{"id":14772,"date":"2025-07-12T08:12:10","date_gmt":"2025-07-12T08:12:10","guid":{"rendered":"https:\/\/greenwebpage.com\/community\/?p=14772"},"modified":"2025-07-12T09:29:53","modified_gmt":"2025-07-12T09:29:53","slug":"how-to-install-cuda-on-debian-12","status":"publish","type":"post","link":"https:\/\/greenwebpage.com\/community\/how-to-install-cuda-on-debian-12\/","title":{"rendered":"How to Install Cuda on Debian 12"},"content":{"rendered":"\n<p>Installing CUDA on a Debian system enables you to use the parallel processing power of NVIDIA graphics cards, and that boost can cut the time needed to finish heavy calculations. Once the CUDA toolkit is running, developers have the tools they need to fine-tune their code for NVIDIA&#8217;s chip architecture. In this way, programs run faster and with less wasted power.<\/p>\n\n\n\n<p>Setting up CUDA on Debian 12 is not hard, but following reliable steps is still important. The extra libraries and drivers often make a clear difference in everyday workloads, such as scientific models, deep-learning experiments, or large-scale data crunching.<\/p>\n\n\n\n<p>To make the process easier, this guide walks through each installation option, from package managers to the run-file approach, so you can pick the path that matches your system and skill level.<\/p>\n\n\n\n<p><strong>Table of Contents<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"#How-to-Install-CUDA-on-Debian-12\">How to Install CUDA on Debian 12<\/a>\n<ul class=\"wp-block-list\">\n<li><a href=\"#Method-1:-Install-CUDA-on-Debian-12-Using-Nvidia's-Official-Website\">Method 1: Using the Nvidia Official Website<\/a><\/li>\n\n\n\n<li><a href=\"#Method-2:-Installing-CUDA-on-Debian-12-Using-CUDA-Toolkit-Runfile\">Method 2: Using CUDA Toolkit Runfile <\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><a href=\"#How-to-Remove-Uninstall-CUDA-on-Debian-12\">How to Remove\/Uninstall CUDA on Debian 12<\/a><\/li>\n\n\n\n<li><a href=\"#Conclusion\">Conclusion<\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"How-to-Install-CUDA-on-Debian-12\"><a id=\"post-14772-_vgjjch8lcyhh\"><\/a>How to Install CUDA on Debian 12<\/h2>\n\n\n\n<p>If you want to install CUDA on your Debian, you have several ways to do it, each with its pros and cons. Pick one method and run through the steps:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"Method-1:-Install-CUDA-on-Debian-12-Using-Nvidia's-Official-Website\"><a id=\"post-14772-_tgvg1lh7klzf\"><\/a>Method 1: Install CUDA on Debian 12 Using Nvidia&#8217;s Official Website<\/h3>\n\n\n\n<p>Another way is to grab the software straight from NVIDIA&#8217;s repo. This path works for both Debian 12 and the Ubuntu 24.04 LTS release. Once the setup is installed, your Nvidia GPU can power everything from deep-learning drills to high-energy physics models.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a id=\"post-14772-_vleiqn83nxi8\"><\/a>Step 1: Install Required Dependencies<\/h4>\n\n\n\n<p>Before installing CUDA on your machine, it&#8217;s best to install the required dependencies, so files won&#8217;t clash:<\/p>\n\n\n\n<pre>sudo apt install build-essential dkms linux-headers-$(uname -r) wget gnupg<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1144\" height=\"528\" src=\"http:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-1.png\" alt=\"sudo apt install build-essential dkms linux-headers-$(uname -r) wget gnupg\" class=\"wp-image-14773\" srcset=\"https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-1.png 1144w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-1-300x138.png 300w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-1-1024x473.png 1024w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-1-768x354.png 768w\" sizes=\"(max-width: 1144px) 100vw, 1144px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a id=\"post-14772-_e6rvdy8d0nvs\"><\/a>Step 2: Update the System<\/h4>\n\n\n\n<p>First, refresh your list of available packages to be sure everything on the system is current:<\/p>\n\n\n\n<pre>sudo apt update<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1150\" height=\"374\" src=\"http:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-2.png\" alt=\"sudo apt update\" class=\"wp-image-14774\" srcset=\"https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-2.png 1150w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-2-300x98.png 300w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-2-1024x333.png 1024w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-2-768x250.png 768w\" sizes=\"(max-width: 1150px) 100vw, 1150px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a id=\"post-14772-_3zxvu3sm3jo\"><\/a>Step 3: Download and Install the CUDA Toolkit<\/h4>\n\n\n\n<p>Go to the <a href=\"https:\/\/developer.nvidia.com\/cuda-downloads\">Nvidia CUDA Downloads<\/a> page, and select the Debian 12 installer that matches your computer&#8217;s architecture.