{"id":41606,"date":"2024-11-07T16:56:17","date_gmt":"2024-11-07T16:56:17","guid":{"rendered":"https:\/\/atmokpo.com\/w\/?p=41606"},"modified":"2024-11-26T06:36:12","modified_gmt":"2024-11-26T06:36:12","slug":"18-%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5-%ed%9b%88%eb%a0%a8%ec%9a%a9-%ec%84%9c%eb%b2%84-%ea%b5%ac%ec%b6%95%ed%95%98%ea%b8%b0-cuda%ec%99%80-cudnn-%ec%84%a4%ec%b9%98-%ec%9d%b8%ea%b3%b5%ec%a7%80","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/41606\/","title":{"rendered":"18.\uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84 \uad6c\ucd95\ud558\uae30, CUDA\uc640 cuDNN \uc124\uce58  \uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc5d0 \ud544\uc694\ud55c CUDA Toolkit\uacfc cuDNN \uc124\uce58 \ubc29\ubc95"},"content":{"rendered":"<p><body><\/p>\n<p>\uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \uba38\uc2e0\ub7ec\ub2dd(ML)\uc740 \ud604\ub300 \uae30\uc220 \ubc1c\uc804\uc758 \ud575\uc2ec\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ud2b9\ud788 GPU\ub97c \uc0ac\uc6a9\ud55c \ubcd1\ub82c \uacc4\uc0b0\uc744 \ud1b5\ud574 \uadf8 \uc131\ub2a5\uc774 \ud06c\uac8c \ud5a5\uc0c1\ub429\ub2c8\ub2e4. CUDA\uc640 cuDNN\uc740 NVIDIA\uc758 GPU\uc5d0\uc11c \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378\uc744 \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc73c\ub85c \ud6c8\ub828\uc2dc\ud0ac \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud558\ub294 \ud544\uc218 \uc18c\ud504\ud2b8\uc6e8\uc5b4\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 Ubuntu \uc11c\ubc84\uc5d0 CUDA Toolkit\uacfc cuDNN\uc744 \uc124\uce58\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. CUDA\ub780?<\/h2>\n<p>CUDA(Compute Unified Device Architecture)\ub294 NVIDIA\uac00 \uac1c\ubc1c\ud55c \ubcd1\ub82c \ucef4\ud4e8\ud305 \ud50c\ub7ab\ud3fc\uc774\uc790 \ud504\ub85c\uadf8\ub798\ubc0d \ubaa8\ub378\ub85c, \uac1c\ubc1c\uc790\uac00 GPU\uc758 \uc131\ub2a5\uc744 \ud65c\uc6a9\ud558\uc5ec \ubcf5\uc7a1\ud55c \uacc4\uc0b0 \uc791\uc5c5\uc744 \ube60\ub974\uac8c \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc90d\ub2c8\ub2e4. CUDA\ub97c \ud1b5\ud574 AI \ubaa8\ub378\uc758 \ud559\uc2b5 \uc18d\ub3c4\ub97c \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. cuDNN\uc774\ub780?<\/h2>\n<p>cuDNN\uc740 NVIDIA\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 GPU \uac00\uc18d\ud654 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \ucd5c\uc801\ud654\ub41c \ud568\uc218 \uc9d1\ud569\uc785\ub2c8\ub2e4. TensorFlow, PyTorch, Caffe \ub4f1\uc758 \ub525\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 cuDNN\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud6c8\ub828 \ubc0f \ucd94\ub860 \uc18d\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>3. \uc2dc\uc2a4\ud15c \uc694\uad6c\uc0ac\ud56d<\/h2>\n<ul>\n<li>\ud2b9\ud788 NVIDIA GPU: CUDA\ub97c \uc9c0\uc6d0\ud558\ub294 NVIDIA GPU\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc6b4\uc601 \uccb4\uc81c: Ubuntu 18.04 \uc774\uc0c1.<\/li>\n<li>\ucda9\ubd84\ud55c \uba54\ubaa8\ub9ac \ubc0f \uc800\uc7a5 \uacf5\uac04: AI \uc791\uc5c5\uc5d0\ub294 \ucda9\ubd84\ud55c \uba54\ubaa8\ub9ac\uc640 \uace0\uc18d SSD\uac00 \uad8c\uc7a5\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. CUDA Toolkit \uc124\uce58 \ubc29\ubc95<\/h2>\n<h3>4.1 NVIDIA GPU \ub4dc\ub77c\uc774\ubc84 \uc124\uce58<\/h3>\n<p>CUDA\ub97c \uc124\uce58\ud558\uae30 \uc804\uc5d0 NVIDIA GPU \ub4dc\ub77c\uc774\ubc84\ub97c \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 NVIDIA \ub4dc\ub77c\uc774\ubc84 \uc124\uce58 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/p>\n<pre><code>sudo apt update\nsudo apt install nvidia-driver-<version><\/version><\/code><\/pre>\n<p>\uc704 \uba85\ub839\uc5b4\uc5d0\uc11c <version>\uc744 \ubcf8\uc778\uc758 GPU \ubaa8\ub378\uc5d0 \ub9de\ub294 \ub4dc\ub77c\uc774\ubc84 \ubc84\uc804\uc73c\ub85c \ubcc0\uacbd\ud574\uc57c \ud569\ub2c8\ub2e4. \uc124\uce58 \ud6c4 \uc2dc\uc2a4\ud15c\uc744 \uc7ac\ubd80\ud305\ud569\ub2c8\ub2e4.