{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "tjYSUa2YXfaP", "outputId": "b53db1b8-f177-4f73-cb2c-cef5df8292e3" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "/bin/bash: line 1: nvidia-smi: command not found\n" ] } ], "source": [ "\n", "!nvidia-smi" ] }, { "cell_type": "code", "source": [ "\n", "!apt-get install -y nvidia-cuda-toolkit" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "620dI2tFXjWY", "outputId": "2ee10693-43b2-408b-d0a5-0df223df294c" }, "execution_count": 3, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Reading package lists... Done\n", "Building dependency tree... Done\n", "Reading state information... Done\n", "The following additional packages will be installed:\n", " at-spi2-core fonts-dejavu-core fonts-dejavu-extra gsettings-desktop-schemas\n", " javascript-common libaccinj64-11.5 libatk-bridge2.0-0 libatk-wrapper-java\n", " libatk-wrapper-java-jni libatk1.0-0 libatk1.0-data libatspi2.0-0\n", " libbabeltrace1 libboost-regex1.74.0 libcub-dev libcublas11 libcublaslt11\n", " libcudart11.0 libcufft10 libcufftw10 libcuinj64-11.5 libcupti-dev\n", " libcupti-doc libcupti11.5 libcurand10 libcusolver11 libcusolvermg11\n", " libcusparse11 libdebuginfod-common libdebuginfod1 libdouble-conversion3\n", " libegl-dev libgail-common libgail18 libgl-dev libgl1-mesa-dev libgles-dev\n", " libgles1 libglvnd-core-dev libglvnd-dev libglx-dev libgtk2.0-0 libgtk2.0-bin\n", " libgtk2.0-common libipt2 libjs-sphinxdoc libjs-underscore libnppc11\n", " libnppial11 libnppicc11 libnppidei11 libnppif11 libnppig11 libnppim11\n", " libnppist11 libnppisu11 libnppitc11 libnpps11 libnvblas11\n", " libnvidia-compute-495 libnvidia-compute-510 libnvidia-compute-535\n", " libnvidia-ml-dev libnvjpeg11 libnvrtc-builtins11.5 libnvrtc11.2\n", " libnvtoolsext1 libnvvm4 libopengl-dev libqt5core5a libqt5dbus5\n", " libqt5network5 librsvg2-common libsource-highlight-common\n", " libsource-highlight4v5 libtbb-dev libtbb12 libtbbmalloc2 libthrust-dev\n", " libvdpau-dev libxcb-icccm4 libxcb-image0 libxcb-keysyms1 libxcb-render-util0\n", " libxcb-util1 libxcb-xinerama0 libxcb-xkb1 libxcomposite1 libxkbcommon-x11-0\n", " libxtst6 libxxf86dga1 node-html5shiv nsight-compute nsight-compute-target\n", " nsight-systems nsight-systems-target nvidia-cuda-dev nvidia-cuda-gdb\n", " nvidia-cuda-toolkit-doc nvidia-profiler nvidia-visual-profiler openjdk-8-jre\n", " openjdk-8-jre-headless qttranslations5-l10n session-migration x11-utils\n", "Suggested packages:\n", " apache2 | lighttpd | httpd gvfs libtbb-doc libvdpau-doc nodejs libnss-mdns\n", " fonts-nanum fonts-ipafont-gothic fonts-ipafont-mincho fonts-wqy-microhei\n", " fonts-wqy-zenhei fonts-indic mesa-utils\n", "Recommended packages:\n", " libnvcuvid1\n", "The following NEW packages will be installed:\n", " at-spi2-core fonts-dejavu-core fonts-dejavu-extra gsettings-desktop-schemas\n", " javascript-common libaccinj64-11.5 libatk-bridge2.0-0 libatk-wrapper-java\n", " libatk-wrapper-java-jni libatk1.0-0 libatk1.0-data libatspi2.0-0\n", " libbabeltrace1 libboost-regex1.74.0 libcub-dev libcublas11 libcublaslt11\n", " libcudart11.0 libcufft10 libcufftw10 libcuinj64-11.5 libcupti-dev\n", " libcupti-doc libcupti11.5 libcurand10 libcusolver11 libcusolvermg11\n", " libcusparse11 libdebuginfod-common libdebuginfod1 libdouble-conversion3\n", " libegl-dev libgail-common libgail18 libgl-dev libgl1-mesa-dev libgles-dev\n", " libgles1 libglvnd-core-dev libglvnd-dev libglx-dev libgtk2.0-0 