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1267\" height=\"891\" src=\"http:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-3.png\" alt=\"Download CUDA toolkit\" class=\"wp-image-14775\" srcset=\"https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-3.png 1267w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-3-300x211.png 300w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-3-1024x720.png 1024w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-3-768x540.png 768w\" sizes=\"(max-width: 1267px) 100vw, 1267px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>Important<\/strong>: When the page loads, glance at the pop-up bar near the bottom and copy any commands that correspond to the latest release shown there.<\/p>\n\n\n\n<p>Once the download finishes, run these commands to start the installation:<\/p>\n\n\n\n<pre>wget https:\/\/developer.download.nvidia.com\/compute\/cuda\/12.9.1\/local_installers\/cuda-repo-debian12-12-9-local_12.9.1-575.57.08-1_amd64.deb<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1148\" height=\"487\" src=\"http:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-4.png\" alt=\"wget https:\/\/developer.download.nvidia.com\/compute\/cuda\/12.9.1\/local_installers\/cuda-repo-debian12-12-9-local_12.9.1-575.57.08-1_amd64.deb\" class=\"wp-image-14776\" srcset=\"https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-4.png 1148w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-4-300x127.png 300w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-4-1024x434.png 1024w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-4-768x326.png 768w\" sizes=\"(max-width: 1148px) 100vw, 1148px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>Now install the package with:<\/p>\n\n\n\n<pre>sudo dpkg -i cuda-repo-debian12-12-9-local_12.9.1-575.57.08-1_amd64.deb<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1147\" height=\"602\" src=\"http:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-5.png\" alt=\"sudo dpkg -i cuda-repo-debian12-12-9-local_12.9.1-575.57.08-1_amd64.deb\" class=\"wp-image-14777\" srcset=\"https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-5.png 1147w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-5-300x157.png 300w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-5-1024x537.png 1024w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-5-768x403.png 768w\" sizes=\"(max-width: 1147px) 100vw, 1147px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>Next, copy the GPG key into the keyring folder:<\/p>\n\n\n\n<pre>sudo cp \/var\/cuda-repo-debian12-12-9-local\/cuda-*-keyring.gpg \/usr\/share\/keyrings\/<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1148\" height=\"136\" src=\"http:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-6.png\" alt=\"sudo cp \/var\/cuda-repo-debian12-12-9-local\/cuda-*-keyring.gpg \/usr\/share\/keyrings\/\" class=\"wp-image-14778\" srcset=\"https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-6.png 1148w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-6-300x36.png 300w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-6-1024x121.png 1024w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-6-768x91.png 768w\" sizes=\"(max-width: 1148px) 100vw, 1148px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>After that, refresh the package cache again:<\/p>\n\n\n\n<pre>sudo apt update<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1147\" height=\"458\" src=\"http:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-7.png\" alt=\"sudo apt update\" class=\"wp-image-14779\" srcset=\"https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-7.png 1147w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-7-300x120.png 300w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-7-1024x409.png 