<\/version><\/p>\n<h3>4.2 CUDA Toolkit \ub2e4\uc6b4\ub85c\ub4dc<\/h3>\n<p>NVIDIA\uc758 \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c CUDA Toolkit\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud569\ub2c8\ub2e4. \uc5ec\uae30\ub97c \ubc29\ubb38\ud558\uc5ec \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4: <a href=\"https:\/\/developer.nvidia.com\/cuda-downloads\">NVIDIA CUDA Toolkit<\/a>.<\/p>\n<p>\ub2e4\uc6b4\ub85c\ub4dc \ud398\uc774\uc9c0\uc5d0\uc11c &#8216;Linux&#8217;\ub97c \uc120\ud0dd\ud558\uace0, Ubuntu \ubc84\uc804\uc744 \uc120\ud0dd\ud55c \ud6c4 \uc124\uce58 \ud30c\uc77c\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud569\ub2c8\ub2e4.<\/p>\n<h3>4.3 CUDA Toolkit \uc124\uce58<\/h3>\n<p>\ub2e4\uc6b4\ub85c\ub4dc\ud55c CUDA Toolkit \uc124\uce58 \ud30c\uc77c(.run \ud30c\uc77c)\uc744 \uc2e4\ud589\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc124\uce58 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/p>\n<pre><code>sudo sh cuda_<version>_linux.run<\/version><\/code><\/pre>\n<p>\uc124\uce58 \uc911\uc5d0 \uc5ec\ub7ec \uc635\uc158\uc774 \ub098\uc624\ub294\ub370, \uae30\ubcf8\uac12\uc744 \uc218\ub77d\ud558\uace0 \ub4dc\ub77c\uc774\ubc84 \uc124\uce58\ub97c \uac74\ub108\ub701\ub2c8\ub2e4. \uc124\uce58 \ud6c4 PATH \ud658\uacbd \ubcc0\uc218\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>echo 'export PATH=\/usr\/local\/cuda\/bin:$PATH' &gt;&gt; ~\/.bashrc\nsource ~\/.bashrc<\/code><\/pre>\n<h3>4.4 \uc124\uce58 \ud655\uc778<\/h3>\n<p>CUDA Toolkit \uc124\uce58\uac00 \uc644\ub8cc\ub41c \ud6c4, CUDA\uac00 \uc81c\ub300\ub85c \uc124\uce58\ub418\uc5c8\ub294\uc9c0 \ud655\uc778\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>nvcc --version<\/code><\/pre>\n<p>\uc704 \uba85\ub839\uc5b4\ub97c \uc785\ub825\ud558\uc5ec CUDA \ubc84\uc804\uc774 \ucd9c\ub825\ub418\uba74 \uc124\uce58\uac00 \uc131\uacf5\uc801\uc73c\ub85c \uc644\ub8cc\ub41c \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2>5. cuDNN \uc124\uce58 \ubc29\ubc95<\/h2>\n<h3>5.1 cuDNN \ub2e4\uc6b4\ub85c\ub4dc<\/h3>\n<p>cuDNN\uc744 \uc0ac\uc6a9\ud558\ub824\uba74 \uba3c\uc800 NVIDIA \uacc4\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. NVIDIA \uac1c\ubc1c\uc790 \uc6f9\uc0ac\uc774\ud2b8\uc5d0 \uac00\uc785\ud55c \ud6c4 cuDNN\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud569\ub2c8\ub2e4. \uc5ec\uae30\ub97c \ubc29\ubb38\ud558\uc5ec \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4: <a href=\"https:\/\/developer.nvidia.com\/cudnn\">NVIDIA cuDNN<\/a>.<\/p>\n<h3>5.2 cuDNN \uc124\uce58<\/h3>\n<p>\ub2e4\uc6b4\ub85c\ub4dc \ud6c4, \uc555\ucd95 \ud30c\uc77c\uc744 \ud480\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ud6c4 \uc2dc\uc2a4\ud15c\uc758 CUDA \ub514\ub809\ud1a0\ub9ac\uc5d0 \ubcf5\uc0ac\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc124\uce58 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/p>\n<pre><code>tar -xzvf cudnn-<version>-linux-x64-v<version>.tgz\nsudo cp cuda\/include\/cudnn*.h \/usr\/local\/cuda\/include\nsudo cp cuda\/lib64\/libcudnn* \/usr\/local\/cuda\/lib64\nsudo