libgtk2.0-bin\n", " libgtk2.0-common libipt2 libjs-sphinxdoc libjs-underscore libnppc11\n", " libnppial11 libnppicc11 libnppidei11 libnppif11 libnppig11 libnppim11\n", " libnppist11 libnppisu11 libnppitc11 libnpps11 libnvblas11\n", " libnvidia-compute-495 libnvidia-compute-510 libnvidia-compute-535\n", " libnvidia-ml-dev libnvjpeg11 libnvrtc-builtins11.5 libnvrtc11.2\n", " libnvtoolsext1 libnvvm4 libopengl-dev libqt5core5a libqt5dbus5\n", " libqt5network5 librsvg2-common libsource-highlight-common\n", " libsource-highlight4v5 libtbb-dev libtbb12 libtbbmalloc2 libthrust-dev\n", " libvdpau-dev libxcb-icccm4 libxcb-image0 libxcb-keysyms1 libxcb-render-util0\n", " libxcb-util1 libxcb-xinerama0 libxcb-xkb1 libxcomposite1 libxkbcommon-x11-0\n", " libxtst6 libxxf86dga1 node-html5shiv nsight-compute nsight-compute-target\n", " nsight-systems nsight-systems-target nvidia-cuda-dev nvidia-cuda-gdb\n", " nvidia-cuda-toolkit nvidia-cuda-toolkit-doc nvidia-profiler\n", " nvidia-visual-profiler openjdk-8-jre openjdk-8-jre-headless\n", " qttranslations5-l10n session-migration x11-utils\n", "0 upgraded, 107 newly installed, 0 to remove and 3 not upgraded.\n", "Need to get 1,948 MB of archives.\n", "After this operation, 5,289 MB of additional disk space will be used.\n", "Get:1 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libdebuginfod-common all 0.186-1ubuntu0.1 [7,996 B]\n", "Get:2 http://archive.ubuntu.com/ubuntu jammy/main amd64 libatspi2.0-0 amd64 2.44.0-3 [80.9 kB]\n", "Get:3 http://archive.ubuntu.com/ubuntu jammy/main amd64 libxtst6 amd64 2:1.2.3-1build4 [13.4 kB]\n", "Get:4 http://archive.ubuntu.com/ubuntu jammy/main amd64 session-migration amd64 0.3.6 [9,774 B]\n", "Get:5 http://archive.ubuntu.com/ubuntu jammy/main amd64 gsettings-desktop-schemas all 42.0-1ubuntu1 [31.1 kB]\n", "Get:6 http://archive.ubuntu.com/ubuntu jammy/main amd64 at-spi2-core amd64 2.44.0-3 [54.4 kB]\n", "Get:7 http://archive.ubuntu.com/ubuntu jammy/main amd64 fonts-dejavu-core all 2.37-2build1 [1,041 kB]\n", "Get:8 http://archive.ubuntu.com/ubuntu jammy/main amd64 fonts-dejavu-extra all 2.37-2build1 [2,041 kB]\n", "Get:9 http://archive.ubuntu.com/ubuntu jammy/main amd64 javascript-common all 11+nmu1 [5,936 B]\n", "Get:10 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libcupti11.5 amd64 11.5.114~11.5.1-1ubuntu1 [7,696 kB]\n", "Get:11 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libaccinj64-11.5 amd64 11.5.114~11.5.1-1ubuntu1 [845 kB]\n", "Get:12 http://archive.ubuntu.com/ubuntu jammy/main amd64 libatk1.0-data all 2.36.0-3build1 [2,824 B]\n", "Get:13 http://archive.ubuntu.com/ubuntu jammy/main amd64 libatk1.0-0 amd64 2.36.0-3build1 [51.9 kB]\n", "Get:14 http://archive.ubuntu.com/ubuntu jammy/main amd64 libatk-bridge2.0-0 amd64 2.38.0-3 [66.6 kB]\n", "Get:15 http://archive.ubuntu.com/ubuntu jammy/main amd64 libxcomposite1 amd64 1:0.4.5-1build2 [7,192 B]\n", "Get:16 http://archive.ubuntu.com/ubuntu jammy/main amd64 libxxf86dga1 amd64 2:1.1.5-0ubuntu3 [12.6 kB]\n", "Get:17 http://archive.ubuntu.com/ubuntu jammy/main amd64 x11-utils amd64 7.7+5build2 [206 kB]\n", "Get:18 http://archive.ubuntu.com/ubuntu jammy/main amd64 libatk-wrapper-java all 0.38.0-5build1 [53.1 kB]\n", "Get:19 http://archive.ubuntu.com/ubuntu jammy/main amd64 libatk-wrapper-java-jni amd64 0.38.0-5build1 [49.0 kB]\n", "Get:20 http://archive.ubuntu.com/ubuntu jammy/main amd64 libboost-regex1.74.0 amd64 1.74.0-14ubuntu3 [511 kB]\n", "Get:21 