u542f\u52a8<\/p>\n
# \u67e5\u770b\u5bb9\u5668\u65e5\u5fd7
\ndocker logs neural-mask<\/p>\n
# \u5982\u679c\u770b\u5230\u5185\u5b58\u9519\u8bef，\u8003\u8651\u589e\u52a0\u670d\u52a1\u5668\u5185\u5b58
\n# \u6216\u8005\u8c03\u6574Docker\u5185\u5b58\u9650\u5236
\ndocker update –memory 2g neural-mask\n <\/li>\n
\u955c\u50cf\u62c9\u53d6\u5931\u8d25：\u7f51\u7edc\u95ee\u9898\u53ef\u80fd\u5bfc\u81f4\u955c\u50cf\u62c9\u53d6\u4e0d\u5b8c\u6574<\/p>\n
# \u5220\u9664\u65e7\u955c\u50cf\u548c\u5bb9\u5668
\ndocker stop neural-mask
\ndocker rm neural-mask
\ndocker rmi csdnmirrors\/neural-mask:arm64-latest<\/p>\n
# \u91cd\u65b0\u62c9\u53d6\u548c\u8fd0\u884c
\ndocker pull csdnmirrors\/neural-mask:arm64-latest
\ndocker run …（\u5b8c\u6574\u547d\u4ee4）\n <\/li>\n
\u95ee\u9898：Web\u754c\u9762\u52a0\u8f7d\u6162，\u6216\u8005\u56fe\u7247\u5904\u7406\u65f6\u95f4\u957f\u3002<\/p>\n
\u4f18\u5316\u5efa\u8bae：<\/p>\n
\u95ee\u9898：\u67d0\u4e9b\u56fe\u7247\u62a0\u56fe\u6548\u679c\u4e0d\u4f73，\u8fb9\u7f18\u6709\u6b8b\u7559\u6216\u4e3b\u4f53\u88ab\u8bef\u5220\u3002<\/p>\n
\u6539\u5584\u65b9\u6cd5：<\/p>\n
\u5e7b\u955c\u7684Web\u754c\u9762\u76ee\u524d\u4e3b\u8981\u9488\u5bf9\u5355\u5f20\u56fe\u7247\u5904\u7406\u3002\u5982\u679c\u4f60\u9700\u8981\u6279\u91cf\u5904\u7406，\u53ef\u4ee5\u8003\u8651\u4ee5\u4e0b\u65b9\u6848：<\/p>\n
\u65b9\u6848\u4e00：\u4f7f\u7528API\u63a5\u53e3 \u5e7b\u955c\u63d0\u4f9b\u4e86API\u63a5\u53e3，\u53ef\u4ee5\u901a\u8fc7\u7f16\u7a0b\u65b9\u5f0f\u6279\u91cf\u8c03\u7528\u3002\u67e5\u770b\u5bb9\u5668\u65e5\u5fd7\u6216\u6587\u6863\u83b7\u53d6API\u8be6\u60c5\u3002<\/p>\n
\u65b9\u6848\u4e8c：\u811a\u672c\u81ea\u52a8\u5316 \u7f16\u5199Python\u811a\u672c，\u8c03\u7528\u5e7b\u955c\u7684\u5904\u7406\u5f15\u64ce：<\/p>\n
import requests
\nimport os<\/p>\n
def batch_process(image_folder, output_folder):
\n # \u904d\u5386\u6587\u4ef6\u5939\u4e2d\u7684\u6240\u6709\u56fe\u7247
\n for filename in os.listdir(image_folder):
\n if filename.lower().endswith(('.png', '.jpg', '.jpeg')):
\n image_path = os.path.join(image_folder, filename)<\/p>\n
# \u8c03\u7528\u5e7b\u955cAPI
\n with open(image_path, 'rb') as f:
\n files = {'file': f}
\n response = requests.post('http:\/\/localhost:7860\/api\/process', files=files)<\/p>\n
# \u4fdd\u5b58\u7ed3\u679c
\n if response.status_code == 200:
\n output_path = os.path.join(output_folder, filename)
\n with open(output_path, 'wb') as f:
\n f.write(response.content)
\n print(f"\u5904\u7406\u5b8c\u6210: {filename}")
\n else:
\n print(f"\u5904\u7406\u5931\u8d25: {filename}")<\/p>\n
# \u4f7f\u7528\u793a\u4f8b
\nbatch_process('.\/input_images', '.\/output_images')<\/p>\n
\u901a\u8fc7\u672c\u6587\u7684\u6b65\u9aa4，\u4f60\u5e94\u8be5\u5df2\u7ecf\u6210\u529f\u5728ARM64\u670d\u52a1\u5668\u4e0a\u90e8\u7f72\u4e86NEURAL MASK（\u5e7b\u955c）\u3002\u8ba9\u6211\u4eec\u56de\u987e\u4e00\u4e0b\u5173\u952e\u8981\u70b9：<\/p>\n
\u90e8\u7f72\u6d41\u7a0b\u5f88\u7b80\u5355：\u68c0\u67e5\u73af\u5883 \u2192 \u5b89\u88c5Docker \u2192 \u62c9\u53d6\u955c\u50cf \u2192 \u8fd0\u884c\u5bb9\u5668，\u56db\u4e2a\u6b65\u9aa4\u5c31\u80fd\u8ba9\u4e13\u4e1a\u7684AI\u62a0\u56fe\u5de5\u5177\u5728\u4f60\u7684\u670d\u52a1\u5668\u4e0a\u8fd0\u884c\u8d77\u6765\u3002<\/p>\n
\u5e7b\u955c\u7684\u4f18\u52bf\u5f88\u660e\u663e：\u53d1\u4e1d\u7ea7\u7cbe\u5ea6\u3001\u672c\u5730\u5316\u5904\u7406\u4fdd\u62a4\u9690\u79c1\u3001\u6781\u7b80\u7684\u64cd\u4f5c\u754c\u9762\u3001\u5b9e\u65f6\u54cd\u5e94\u901f\u5ea6\u3002\u65e0\u8bba\u662f\u7535\u5546\u4ea7\u54c1\u56fe\u3001\u4eba\u50cf\u6444\u5f71\u8fd8\u662f\u521b\u610f\u8bbe\u8ba1，\u5b83\u90fd\u80fd\u63d0\u4f9b\u4e13\u4e1a\u7ea7\u7684\u62a0\u56fe\u6548\u679c\u3002<\/p>\n
ARM\u67b6\u6784\u7684\u4f18\u52bf：\u76f8\u6bd4\u4f20\u7edf\u7684x86\u670d\u52a1\u5668，ARM\u670d\u52a1\u5668\u901a\u5e38\u6709\u66f4\u597d\u7684\u80fd\u6548\u6bd4\u548c\u6027\u4ef7\u6bd4\u3002\u73b0\u5728\u6709\u4e86\u4e13\u95e8\u7684ARM64\u955c\u50cf，\u4f60\u53ef\u4ee5\u5728\u66f4\u591a\u573a\u666f\u4e0b\u4f7f\u7528\u5e7b\u955c，\u4ece\u6811\u8393\u6d3e\u5230\u4e91\u670d\u52a1\u5668，\u9009\u62e9\u66f4\u52a0\u7075\u6d3b\u3002<\/p>\n
\u5b9e\u9645\u5e94\u7528\u4ef7\u503c：\u5bf9\u4e8e\u4e2a\u4eba\u521b\u4f5c\u8005，\u5e7b\u955c\u8ba9\u4e13\u4e1a\u7ea7\u62a0\u56fe\u53d8\u5f97\u89e6\u624b\u53ef\u53ca；\u5bf9\u4e8e\u56e2\u961f\u548c\u4f01\u4e1a，\u53ef\u4ee5\u642d\u5efa\u5185\u90e8\u670d\u52a1，\u7edf\u4e00\u5904\u7406\u6807\u51c6，\u63d0\u5347\u5de5\u4f5c\u6548\u7387\u3002<\/p>\n