1024w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-7-768x307.png 768w\" sizes=\"(max-width: 1147px) 100vw, 1147px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>Finally, pull in the CUDA toolkit itself:<\/p>\n\n\n\n<pre>sudo apt-get -y install cuda-toolkit-12-9<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1142\" height=\"499\" src=\"http:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-8.png\" alt=\"sudo apt-get -y install cuda-toolkit-12-9\" class=\"wp-image-14780\" srcset=\"https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-8.png 1142w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-8-300x131.png 300w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-8-1024x447.png 1024w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-8-768x336.png 768w\" sizes=\"(max-width: 1142px) 100vw, 1142px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a id=\"post-14772-_cne08bz8vpng\"><\/a>Step 4: Configure PATH<\/h4>\n\n\n\n<p>To make the CUDA tools easy to reach, add them to your PATH and then reload the new settings with:<\/p>\n\n\n\n<pre>export PATH=\/usr\/local\/cuda\/bin:$PATH &gt;&gt; ~\/.bashrc<\/pre>\n<pre>export LD_LIBRARY_PATH=\/usr\/local\/cuda\/lib64:$LD_LIBRARY_PATH &gt;&gt; ~\/.bashrc <br>source ~\/.bashrc<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1152\" height=\"261\" src=\"http:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-9.png\" alt=\"export LD_LIBRARY_PATH=\/usr\/local\/cuda\/lib64:$LD_LIBRARY_PATH &gt;&gt; ~\/.bashrc <br&gt;source ~\/.bashrc\" class=\"wp-image-14781\" srcset=\"https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-9.png 1152w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-9-300x68.png 300w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-9-1024x232.png 1024w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-9-768x174.png 768w\" sizes=\"(max-width: 1152px) 100vw, 1152px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>At this point, you should have a working CUDA install on Debian 12.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a id=\"post-14772-_178g8plp6ohw\"><\/a>Step 5: Verify the Installation<\/h4>\n\n\n\n<p>A quick way to check if the install is still working is to run the nvidia-smi command and see if the driver lists your GPU.<\/p>\n\n\n\n<pre>nvidia-smi<\/pre>\n\n\n\n<p>Check CUDA version:<\/p>\n\n\n\n<pre>nvcc --version<\/pre>\n\n\n\n<p><strong>Install the CUDA Driver<\/strong><\/p>\n\n\n\n<p>If you found an error regarding CUDA drivers, install them with the following command:<\/p>\n\n\n\n<pre>sudo apt install cuda-drivers<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1147\" height=\"625\" src=\"http:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-10.png\" alt=\"sudo apt install cuda-drivers\" class=\"wp-image-14782\" srcset=\"https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-10.png 1147w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-10-300x163.png 300w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-10-1024x558.png 1024w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-10-768x418.png 768w\" sizes=\"(max-width: 1147px) 100vw, 1147px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>Install the Nvidia Driver<\/strong><\/p>\n\n\n\n<p>Replace the default Nouveau driver with the official Nvidia one. Debian 12 usually ships with Nouveau already loaded, so run the command below:<\/p>\n\n\n\n<pre>sudo apt install nvidia-open<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1143\" height=\"594\" src=\"http:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-11.png\" alt=\"sudo apt install nvidia-open\" class=\"wp-image-14783\" srcset=\"https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-11.png 1143w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-11-300x156.png 300w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-11-1024x532.png 1024w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-11-768x399.png 768w\" sizes=\"(max-width: 1143px) 100vw, 1143px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>Disable the Nouveau Driver<\/strong><\/p>\n\n\n\n<p>To prevent conflicts, disable the Nouveau driver. Create a blacklist file like this:<\/p>\n\n\n\n<pre>echo \"blacklist nouveau\" | sudo tee \/etc\/modprobe.d\/blacklist-nouveau.conf<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1147\" height=\"173\" src=\"http:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-12.png\" alt=\"echo &quot;blacklist nouveau&quot; | sudo tee \/etc\/modprobe.d\/blacklist-nouveau.conf\" class=\"wp-image-14784\" srcset=\"https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-12.png 1147w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-12-300x45.png 300w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-12-1024x154.png 1024w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-12-768x116.png 768w\" sizes=\"(max-width: 1147px) 100vw, 1147px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>Next, rebuild the kernel image and reboot using the following command:<\/p>\n\n\n\n<pre>sudo update-initramfs -u <br>sudo reboot<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1146\" height=\"166\" src=\"http:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-13.png\" alt=\"sudo update-initramfs -u <br&gt;sudo reboot\" class=\"wp-image-14785\" srcset=\"https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-13.png 1146w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-13-300x43.png 300w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-13-1024x148.png 1024w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-13-768x111.png 768w\" sizes=\"(max-width: 1146px) 100vw, 1146px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"Method-2:-Installing-CUDA-on-Debian-12-Using-CUDA-Toolkit-Runfile\"><a id=\"post-14772-_u78f17nh8uvc\"><\/a>Method 2: Installing CUDA on Debian 12 Using CUDA Toolkit Runfile<\/h3>\n\n\n\n<p>If you want the newest CUDA or have special needs, consider installing manually.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a id=\"post-14772-_irmxabp11i33\"><\/a>Step 1: Download the CUDA Toolkit Runfile<\/h4>\n\n\n\n<p>First, download the runfile from <a href=\"https:\/\/developer.nvidia.com\/cuda-downloads\">NVI&#8217;s website<\/a> based on your architecture and Linux version.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1225\" height=\"895\" src=\"http:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-14.png\" alt=\"Download CUDA toolkit runfile\" class=\"wp-image-14786\" srcset=\"https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-14.png 1225w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-14-300x219.png 300w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-14-1024x748.png 1024w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-14-768x561.png 768w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-14-160x117.png 160w\" sizes=\"(max-width: 1225px) 100vw, 1225px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>Or you can use this command instead:<\/p>\n\n\n\n<pre>wget https:\/\/developer.download.nvidia.com\/compute\/cuda\/12.9.1\/local_installers\/cuda_12.9.1_575.57.08_linux.run<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1144\" height=\"502\" src=\"http:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-15.png\" alt=\"wget https:\/\/developer.download.nvidia.com\/compute\/cuda\/12.9.1\/local_installers\/cuda_12.9.1_575.57.08_linux.run\" class=\"wp-image-14787\" srcset=\"https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-15.png 1144w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-15-300x132.png 300w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-15-1024x449.png 1024w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-15-768x337.png 768w\" sizes=\"(max-width: 1144px) 100vw, 1144px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a id=\"post-14772-_rvrhlo908c5e\"><\/a>Step 2: Run the Downloaded File<\/h4>\n\n\n\n<p>Next, run the file you just grabbed and follow the onscreen prompts to finish the install:<\/p>\n\n\n\n<pre>sudo sh cuda_12.9.1_575.57.08_linux.run<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1147\" height=\"99\" src=\"http:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-16.png\" alt=\"sudo sh cuda_12.9.1_575.57.08_linux.run\" class=\"wp-image-14788\" srcset=\"https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-16.png 1147w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-16-300x26.png 300w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-16-1024x88.png 1024w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-16-768x66.png 768w\" sizes=\"(max-width: 1147px) 100vw, 1147px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>Afterward, make sure to set the needed environment variables for your system.