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libcub-dev all 1.15.0-3 [217 kB]\n", "Get:22 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libcublaslt11 amd64 11.7.4.6~11.5.1-1ubuntu1 [148 MB]\n", "Get:23 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libcublas11 amd64 11.7.4.6~11.5.1-1ubuntu1 [78.2 MB]\n", "Get:24 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libcudart11.0 amd64 11.5.117~11.5.1-1ubuntu1 [178 kB]\n", "Get:25 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libcufft10 amd64 11.1.1+~10.6.0.107~11.5.1-1ubuntu1 [70.4 MB]\n", "Get:26 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libcufftw10 amd64 11.1.1+~10.6.0.107~11.5.1-1ubuntu1 [211 kB]\n", "Get:27 http://archive.ubuntu.com/ubuntu jammy-updates/restricted amd64 libnvidia-compute-535 amd64 535.288.01-0ubuntu0.22.04.1 [40.7 MB]\n", "Get:28 http://archive.ubuntu.com/ubuntu jammy-updates/restricted amd64 libnvidia-compute-510 amd64 525.147.05-0ubuntu2.22.04.1 [7,310 B]\n", "Get:29 http://archive.ubuntu.com/ubuntu jammy-updates/restricted amd64 libnvidia-compute-495 amd64 510.108.03-0ubuntu0.22.04.1 [7,378 B]\n", "Get:30 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libcuinj64-11.5 amd64 11.5.114~11.5.1-1ubuntu1 [1,004 kB]\n", "Get:31 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libcurand10 amd64 11.1.1+~10.2.7.107~11.5.1-1ubuntu1 [41.8 MB]\n", "Get:32 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libcusolver11 amd64 11.3.2.107~11.5.1-1ubuntu1 [31.3 MB]\n", "Get:33 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libcusolvermg11 amd64 11.3.2.107~11.5.1-1ubuntu1 [17.8 MB]\n", "Get:34 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libcusparse11 amd64 11.7.0.107~11.5.1-1ubuntu1 [96.2 MB]\n", "Get:35 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libdebuginfod1 amd64 0.186-1ubuntu0.1 [12.8 kB]\n", "Get:36 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libdouble-conversion3 amd64 3.1.7-4 [39.0 kB]\n", "Get:37 http://archive.ubuntu.com/ubuntu jammy/main amd64 libglx-dev amd64 1.4.0-1 [14.1 kB]\n", "Get:38 http://archive.ubuntu.com/ubuntu jammy/main amd64 libgl-dev amd64 1.4.0-1 [101 kB]\n", "Get:39 http://archive.ubuntu.com/ubuntu jammy/main amd64 libegl-dev amd64 1.4.0-1 [18.0 kB]\n", "Get:40 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libgtk2.0-common all 2.24.33-2ubuntu2.1 [125 kB]\n", "Get:41 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libgtk2.0-0 amd64 2.24.33-2ubuntu2.1 [2,038 kB]\n", "Get:42 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libgail18 amd64 2.24.33-2ubuntu2.1 [15.9 kB]\n", "Get:43 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libgail-common amd64 2.24.33-2ubuntu2.1 [132 kB]\n", "Get:44 http://archive.ubuntu.com/ubuntu jammy/main amd64 libgles1 amd64 1.4.0-1 [11.5 kB]\n", "Get:45 http://archive.ubuntu.com/ubuntu jammy/main amd64 libgles-dev amd64 1.4.0-1 [49.4 kB]\n", "Get:46 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libgtk2.0-bin amd64 2.24.33-2ubuntu2.1 [7,936 B]\n", "Get:47 http://archive.ubuntu.com/ubuntu jammy/main amd64 libipt2 amd64 2.0.5-1 [46.4 kB]\n", "Get:48 http://archive.ubuntu.com/ubuntu jammy/main amd64 libjs-underscore all 1.13.2~dfsg-2 [118 kB]\n", "Get:49 http://archive.ubuntu.com/ubuntu jammy/main amd64 libjs-sphinxdoc all 4.3.2-1 [139 kB]\n", "Get:50 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libnppc11 amd64 11.5.1.107~11.5.1-1ubuntu1 [430 kB]\n", "Get:51 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libnppial11 