\u90e8\u7f72\u8fc7\u7a0b\u4e2d\u5982\u679c\u9047\u5230\u95ee\u9898，\u4e0d\u8981\u7740\u6025\u3002\u5148\u68c0\u67e5\u57fa\u7840\u73af\u5883，\u518d\u770b\u5bb9\u5668\u65e5\u5fd7，\u5927\u90e8\u5206\u95ee\u9898\u90fd\u80fd\u627e\u5230\u89e3\u51b3\u65b9\u6848\u3002\u5e7b\u955c\u7684\u793e\u533a\u548c\u6587\u6863\u4e5f\u5728\u4e0d\u65ad\u5b8c\u5584，\u9047\u5230\u96be\u9898\u65f6\u53ef\u4ee5\u5bfb\u6c42\u5e2e\u52a9\u3002<\/p>\n
\u73b0\u5728，\u4f60\u7684ARM\u670d\u52a1\u5668\u5df2\u7ecf\u62e5\u6709\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u89c6\u89c9\u91cd\u6784\u5b9e\u9a8c\u5ba4\u3002\u65e0\u8bba\u662f\u5904\u7406\u4e00\u5f20\u7167\u7247，\u8fd8\u662f\u6279\u91cf\u4f18\u5316\u4ea7\u54c1\u56fe，\u5e7b\u955c\u90fd\u80fd\u5e2e\u4f60\u8282\u7701\u5927\u91cf\u65f6\u95f4，\u8ba9\u521b\u610f\u4e0d\u518d\u88ab\u6280\u672f\u9650\u5236\u3002<\/p>\n
\u83b7\u53d6\u66f4\u591aAI\u955c\u50cf<\/p>\n
\u60f3\u63a2\u7d22\u66f4\u591aAI\u955c\u50cf\u548c\u5e94\u7528\u573a\u666f？\u8bbf\u95ee CSDN\u661f\u56fe\u955c\u50cf\u5e7f\u573a，\u63d0\u4f9b\u4e30\u5bcc\u7684\u9884\u7f6e\u955c\u50cf，\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，\u652f\u6301\u4e00\u952e\u90e8\u7f72\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
NEURAL MASK\u5f00\u6e90\u955c\u50cf\u90e8\u7f72：ARM64\u67b6\u6784\u670d\u52a1\u5668\u8fd0\u884c\u5e7b\u955c\u7684\u5b8c\u6574\u6b65\u9aa4
\n1. \u5f15\u8a00：\u4e3a\u4ec0\u4e48\u9009\u62e9\u5728ARM\u670d\u52a1\u5668\u4e0a\u90e8\u7f72\u5e7b\u955c？
\n\u5982\u679c\u4f60\u662f\u4e00\u540d\u8bbe\u8ba1\u5e08\u3001\u7535\u5546\u8fd0\u8425\u6216\u8005\u5185\u5bb9\u521b\u4f5c\u8005，\u4e00\u5b9a\u9047\u5230\u8fc7\u8fd9\u6837\u7684\u70e6\u607c：\u4e00\u5f20\u5b8c\u7f8e\u7684\u7167\u7247，\u5374\u56e0\u4e3a\u80cc\u666f\u6742\u4e71\u800c\u65e0\u6cd5\u4f7f\u7528\u3002\u624b\u52a8\u62a0\u56fe？\u53d1\u4e1d\u3001\u900f\u660e\u7269\u4f53\u3001\u590d\u6742\u5149\u5f71，\u6bcf\u4e00\u4e2a\u7ec6\u8282\u90fd\u8ba9\u4eba\u5934\u75bc\u3002
\n\u4f20\u7edf\u7684\u62a0\u56fe\u5de5\u5177\u9762\u5bf9\u8fd9\u4e9b\u6311\u6218\u65f6，\u5f80\u5f80\u529b\u4e0d\u4ece\u5fc3\u3002\u8981\u4e48\u8fb9\u7f18\u7c97<\/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":[9755,3829,3000],"topic":[],"class_list":["post-86489","post","type-post","status-publish","format-standard","hentry","category-server","tag-ai","tag-3829","tag-3000"],"yoast_head":"\n