{"id":82823,"date":"2026-07-25T13:09:21","date_gmt":"2026-07-25T05:09:21","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/82823.html"},"modified":"2026-07-25T13:09:21","modified_gmt":"2026-07-25T05:09:21","slug":"janus-pro-7b%e9%83%a8%e7%bd%b2%e5%85%a8%e6%b5%81%e7%a8%8b%ef%bc%9a%e6%9c%8d%e5%8a%a1%e5%99%a8%e9%80%89%e5%9e%8b%e2%86%92%e9%a9%b1%e5%8a%a8%e5%ae%89%e8%a3%85%e2%86%92%e9%95%9c%e5%83%8f%e6%8b%89","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/82823.html","title":{"rendered":"Janus-Pro-7B\u90e8\u7f72\u5168\u6d41\u7a0b\uff1a\u670d\u52a1\u5668\u9009\u578b\u2192\u9a71\u52a8\u5b89\u88c5\u2192\u955c\u50cf\u62c9\u53d6\u2192\u670d\u52a1\u542f\u52a8"},"content":{"rendered":"<h2>Janus-Pro-7B\u90e8\u7f72\u5168\u6d41\u7a0b&#xff1a;\u670d\u52a1\u5668\u9009\u578b\u2192\u9a71\u52a8\u5b89\u88c5\u2192\u955c\u50cf\u62c9\u53d6\u2192\u670d\u52a1\u542f\u52a8<\/h2>\n<h3>1. \u524d\u8a00&#xff1a;\u4e3a\u4ec0\u4e48\u9009\u62e9Janus-Pro-7B<\/h3>\n<p>Janus-Pro-7B\u662fDeepSeek\u53d1\u5e03\u7684\u4e00\u6b3e\u7edf\u4e00\u591a\u6a21\u6001\u5927\u6a21\u578b&#xff0c;\u5b83\u6700\u5927\u7684\u7279\u70b9\u662f\u540c\u65f6\u5177\u5907\u56fe\u50cf\u7406\u89e3\u548c\u6587\u672c\u751f\u6210\u56fe\u50cf\u4e24\u5927\u6838\u5fc3\u80fd\u529b\u3002\u4f20\u7edf\u7684\u591a\u6a21\u6001\u6a21\u578b\u5f80\u5f80\u53ea\u80fd\u5728\u7406\u89e3\u6216\u751f\u6210\u4e2d\u9009\u62e9\u4e00\u4e2a\u65b9\u5411&#xff0c;\u800cJanus-Pro-7B\u901a\u8fc7\u521b\u65b0\u7684\u89e3\u8026\u89c6\u89c9\u7f16\u7801\u67b6\u6784&#xff0c;\u5b9e\u73b0\u4e86\u7406\u89e3\u4e0e\u751f\u6210\u53cc\u8def\u5f84\u5e76\u884c&#xff0c;\u65e2\u4fdd\u8bc1\u4e86\u8bed\u4e49\u7406\u89e3\u7684\u51c6\u786e\u6027&#xff0c;\u53c8\u517c\u987e\u4e86\u50cf\u7d20\u7ea7\u522b\u7684\u7ec6\u8282\u751f\u6210\u8d28\u91cf\u3002<\/p>\n<p>\u8fd9\u4e2a\u6a21\u578b\u57289000\u4e07\u6761\u9ad8\u8d28\u91cf\u6570\u636e\u4e0a\u8bad\u7ec3\u800c\u6210&#xff0c;\u652f\u6301\u56fe\u50cf\u95ee\u7b54\u3001OCR\u8bc6\u522b\u3001\u56fe\u8868\u5206\u6790\u3001\u6587\u751f\u56fe\u7b49\u591a\u79cd\u4efb\u52a1\u3002\u65e0\u8bba\u4f60\u662f\u60f3\u8981\u4e00\u4e2a\u80fd\u770b\u61c2\u56fe\u7247\u5185\u5bb9\u7684AI\u52a9\u624b&#xff0c;\u8fd8\u662f\u9700\u8981\u4e00\u4e2a\u80fd\u6839\u636e\u6587\u5b57\u63cf\u8ff0\u751f\u6210\u7cbe\u7f8e\u56fe\u7247\u7684\u521b\u4f5c\u5de5\u5177&#xff0c;Janus-Pro-7B\u90fd\u80fd\u6ee1\u8db3\u9700\u6c42\u3002<\/p>\n<p>\u672c\u6587\u5c06\u624b\u628a\u624b\u5e26\u4f60\u5b8c\u6210\u4ece\u670d\u52a1\u5668\u9009\u62e9\u5230\u670d\u52a1\u542f\u52a8\u7684\u5b8c\u6574\u90e8\u7f72\u6d41\u7a0b&#xff0c;\u8ba9\u4f60\u5feb\u901f\u4e0a\u624b\u8fd9\u4e2a\u5f3a\u5927\u7684\u591a\u6a21\u6001\u6a21\u578b\u3002<\/p>\n<h3>2. \u670d\u52a1\u5668\u9009\u578b\u4e0e\u786c\u4ef6\u8981\u6c42<\/h3>\n<h4>2.1 \u786c\u4ef6\u914d\u7f6e\u63a8\u8350<\/h4>\n<p>\u9009\u62e9\u5408\u9002\u7684\u670d\u52a1\u5668\u786c\u4ef6\u662f\u6210\u529f\u90e8\u7f72\u7684\u7b2c\u4e00\u6b65\u3002Janus-Pro-7B\u4f5c\u4e3a7B\u53c2\u6570\u7684\u5927\u6a21\u578b&#xff0c;\u5bf9\u786c\u4ef6\u6709\u4e00\u5b9a\u8981\u6c42&#xff1a;<\/p>\n<p>\u6700\u4f4e\u914d\u7f6e\u8981\u6c42&#xff1a;<\/p>\n<ul>\n<li>GPU&#xff1a;RTX 3090&#xff08;24GB\u663e\u5b58&#xff09;<\/li>\n<li>\u5185\u5b58&#xff1a;32GB DDR4<\/li>\n<li>\u5b58\u50a8&#xff1a;50GB\u53ef\u7528\u7a7a\u95f4&#xff08;SSD\u63a8\u8350&#xff09;<\/li>\n<li>\u7f51\u7edc&#xff1a;100Mbps\u5e26\u5bbd<\/li>\n<\/ul>\n<p>\u63a8\u8350\u914d\u7f6e&#xff1a;<\/p>\n<ul>\n<li>GPU&#xff1a;RTX 4090&#xff08;24GB\u663e\u5b58&#xff09;\u6216 A100&#xff08;40GB\/80GB&#xff09;<\/li>\n<li>\u5185\u5b58&#xff1a;64GB DDR4\/DDR5<\/li>\n<li>\u5b58\u50a8&#xff1a;100GB NVMe SSD<\/li>\n<li>\u7f51\u7edc&#xff1a;1Gbps\u5e26\u5bbd<\/li>\n<\/ul>\n<h4>2.2 \u4e91\u670d\u52a1\u5668\u9009\u62e9\u5efa\u8bae<\/h4>\n<p>\u5982\u679c\u4f60\u9009\u62e9\u4e91\u670d\u52a1\u5668&#xff0c;\u4ee5\u4e0b\u914d\u7f6e\u6bd4\u8f83\u5408\u9002&#xff1a;<\/p>\n<p>\u6027\u4ef7\u6bd4\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u4e91\u5382\u5546&#xff1a;\u963f\u91cc\u4e91\u3001\u817e\u8baf\u4e91\u3001AWS\u7b49\u4e3b\u6d41\u5e73\u53f0<\/li>\n<li>\u5b9e\u4f8b\u7c7b\u578b&#xff1a;GPU\u8ba1\u7b97\u578b\u5b9e\u4f8b<\/li>\n<li>GPU&#xff1a;\u5355\u5361RTX 4090\u6216A10&#xff08;24GB\u663e\u5b58&#xff09;<\/li>\n<li>\u914d\u7f6e&#xff1a;8\u683816G\u5185\u5b58&#xff0c;100GB SSD\u786c\u76d8<\/li>\n<\/ul>\n<p>\u9ad8\u6027\u80fd\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>GPU&#xff1a;A100&#xff08;40GB\/80GB&#xff09;\u6216\u591a\u5361\u914d\u7f6e<\/li>\n<li>\u914d\u7f6e&#xff1a;16\u683832G\u5185\u5b58&#xff0c;200GB\u9ad8\u901fSSD<\/li>\n<li>\u5e26\u5bbd&#xff1a;\u6309\u9700\u9009\u62e9&#xff0c;\u5efa\u8bae\u81f3\u5c11500Mbps<\/li>\n<\/ul>\n<h4>2.3 \u672c\u5730\u670d\u52a1\u5668\u51c6\u5907<\/h4>\n<p>\u5982\u679c\u4f60\u4f7f\u7528\u672c\u5730\u670d\u52a1\u5668&#xff0c;\u9700\u8981\u786e\u4fdd&#xff1a;<\/p>\n<li>\u7535\u6e90\u7a33\u5b9a&#xff1a;\u5927\u529f\u7387GPU\u5bf9\u7535\u6e90\u8981\u6c42\u8f83\u9ad8&#xff0c;\u5efa\u8bae1000W\u4ee5\u4e0a\u91d1\u724c\u7535\u6e90<\/li>\n<li>\u6563\u70ed\u826f\u597d&#xff1a;\u786e\u4fdd\u673a\u7bb1\u98ce\u9053\u901a\u7545&#xff0c;GPU\u6e29\u5ea6\u63a7\u5236\u572880\u00b0C\u4ee5\u4e0b<\/li>\n<li>\u9a71\u52a8\u517c\u5bb9&#xff1a;\u786e\u8ba4NVIDIA\u9a71\u52a8\u7248\u672c\u4e0eCUDA\u7248\u672c\u517c\u5bb9\u6027<\/li>\n<h3>3. \u7cfb\u7edf\u73af\u5883\u4e0e\u9a71\u52a8\u5b89\u88c5<\/h3>\n<h4>3.1 \u64cd\u4f5c\u7cfb\u7edf\u9009\u62e9<\/h4>\n<p>\u63a8\u8350\u4f7f\u7528Ubuntu 20.04 LTS\u621622.04 LTS&#xff0c;\u8fd9\u4e24\u4e2a\u7248\u672c\u5bf9NVIDIA\u9a71\u52a8\u548cDocker\u7684\u652f\u6301\u6700\u5b8c\u5584\u3002<\/p>\n<p># \u67e5\u770b\u7cfb\u7edf\u7248\u672c<br \/>\nlsb_release -a<\/p>\n<p># \u66f4\u65b0\u7cfb\u7edf\u5305<br \/>\nsudo apt update &amp;&amp; sudo apt upgrade -y<\/p>\n<h4>3.2 NVIDIA\u9a71\u52a8\u5b89\u88c5<\/h4>\n<p>\u65b9\u6cd5\u4e00&#xff1a;\u4f7f\u7528\u5b98\u65b9\u9a71\u52a8&#xff08;\u63a8\u8350&#xff09;<\/p>\n<p># \u6dfb\u52a0\u5b98\u65b9PPA\u6e90<br \/>\nsudo add-apt-repository ppa:graphics-drivers\/ppa<br \/>\nsudo apt update<\/p>\n<p># \u67e5\u770b\u63a8\u8350\u9a71\u52a8\u7248\u672c<br \/>\nubuntu-drivers devices<\/p>\n<p># \u5b89\u88c5\u63a8\u8350\u9a71\u52a8<br \/>\nsudo apt install nvidia-driver-535<\/p>\n<p># \u6216\u8005\u5b89\u88c5\u6700\u65b0\u9a71\u52a8<br \/>\nsudo apt install nvidia-driver-545<\/p>\n<p># \u91cd\u542f\u7cfb\u7edf<br \/>\nsudo reboot<\/p>\n<p>\u65b9\u6cd5\u4e8c&#xff1a;\u4f7f\u7528runfile\u5b89\u88c5<\/p>\n<p># \u4e0b\u8f7d\u9a71\u52a8&#xff08;\u4eceNVIDIA\u5b98\u7f51\u83b7\u53d6\u6700\u65b0\u7248\u672c&#xff09;<br \/>\nwget https:\/\/us.download.nvidia.com\/XFree86\/Linux-x86_64\/535.154.05\/NVIDIA-Linux-x86_64-535.154.05.run<\/p>\n<p># \u8d4b\u4e88\u6267\u884c\u6743\u9650<br \/>\nchmod &#043;x NVIDIA-Linux-x86_64-535.154.05.run<\/p>\n<p># \u5173\u95ed\u56fe\u5f62\u754c\u9762&#xff08;\u5982\u679c\u662f\u684c\u9762\u7248&#xff09;<br \/>\nsudo systemctl isolate multi-user.target<\/p>\n<p># \u5b89\u88c5\u9a71\u52a8<br \/>\nsudo .\/NVIDIA-Linux-x86_64-535.154.05.run<\/p>\n<p># \u91cd\u542f\u56fe\u5f62\u754c\u9762&#xff08;\u5982\u679c\u9700\u8981&#xff09;<br \/>\nsudo systemctl start graphical.target<\/p>\n<h4>3.3 CUDA\u548ccuDNN\u5b89\u88c5<\/h4>\n<p># \u5b89\u88c5CUDA Toolkit 11.8&#xff08;\u4e0e\u591a\u6570\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u517c\u5bb9\u6027\u597d&#xff09;<br \/>\nwget https:\/\/developer.download.nvidia.com\/compute\/cuda\/11.8.0\/local_installers\/cuda_11.8.0_520.61.05_linux.run<br \/>\nsudo sh cuda_11.8.0_520.61.05_linux.run<\/p>\n<p># \u8bbe\u7f6e\u73af\u5883\u53d8\u91cf<br \/>\necho &#039;export PATH&#061;\/usr\/local\/cuda\/bin:$PATH&#039; &gt;&gt; ~\/.bashrc<br \/>\necho &#039;export LD_LIBRARY_PATH&#061;\/usr\/local\/cuda\/lib64:$LD_LIBRARY_PATH&#039; &gt;&gt; ~\/.bashrc<br \/>\nsource ~\/.bashrc<\/p>\n<p># \u9a8c\u8bc1\u5b89\u88c5<br \/>\nnvidia-smi<br \/>\nnvcc &#8211;version<\/p>\n<h4>3.4 Docker\u73af\u5883\u914d\u7f6e<\/h4>\n<p># \u5b89\u88c5Docker<br \/>\nsudo apt install docker.io<\/p>\n<p># \u5b89\u88c5NVIDIA Container Toolkit<br \/>\ndistribution&#061;$(. \/etc\/os-release;echo $ID$VERSION_ID)<br \/>\ncurl -s -L https:\/\/nvidia.github.io\/nvidia-docker\/gpgkey | sudo apt-key add &#8211;<br \/>\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<p>sudo apt update<br \/>\nsudo apt install nvidia-container-toolkit<\/p>\n<p># \u91cd\u542fDocker\u670d\u52a1<br \/>\nsudo systemctl restart docker<\/p>\n<p># \u9a8c\u8bc1NVIDIA\u5bb9\u5668\u652f\u6301<br \/>\ndocker run &#8211;rm &#8211;gpus all nvidia\/cuda:11.8.0-base nvidia-smi<\/p>\n<h3>4. \u955c\u50cf\u62c9\u53d6\u4e0e\u5bb9\u5668\u90e8\u7f72<\/h3>\n<h4>4.1 \u62c9\u53d6Janus-Pro-7B\u955c\u50cf<\/h4>\n<p># \u62c9\u53d6\u6700\u65b0\u955c\u50cf&#xff08;\u6839\u636e\u5b9e\u9645\u955c\u50cf\u540d\u79f0\u8c03\u6574&#xff09;<br \/>\ndocker pull your-registry\/janus-pro-7b:latest<\/p>\n<p># \u6216\u8005\u4eceHugging Face\u62c9\u53d6<br \/>\ndocker pull registry.huggingface.co\/deepseek-ai\/janus-pro-7b:latest<\/p>\n<p># \u67e5\u770b\u5df2\u62c9\u53d6\u7684\u955c\u50cf<br \/>\ndocker images<\/p>\n<h4>4.2 \u521b\u5efa\u6570\u636e\u76ee\u5f55<\/h4>\n<p>\u4e3a\u4e86\u907f\u514d\u5bb9\u5668\u91cd\u542f\u540e\u6570\u636e\u4e22\u5931&#xff0c;\u6211\u4eec\u9700\u8981\u521b\u5efa\u6301\u4e45\u5316\u5b58\u50a8\u76ee\u5f55&#xff1a;<\/p>\n<p># \u521b\u5efa\u6a21\u578b\u6570\u636e\u548c\u914d\u7f6e\u76ee\u5f55<br \/>\nmkdir -p ~\/janus-pro\/{models,config,logs,output}<\/p>\n<p># \u8bbe\u7f6e\u6743\u9650<br \/>\nsudo chmod -R 777 ~\/janus-pro<\/p>\n<h4>4.3 \u542f\u52a8\u5bb9\u5668<\/h4>\n<p>docker run -d \\\\<br \/>\n  &#8211;name janus-pro-7b \\\\<br \/>\n  &#8211;gpus all \\\\<br \/>\n  &#8211;shm-size&#061;8g \\\\<br \/>\n  -p 7860:7860 \\\\<br \/>\n  -v ~\/janus-pro\/models:\/app\/models \\\\<br \/>\n  -v ~\/janus-pro\/config:\/app\/config \\\\<br \/>\n  -v ~\/janus-pro\/logs:\/app\/logs \\\\<br \/>\n  -v ~\/janus-pro\/output:\/app\/output \\\\<br \/>\n  -e NVIDIA_VISIBLE_DEVICES&#061;all \\\\<br \/>\n  your-registry\/janus-pro-7b:latest<\/p>\n<p>\u53c2\u6570\u8bf4\u660e&#xff1a;<\/p>\n<ul>\n<li>&#8211;gpus all&#xff1a;\u4f7f\u7528\u6240\u6709GPU<\/li>\n<li>&#8211;shm-size&#061;8g&#xff1a;\u8bbe\u7f6e\u5171\u4eab\u5185\u5b58\u5927\u5c0f&#xff0c;\u907f\u514d\u5185\u5b58\u4e0d\u8db3<\/li>\n<li>-p 7860:7860&#xff1a;\u6620\u5c04Web UI\u7aef\u53e3<\/li>\n<li>-v&#xff1a;\u6302\u8f7d\u6301\u4e45\u5316\u5b58\u50a8\u76ee\u5f55<\/li>\n<li>-e