amd64 11.5.1.107~11.5.1-1ubuntu1 [5,234 kB]\n", "Get:52 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libnppicc11 amd64 11.5.1.107~11.5.1-1ubuntu1 [2,373 kB]\n", "Get:53 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libnppidei11 amd64 11.5.1.107~11.5.1-1ubuntu1 [2,587 kB]\n", "Get:54 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libnppif11 amd64 11.5.1.107~11.5.1-1ubuntu1 [33.8 MB]\n", "Get:55 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libnppig11 amd64 11.5.1.107~11.5.1-1ubuntu1 [14.5 MB]\n", "Get:56 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libnppim11 amd64 11.5.1.107~11.5.1-1ubuntu1 [3,037 kB]\n", "Get:57 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libnppist11 amd64 11.5.1.107~11.5.1-1ubuntu1 [13.7 MB]\n", "Get:58 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libnppisu11 amd64 11.5.1.107~11.5.1-1ubuntu1 [177 kB]\n", "Get:59 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libnppitc11 amd64 11.5.1.107~11.5.1-1ubuntu1 [1,292 kB]\n", "Get:60 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libnpps11 amd64 11.5.1.107~11.5.1-1ubuntu1 [7,116 kB]\n", "Get:61 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libnvblas11 amd64 11.7.4.6~11.5.1-1ubuntu1 [191 kB]\n", "Get:62 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libnvidia-ml-dev amd64 11.5.50~11.5.1-1ubuntu1 [69.1 kB]\n", "Get:63 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libnvjpeg11 amd64 11.5.4.107~11.5.1-1ubuntu1 [1,858 kB]\n", "Get:64 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libnvrtc-builtins11.5 amd64 11.5.119~11.5.1-1ubuntu1 [116 kB]\n", "Get:65 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libnvrtc11.2 amd64 11.5.119~11.5.1-1ubuntu1 [15.7 MB]\n", "Get:66 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libnvvm4 amd64 11.5.119~11.5.1-1ubuntu1 [8,675 kB]\n", "Get:67 http://archive.ubuntu.com/ubuntu jammy/main amd64 libopengl-dev amd64 1.4.0-1 [3,400 B]\n", "Get:68 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 libqt5core5a amd64 5.15.3+dfsg-2ubuntu0.2 [2,006 kB]\n", "Get:69 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 libqt5dbus5 amd64 5.15.3+dfsg-2ubuntu0.2 [222 kB]\n", "Get:70 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 libqt5network5 amd64 5.15.3+dfsg-2ubuntu0.2 [731 kB]\n", "Get:71 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 librsvg2-common amd64 2.52.5+dfsg-3ubuntu0.2 [17.7 kB]\n", "Get:72 http://archive.ubuntu.com/ubuntu jammy/main amd64 libsource-highlight-common all 3.1.9-4.1build2 [64.5 kB]\n", "Get:73 http://archive.ubuntu.com/ubuntu jammy/main amd64 libsource-highlight4v5 amd64 3.1.9-4.1build2 [207 kB]\n", "Get:74 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libtbbmalloc2 amd64 2021.5.0-7ubuntu2 [49.6 kB]\n", "Get:75 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libtbb12 amd64 2021.5.0-7ubuntu2 [84.8 kB]\n", "Get:76 http://archive.ubuntu.com/ubuntu jammy/main amd64 libvdpau-dev amd64 1.4-3build2 [38.7 kB]\n", "Get:77 http://archive.ubuntu.com/ubuntu jammy/main amd64 libxcb-xinerama0 amd64 1.14-3ubuntu3 [5,414 B]\n", "Get:78 http://archive.ubuntu.com/ubuntu jammy/main amd64 libxcb-xkb1 amd64 1.14-3ubuntu3 [32.8 kB]\n", "Get:79 http://archive.ubuntu.com/ubuntu jammy/main amd64 libxkbcommon-x11-0 amd64 1.4.0-1 [14.4 kB]\n", "Get:80 http://archive.ubuntu.com/ubuntu jammy/universe amd64 node-html5shiv all 3.7.3+dfsg-4 [13.6 kB]\n", "Get:81 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 