chmod a+r \/usr\/local\/cuda\/include\/cudnn*.h \/usr\/local\/cuda\/lib64\/libcudnn*<\/version><\/version><\/code><\/pre>\n<p>\uc774\uc81c cuDNN\uc774 CUDA\uc640 \ud568\uaed8 \uc124\uce58\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>6. \ud658\uacbd \ubcc0\uc218 \uc124\uc815<\/h2>\n<p>cuDNN\uc744 \uc124\uce58\ud55c \ud6c4, \ud658\uacbd \ubcc0\uc218\ub97c \ub2e4\uc2dc \uc124\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. ~\/.bashrc \ud30c\uc77c\uc5d0 \ub2e4\uc74c \ub0b4\uc6a9\uc744 \ucd94\uac00\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>echo 'export LD_LIBRARY_PATH=\/usr\/local\/cuda\/lib64:$LD_LIBRARY_PATH' &gt;&gt; ~\/.bashrc\nsource ~\/.bashrc<\/code><\/pre>\n<h2>7. TensorFlow\uc640 PyTorch \uc124\uce58<\/h2>\n<p>CUDA\uc640 cuDNN\uc774 \uc124\uce58\ub418\uba74, TensorFlow \ub610\ub294 PyTorch\uc640 \uac19\uc740 \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub450 \ud504\ub808\uc784\uc6cc\ud06c\ub294 CUDA\ub97c \ud65c\uc6a9\ud558\uc5ec GPU \uac00\uc18d \uc5f0\uc0b0\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n<h3>7.1 TensorFlow \uc124\uce58<\/h3>\n<pre><code>pip install tensorflow<\/code><\/pre>\n<h3>7.2 PyTorch \uc124\uce58<\/h3>\n<p>PyTorch\uc758 \uacbd\uc6b0, \uc544\ub798\uc758 \uba85\ub839\uc744 \ud1b5\ud574 CUDA \ubc84\uc804\uc5d0 \ub9de\ub294 \uc124\uce58\ub97c \uc9c4\ud589\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>pip install torch torchvision torchaudio --extra-index-url https:\/\/download.pytorch.org\/whl\/cu<version><\/version><\/code><\/pre>\n<h2>8. \ud14c\uc2a4\ud2b8 \ubc0f \uac80\uc99d<\/h2>\n<p>\uc774\uc81c CUDA\uc640 cuDNN\uc758 \uc124\uce58\uac00 \uc644\ub8cc\ub418\uc5c8\uc73c\ub2c8, \uc124\uce58\uac00 \uc798 \ub418\uc5c8\ub294\uc9c0 \ud655\uc778\ud574\uc57c \ud569\ub2c8\ub2e4. TensorFlow \ub610\ub294 PyTorch\uc5d0\uc11c GPU\uac00 \uc81c\ub300\ub85c \uc778\uc2dd\ub418\ub294\uc9c0 \uac80\uc99d\ud569\ub2c8\ub2e4.<\/p>\n<h3>8.1 TensorFlow \ud655\uc778<\/h3>\n<pre><code>import tensorflow as tf\nprint(\"Num GPUs Available: \", len(tf.config.experimental.list_physical_devices('GPU')))<\/code><\/pre>\n<h3>8.2 PyTorch \ud655\uc778<\/h3>\n<pre><code>import torch\nprint(\"Is CUDA available: \", torch.cuda.is_available())<\/code><\/pre>\n<h2>9. \uacb0\ub860<\/h2>\n<p>\uc774 \uae00\uc5d0\uc11c\ub294 Ubuntu \uc11c\ubc84\uc5d0 \uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc744 \uc704\ud55c CUDA Toolkit\uacfc cuDNN\uc744 \uc124\uce58\ud558\ub294 \ubc29\ubc95\uc744 \uc790\uc138\ud788 \uc124\uba85\ud588\uc2b5\ub2c8\ub2e4. \uc801\uc808\ud788 \uc124\uce58\ud558\uace0 \uc124\uc815\ud558\uba74, \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378\uc758 \ud6c8\ub828 \uc18d\ub3c4\ub97c \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, GPU\ub97c \ud65c\uc6a9\ud558\uc5ec \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc744 \ub2e4\ub8e8\ub294 \ub370 \ud544\uc694\ud55c \uc2dc\uac04\uc744 \ub2e8\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc81c \uc5ec\ub7ec\ubd84\uc740 \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0a4\uae30 \uc704\ud55c \uc900\ube44\uac00 \uc644\ub8cc\ub418\uc5c8\uc2b5\ub2c8\ub2e4. CUDA\uc640 cuDNN\uc758 \ud798\uc744 \ube4c\ub824 \uace0\uc131\ub2a5 AI \ubaa8\ub378\uc744 \uad6c\ucd95\ud574\ubcf4\uc138\uc694!