NVIDIA_VISIBLE_DEVICES&#061;all&#xff1a;\u6307\u5b9a\u4f7f\u7528\u7684GPU\u8bbe\u5907<\/li>\n<\/ul>\n<h4>4.4 \u9a8c\u8bc1\u5bb9\u5668\u72b6\u6001<\/h4>\n<p># \u67e5\u770b\u5bb9\u5668\u8fd0\u884c\u72b6\u6001<br \/>\ndocker ps<\/p>\n<p># \u67e5\u770b\u5bb9\u5668\u65e5\u5fd7<br \/>\ndocker logs janus-pro-7b<\/p>\n<p># \u8fdb\u5165\u5bb9\u5668\u5185\u90e8&#xff08;\u8c03\u8bd5\u7528&#xff09;<br \/>\ndocker exec -it janus-pro-7b bash<\/p>\n<h3>5. \u670d\u52a1\u542f\u52a8\u4e0e\u914d\u7f6e<\/h3>\n<h4>5.1 \u6a21\u578b\u52a0\u8f7d\u8fc7\u7a0b<\/h4>\n<p>\u9996\u6b21\u542f\u52a8\u65f6&#xff0c;\u6a21\u578b\u9700\u8981\u4ece\u7f51\u7edc\u4e0b\u8f7d\u6216\u4ece\u672c\u5730\u52a0\u8f7d&#xff0c;\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u80fd\u9700\u8981\u4e00\u4e9b\u65f6\u95f4&#xff1a;<\/p>\n<p># \u67e5\u770b\u6a21\u578b\u52a0\u8f7d\u8fdb\u5ea6<br \/>\ndocker logs -f janus-pro-7b<\/p>\n<p># \u9884\u671f\u7684\u8f93\u51fa\u4fe1\u606f<br \/>\n# Downloading model weights&#8230;<br \/>\n# Loading tokenizer&#8230;<br \/>\n# Initializing vision encoder&#8230;<br \/>\n# Loading text decoder&#8230;<br \/>\n# Model loaded successfully!<\/p>\n<p>\u6a21\u578b\u52a0\u8f7d\u65f6\u95f4\u53d6\u51b3\u4e8e\u7f51\u7edc\u901f\u5ea6\u548c\u786c\u4ef6\u6027\u80fd&#xff0c;\u901a\u5e38\u9700\u89815-15\u5206\u949f\u3002<\/p>\n<h4>5.2 \u914d\u7f6eWeb\u670d\u52a1<\/h4>\n<p>Janus-Pro-7B\u9ed8\u8ba4\u4f7f\u7528Gradio\u63d0\u4f9bWeb\u754c\u9762&#xff0c;\u53ef\u4ee5\u901a\u8fc7\u73af\u5883\u53d8\u91cf\u8fdb\u884c\u914d\u7f6e&#xff1a;<\/p>\n<p># \u505c\u6b62\u73b0\u6709\u5bb9\u5668<br \/>\ndocker stop janus-pro-7b<br \/>\ndocker rm janus-pro-7b<\/p>\n<p># \u91cd\u65b0\u542f\u52a8\u5e76\u6dfb\u52a0\u914d\u7f6e\u53c2\u6570<br \/>\ndocker run -d \\\\<br \/>\n  &#8211;name janus-pro-7b \\\\<br \/>\n  &#8211;gpus all \\\\<br \/>\n  &#8211;shm-size&#061;8g \\\\<br \/>\n  -p 7860:7860 \\\\<br \/>\n  -v ~\/janus-pro\/models:\/app\/models \\\\<br \/>\n  -v ~\/janus-pro\/config:\/app\/config \\\\<br \/>\n  -v ~\/janus-pro\/logs:\/app\/logs \\\\<br \/>\n  -v ~\/janus-pro\/output:\/app\/output \\\\<br \/>\n  -e SERVER_NAME&#061;0.0.0.0 \\\\<br \/>\n  -e SERVER_PORT&#061;7860 \\\\<br \/>\n  -e MODEL_PATH&#061;\/app\/models\/janus-pro-7b \\\\<br \/>\n  -e DEVICE&#061;cuda \\\\<br \/>\n  your-registry\/janus-pro-7b:latest<\/p>\n<h4>5.3 \u4f7f\u7528Supervisor\u7ba1\u7406\u670d\u52a1<\/h4>\n<p>\u4e3a\u4e86\u786e\u4fdd\u670d\u52a1\u7a33\u5b9a\u8fd0\u884c&#xff0c;\u5efa\u8bae\u4f7f\u7528Supervisor\u8fdb\u884c\u8fdb\u7a0b\u7ba1\u7406&#xff1a;<\/p>\n<p># \u5b89\u88c5Supervisor<br \/>\nsudo apt install supervisor<\/p>\n<p># \u521b\u5efa\u914d\u7f6e\u6587\u4ef6<br \/>\nsudo nano \/etc\/supervisor\/conf.d\/janus-pro.conf<\/p>\n<p>\u6dfb\u52a0\u4ee5\u4e0b\u5185\u5bb9\u5230\u914d\u7f6e\u6587\u4ef6\u4e2d&#xff1a;<\/p>\n<p>[program:janus-pro]<br \/>\ncommand&#061;docker run &#8211;name janus-pro-7b &#8211;gpus all &#8211;shm-size&#061;8g -p 7860:7860 -v \/home\/user\/janus-pro\/models:\/app\/models -v \/home\/user\/janus-pro\/config:\/app\/config -v \/home\/user\/janus-pro\/logs:\/app\/logs -v \/home\/user\/janus-pro\/output:\/app\/output your-registry\/janus-pro-7b:latest<br \/>\ndirectory&#061;\/home\/user<br \/>\nautostart&#061;true<br \/>\nautorestart&#061;true<br \/>\nstartretries&#061;3<br \/>\nstopwaitsecs&#061;30<br \/>\nuser&#061;user<br \/>\nenvironment&#061;HOME&#061;&#034;\/home\/user&#034;,USER&#061;&#034;user&#034;<br \/>\nstdout_logfile&#061;\/var\/log\/janus-pro.out.log<br \/>\nstderr_logfile&#061;\/var\/log\/janus-pro.err.log<\/p>\n<p>\u91cd\u65b0\u52a0\u8f7d\u5e76\u542f\u52a8\u670d\u52a1&#xff1a;<\/p>\n<p># \u91cd\u65b0\u52a0\u8f7d\u914d\u7f6e<br \/>\nsudo supervisorctl reread<br \/>\nsudo supervisorctl update<\/p>\n<p># \u542f\u52a8\u670d\u52a1<br \/>\nsudo supervisorctl start janus-pro<\/p>\n<p># \u67e5\u770b\u670d\u52a1\u72b6\u6001<br \/>\nsudo supervisorctl status janus-pro<\/p>\n<h3>6. \u8bbf\u95ee\u4e0e\u4f7f\u7528Web\u754c\u9762<\/h3>\n<h4>6.1 \u8bbf\u95eeWeb UI<\/h4>\n<p>\u670d\u52a1\u542f\u52a8\u5b8c\u6210\u540e&#xff0c;\u53ef\u4ee5\u901a\u8fc7\u6d4f\u89c8\u5668\u8bbf\u95eeWeb\u754c\u9762&#xff1a;<\/p>\n<p># \u672c\u5730\u8bbf\u95ee<br \/>\nhttp:\/\/localhost:7860<\/p>\n<p># \u8fdc\u7a0b\u8bbf\u95ee&#xff08;\u66ff\u6362\u4e3a\u4f60\u7684\u670d\u52a1\u5668IP&#xff09;<br \/>\nhttp:\/\/\u4f60\u7684\u670d\u52a1\u5668IP:7860<\/p>\n<h4>6.2 \u529f\u80fd\u533a\u57df\u4ecb\u7ecd<\/h4>\n<p>Web\u754c\u9762\u4e3b\u8981\u5206\u4e3a\u4e24\u4e2a\u529f\u80fd\u533a\u57df&#xff1a;<\/p>\n<p>\u591a\u6a21\u6001\u7406\u89e3\u533a\u57df&#xff1a;<\/p>\n<ul>\n<li>\u56fe\u7247\u4e0a\u4f20\u6846&#xff1a;\u652f\u6301\u62d6\u62fd\u6216\u70b9\u51fb\u4e0a\u4f20\u56fe\u7247<\/li>\n<li>\u95ee\u9898\u8f93\u5165\u6846&#xff1a;\u8f93\u5165\u5173\u4e8e\u56fe\u7247\u7684\u95ee\u9898<\/li>\n<li>\u53c2\u6570\u8c03\u8282&#xff1a;\u968f\u673a\u79cd\u5b50\u3001\u6e29\u5ea6\u7b49\u53c2\u6570\u8bbe\u7f6e<\/li>\n<li>\u5f00\u59cb\u5bf9\u8bdd\u6309\u94ae&#xff1a;\u89e6\u53d1\u6a21\u578b\u56de\u7b54<\/li>\n<\/ul>\n<p>\u6587\u672c\u751f\u6210\u56fe\u50cf\u533a\u57df&#xff1a;<\/p>\n<ul>\n<li>\u63d0\u793a\u8bcd\u8f93\u5165\u6846&#xff1a;\u8f93\u5165\u60f3\u8981\u751f\u6210\u7684\u56fe\u50cf\u63cf\u8ff0<\/li>\n<li>\u751f\u6210\u53c2\u6570&#xff1a;CFG\u6743\u91cd\u3001\u6e29\u5ea6\u3001\u968f\u673a\u79cd\u5b50<\/li>\n<li>\u751f\u6210\u6309\u94ae&#xff1a;\u5f00\u59cb\u751f\u6210\u56fe\u50cf<\/li>\n<li>\u7ed3\u679c\u5c55\u793a\u533a&#xff1a;\u663e\u793a\u751f\u6210\u76845\u5f20\u56fe\u7247<\/li>\n<\/ul>\n<h4>6.3 \u9996\u6b21\u4f7f\u7528\u6d4b\u8bd5<\/h4>\n<p>\u5efa\u8bae\u8fdb\u884c\u7b80\u5355\u7684\u529f\u80fd\u6d4b\u8bd5&#xff1a;<\/p>\n<li>\n<p>\u56fe\u7247\u95ee\u7b54\u6d4b\u8bd5&#xff1a;<\/p>\n<ul>\n<li>\u4e0a\u4f20\u4e00\u5f20\u5305\u542b\u660e\u663e\u4e3b\u4f53\u7684\u56fe\u7247&#xff08;\u5982\u732b\u3001\u72d7\u3001\u98ce\u666f&#xff09;<\/li>\n<li>\u8f93\u5165\u95ee\u9898&#xff1a;&#034;\u63cf\u8ff0\u8fd9\u5f20\u56fe\u7247\u7684\u5185\u5bb9&#034;<\/li>\n<li>\u67e5\u770b\u6a21\u578b\u56de\u7b54\u662f\u5426\u51c6\u786e<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6587\u751f\u56fe\u6d4b\u8bd5&#xff1a;<\/p>\n<ul>\n<li>\u8f93\u5165\u63d0\u793a\u8bcd&#xff1a;&#034;\u4e00\u53ea\u53ef\u7231\u7684\u5c0f\u732b\u5728\u82b1\u56ed\u91cc\u73a9\u800d&#034;<\/li>\n<li>\u4f7f\u7528\u9ed8\u8ba4\u53c2\u6570\u751f\u6210<\/li>\n<li>\u68c0\u67e5\u751f\u6210\u56fe\u7247\u7684\u8d28\u91cf\u548c\u76f8\u5173\u6027<\/li>\n<\/ul>\n<\/li>\n<h3>7. \u5e38\u89c1\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848<\/h3>\n<h4>7.1 \u90e8\u7f72\u5e38\u89c1\u95ee\u9898<\/h4>\n<p>\u95ee\u98981&#xff1a;GPU\u5185\u5b58\u4e0d\u8db3<\/p>\n<p>CUDA out of memory. Trying to allocate&#8230;<\/p>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u786e\u8ba4GPU\u663e\u5b58\u81f3\u5c1124GB<\/li>\n<li>\u5c1d\u8bd5\u51cf\u5c11batch size&#xff08;\u5982\u679c\u53ef\u914d\u7f6e&#xff09;<\/li>\n<li>\u5173\u95ed\u5176\u4ed6\u5360\u7528GPU\u7684\u7a0b\u5e8f<\/li>\n<\/ul>\n<p>\u95ee\u98982&#xff1a;\u6a21\u578b\u4e0b\u8f7d\u5931\u8d25<\/p>\n<p>Failed to download model weights<\/p>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u68c0\u67e5\u7f51\u7edc\u8fde\u63a5<\/li>\n<li>\u624b\u52a8\u4e0b\u8f7d\u6a21\u578b\u6743\u91cd\u5e76\u653e\u5230\u6307\u5b9a\u76ee\u5f55<\/li>\n<li>\u4f7f\u7528\u56fd\u5185\u955c\u50cf\u6e90&#xff08;\u5982\u679c\u53ef\u7528&#xff09;<\/li>\n<\/ul>\n<p>\u95ee\u98983&#xff1a;\u7aef\u53e3\u88ab\u5360\u7528<\/p>\n<p>Address already in use<\/p>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u66f4\u6539\u670d\u52a1\u7aef\u53e3&#xff1a;-p 7861:7860<\/li>\n<li>\u505c\u6b62\u5360\u7528\u7aef\u53e3\u7684\u5176\u4ed6\u670d\u52a1<\/li>\n<\/ul>\n<h4>7.2 \u6027\u80fd\u4f18\u5316\u5efa\u8bae<\/h4>\n<p>\u63d0\u5347\u751f\u6210\u901f\u5ea6&#xff1a;<\/p>\n<p># \u4f7f\u7528\u66f4\u5feb\u7684GPU&#xff08;RTX 4090 &gt; RTX 3090&#xff09;<br \/>\n# \u542f\u7528TensorRT\u52a0\u901f&#xff08;\u5982\u679c\u652f\u6301&#xff09;<br \/>\n# \u4f7f\u7528\u534a\u7cbe\u5ea6\u6d6e\u70b9\u6570&#xff08;FP16&#xff09;<\/p>\n<p># \u5728\u542f\u52a8\u547d\u4ee4\u4e2d\u6dfb\u52a0\u4f18\u5316\u53c2\u6570<br \/>\n-e USE_FP16&#061;true \\\\<br \/>\n-e USE_TENSORRT&#061;true<\/p>\n<p>\u51cf\u5c11\u5185\u5b58\u5360\u7528&#xff1a;<\/p>\n<p># \u4f7f\u75288bit\u91cf\u5316<br \/>\n-e USE_8BIT&#061;true<\/p>\n<p># \u542f\u7528\u68af\u5ea6\u68c0\u67e5\u70b9<br \/>\n-e USE_GRADIENT_CHECKPOINTING&#061;true<\/p>\n<h4>7.3 \u76d1\u63a7\u4e0e\u7ef4\u62a4<\/h4>\n<p>\u76d1\u63a7GPU\u4f7f\u7528\u60c5\u51b5&#xff1a;<\/p>\n<p># \u5b9e\u65f6\u76d1\u63a7<br \/>\nwatch -n 1 nvidia-smi<\/p>\n<p># \u67e5\u770b\u5bb9\u5668\u8d44\u6e90\u4f7f\u7528<br \/>\ndocker stats janus-pro-7b<\/p>\n<p>\u65e5\u5fd7\u7ba1\u7406&#xff1a;<\/p>\n<p># \u67e5\u770b\u5b9e\u65f6\u65e5\u5fd7<br \/>\ndocker logs -f janus-pro-7b<\/p>\n<p># \u6216\u8005\u67e5\u770b\u6302\u8f7d\u7684\u65e5\u5fd7\u6587\u4ef6<br \/>\ntail -f ~\/janus-pro\/logs\/app.log<\/p>\n<p>\u5b9a\u671f\u7ef4\u62a4&#xff1a;<\/p>\n<p># \u6e05\u7406\u4e0d\u9700\u8981\u7684\u5bb9\u5668\u548c\u955c\u50cf<br \/>\ndocker system prune<\/p>\n<p># \u66f4\u65b0\u5230\u6700\u65b0\u7248\u672c<br \/>\ndocker pull your-registry\/janus-pro-7b:latest<br \/>\ndocker stop janus-pro-7b<br \/>\ndocker rm janus-pro-7b<br \/>\n# \u7136\u540e\u91cd\u65b0\u542f\u52a8\u5bb9\u5668<\/p>\n<h3>8. \u603b\u7ed3<\/h3>\n<p>\u901a\u8fc7\u672c\u6587\u7684\u8be6\u7ec6\u6307\u5bfc&#xff0c;\u4f60\u5e94\u8be5\u5df2\u7ecf\u6210\u529f\u5b8c\u6210\u4e86Janus-Pro-7B\u7684\u5b8c\u6574\u90e8\u7f72\u6d41\u7a0b\u3002\u4ece\u670d\u52a1\u5668\u9009\u578b\u5230\u9a71\u52a8\u5b89\u88c5&#xff0c;\u4ece\u955c\u50cf\u62c9\u53d6\u5230\u670d\u52a1\u542f\u52a8&#xff0c;\u6bcf\u4e2a\u6b65\u9aa4\u90fd\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u5173\u952e\u8981\u70b9\u56de\u987e&#xff1a;<\/p>\n<li>\u786c\u4ef6\u9009\u62e9&#xff1a;\u786e\u4fddGPU\u663e\u5b58\u8db3\u591f&#xff08;\u81f3\u5c1124GB&#xff09;&#xff0c;\u63a8\u8350RTX 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\/>\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>Janus-Pro-7B\u90e8\u7f72\u5168\u6d41\u7a0b&#xff1a;\u670d\u52a1\u5668\u9009\u578b\u2192\u9a71\u52a8\u5b89\u88c5\u2192\u955c\u50cf\u62c9\u53d6\u2192\u670d\u52a1\u542f\u52a8<br \/>\n1. \u524d\u8a00&#xff1a;\u4e3a\u4ec0\u4e48\u9009\u62e9Janus-Pro-7B<br 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