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a id=\"post-14772-_drpvrk62649y\"><\/a>Step 3: Verify the Installation<\/h4>\n\n\n\n<p>To check that CUDA went in correctly, reboot the machine and run either nvidia-smi or the nvcc command to see your GPU and the CUDA version:<\/p>\n\n\n\n<pre>nvidia-smi<\/pre>\n<pre>nvcc --version<\/pre>\n\n\n\n<p>Finally, CUDA is installed on the Debian 12 system.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"How-to-Remove-Uninstall-CUDA-on-Debian-12\"><a id=\"post-14772-_1rlti1f2niq4\"><\/a>How to Remove\/Uninstall CUDA on Debian 12<\/h2>\n\n\n\n<p>If you ever need to wipe CUDA from a Debian 12 setup, these straightforward steps will guide you through.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a id=\"post-14772-_1bcomqdu1lis\"><\/a>Uninstall CUDA Toolkit<\/h3>\n\n\n\n<p>Start by removing the core CUDA tools using the apt purge command. This line clears both the toolkit and its related extras:<\/p>\n\n\n\n<pre>sudo apt --purge remove \"*cublas*\" \"cuda*\" \"nsight*\"<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1142\" height=\"408\" src=\"http:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-17.png\" alt=\"sudo apt --purge remove &quot;*cublas*&quot; &quot;cuda*&quot; &quot;nsight*&quot;\" class=\"wp-image-14789\" srcset=\"https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-17.png 1142w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-17-300x107.png 300w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-17-1024x366.png 1024w, https:\/\/greenwebpage.com\/community\/wp-content\/uploads\/2025\/07\/word-image-14772-17-768x274.png 768w\" sizes=\"(max-width: 1142px) 100vw, 1142px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a id=\"post-14772-_qzy8b6sumrjk\"><\/a>Remove NVIDIA Drivers<\/h3>\n\n\n\n<p>Once the toolkit is gone, the next logical step is to strip away any NVIDIA drivers lounging on the system.<\/p>\n\n\n\n<pre>sudo apt --purge remove \"nvidia*\" <br>sudo apt autoremove <br>sudo apt autoclean<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><a id=\"post-14772-_eesishjib9i0\"><\/a>Remove NUDA Directory<\/h3>\n\n\n\n<p>If you took the more manual route and installed CUDA using a run file, its files still sit in \/usr\/local\/. To clear that residue, run:<\/p>\n\n\n\n<pre>sudo rm -rf \/usr\/local\/cuda-&lt;version&gt;<\/pre>\n\n\n\n<p>Be careful to swap &lt;version&gt; for the actual number you see there.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"Conclusion\"><a id=\"post-14772-_n5qaxh3m3m3z\"><\/a>Conclusion<\/h2>\n\n\n\n<p>To install CUDA on Debian 12, make sure the system has a CUDA-capable GPU and meets the necessary system requirements. In brief, removing CUDA on Debian 12 is straightforward. Just make sure an up-to-date backup of any important work exists before starting the process. Next, add NVIDIA&#8217;s official APT repository to your system so you can grab the newest drivers and the CUDA Toolkit.<\/p>\n\n\n\n<p>This guide has explained all possible methods for installing CUDA on Debian 12.<\/p>\n\n    <div class=\"xs_social_share_widget xs_share_url after_content \t\tmain_content  wslu-style-1 wslu-share-box-shaped wslu-fill-colored wslu-none wslu-share-horizontal wslu-theme-font-no wslu-main_content\">\n\n\t\t\n        <ul>\n\t\t\t        <\/ul>\n    <\/div> \n","protected":false},"excerpt":{"rendered":"<p>Installing CUDA on a Debian system enables you to use the parallel processing power of NVIDIA graphics cards, and that boost can cut the time needed to finish heavy calculations. Once the CUDA toolkit is running, developers have the tools they need to fine-tune their code for NVIDIA&#8217;s chip architecture. In this way, programs run [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":14793,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[43],"tags":[885,297,887,886],"class_list":["post-14772","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tutorials","tag-cuda","tag-debian-12","tag-graphic-cards","tag-nvidia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to Install Cuda on Debian 12 - Greenwebpage Community<\/title>\n<meta name=\"description\" content=\"Follow this guide to learn to install as well as uninstall CUDA on your Debian 12 server. 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