<\/p>\n<div class=\"note\">\n<strong>\ucc38\uace0:<\/strong> \ubaa8\ub4e0 \uc124\uce58 \uacfc\uc815\uc5d0\uc11c \ud2b9\uc815 \uc624\ub958\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \ucd94\uac00\uc801\uc778 \uc870\uc0ac\ub97c \uc218\ud589\ud574\uc57c \ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uac01 \ub2e8\uacc4\uc5d0\uc11c \uc81c\uacf5\ub41c \ub9c1\ud06c\uc640 \ubb38\uc11c\ub97c \ucc38\uace0\ud558\uc5ec \uc124\uce58 \uacfc\uc815\uc744 \ucd5c\ub300\ud55c \uc6d0\ud65c\ud558\uac8c \uc9c4\ud589\ud558\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.\n    <\/div>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \uba38\uc2e0\ub7ec\ub2dd(ML)\uc740 \ud604\ub300 \uae30\uc220 \ubc1c\uc804\uc758 \ud575\uc2ec\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ud2b9\ud788 GPU\ub97c \uc0ac\uc6a9\ud55c \ubcd1\ub82c \uacc4\uc0b0\uc744 \ud1b5\ud574 \uadf8 \uc131\ub2a5\uc774 \ud06c\uac8c \ud5a5\uc0c1\ub429\ub2c8\ub2e4. CUDA\uc640 cuDNN\uc740 NVIDIA\uc758 GPU\uc5d0\uc11c \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378\uc744 \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc73c\ub85c \ud6c8\ub828\uc2dc\ud0ac \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud558\ub294 \ud544\uc218 \uc18c\ud504\ud2b8\uc6e8\uc5b4\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 Ubuntu \uc11c\ubc84\uc5d0 CUDA Toolkit\uacfc cuDNN\uc744 \uc124\uce58\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. CUDA\ub780? CUDA(Compute Unified Device Architecture)\ub294 NVIDIA\uac00 \uac1c\ubc1c\ud55c \ubcd1\ub82c \ucef4\ud4e8\ud305 \ud50c\ub7ab\ud3fc\uc774\uc790 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/41606\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;18.\uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84 \uad6c\ucd95\ud558\uae30, CUDA\uc640 cuDNN \uc124\uce58  \uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc5d0 \ud544\uc694\ud55c CUDA Toolkit\uacfc cuDNN \uc124\uce58 \ubc29\ubc95&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[179],"tags":[],"class_list":["post-41606","post","type-post","status-publish","format-standard","hentry","category-179"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>18.\uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84 \uad6c\ucd95\ud558\uae30, CUDA\uc640 cuDNN \uc124\uce58 \uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc5d0 \ud544\uc694\ud55c CUDA Toolkit\uacfc cuDNN \uc124\uce58 \ubc29\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/41606\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"18.\uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84 \uad6c\ucd95\ud558\uae30, CUDA\uc640 cuDNN \uc124\uce58 \uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc5d0 \ud544\uc694\ud55c CUDA Toolkit\uacfc cuDNN \uc124\uce58 \ubc29\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \uba38\uc2e0\ub7ec\ub2dd(ML)\uc740 \ud604\ub300 \uae30\uc220 \ubc1c\uc804\uc758 \ud575\uc2ec\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ud2b9\ud788 GPU\ub97c \uc0ac\uc6a9\ud55c \ubcd1\ub82c \uacc4\uc0b0\uc744 \ud1b5\ud574 \uadf8 \uc131\ub2a5\uc774 \ud06c\uac8c \ud5a5\uc0c1\ub429\ub2c8\ub2e4. CUDA\uc640 cuDNN\uc740 NVIDIA\uc758 GPU\uc5d0\uc11c \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378\uc744 \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc73c\ub85c \ud6c8\ub828\uc2dc\ud0ac \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud558\ub294 \ud544\uc218 \uc18c\ud504\ud2b8\uc6e8\uc5b4\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 Ubuntu \uc11c\ubc84\uc5d0 CUDA Toolkit\uacfc cuDNN\uc744 \uc124\uce58\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. CUDA\ub780? 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