nsight-compute-target amd64 2021.3.1.4~11.5.1-1ubuntu1 [84.1 MB]\n", "Get:82 http://archive.ubuntu.com/ubuntu jammy/main amd64 libxcb-icccm4 amd64 0.4.1-1.1build2 [11.5 kB]\n", "Get:83 http://archive.ubuntu.com/ubuntu jammy/main amd64 libxcb-util1 amd64 0.4.0-1build2 [11.4 kB]\n", "Get:84 http://archive.ubuntu.com/ubuntu jammy/main amd64 libxcb-image0 amd64 0.4.0-2 [11.5 kB]\n", "Get:85 http://archive.ubuntu.com/ubuntu jammy/main amd64 libxcb-keysyms1 amd64 0.4.0-1build3 [8,746 B]\n", "Get:86 http://archive.ubuntu.com/ubuntu jammy/main amd64 libxcb-render-util0 amd64 0.3.9-1build3 [10.3 kB]\n", "Get:87 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 nsight-compute amd64 2021.3.1.4~11.5.1-1ubuntu1 [175 MB]\n", "Get:88 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 nsight-systems-target amd64 2021.3.3.2~11.5.1-1ubuntu1 [29.2 MB]\n", "Get:89 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 nsight-systems amd64 2021.3.3.2~11.5.1-1ubuntu1 [110 MB]\n", "Get:90 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 nvidia-cuda-toolkit-doc all 11.5.1-1ubuntu1 [6,263 kB]\n", "Get:91 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 openjdk-8-jre-headless amd64 8u482-ga~us1-0ubuntu1~22.04 [30.8 MB]\n", "Get:92 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 openjdk-8-jre amd64 8u482-ga~us1-0ubuntu1~22.04 [75.3 kB]\n", "Get:93 http://archive.ubuntu.com/ubuntu jammy/universe amd64 qttranslations5-l10n all 5.15.3-1 [1,983 kB]\n", "Get:94 http://archive.ubuntu.com/ubuntu jammy/main amd64 libbabeltrace1 amd64 1.5.8-2build1 [160 kB]\n", "Get:95 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libcupti-dev amd64 11.5.114~11.5.1-1ubuntu1 [7,915 kB]\n", "Get:96 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libcupti-doc all 11.5.114~11.5.1-1ubuntu1 [2,373 kB]\n", "Get:97 http://archive.ubuntu.com/ubuntu jammy/main amd64 libglvnd-core-dev amd64 1.4.0-1 [12.7 kB]\n", "Get:98 http://archive.ubuntu.com/ubuntu jammy/main amd64 libglvnd-dev amd64 1.4.0-1 [3,162 B]\n", "Get:99 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libgl1-mesa-dev amd64 23.2.1-1ubuntu3.1~22.04.3 [6,848 B]\n", "Get:100 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libnvtoolsext1 amd64 11.5.114~11.5.1-1ubuntu1 [28.8 kB]\n", "Get:101 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libtbb-dev amd64 2021.5.0-7ubuntu2 [191 kB]\n", "Get:102 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 libthrust-dev all 1.15.0-1 [423 kB]\n", "Get:103 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 nvidia-cuda-dev amd64 11.5.1-1ubuntu1 [667 MB]\n", "Get:104 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 nvidia-cuda-gdb amd64 11.5.114~11.5.1-1ubuntu1 [3,404 kB]\n", "Get:105 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 nvidia-profiler amd64 11.5.114~11.5.1-1ubuntu1 [1,732 kB]\n", "Get:106 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 nvidia-cuda-toolkit amd64 11.5.1-1ubuntu1 [62.8 MB]\n", "Get:107 http://archive.ubuntu.com/ubuntu jammy/multiverse amd64 nvidia-visual-profiler amd64 11.5.114~11.5.1-1ubuntu1 [108 MB]\n", "Fetched 1,948 MB in 32s (61.7 MB/s)\n", "Extracting templates from packages: 100%\n", "Preconfiguring packages ...\n", "Selecting previously unselected package libdebuginfod-common.\n", "(Reading database ... 118252 files and directories currently installed.)\n", "Preparing to unpack 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(11.7.4.6~11.5.1-1ubuntu1) ...\n", "Setting up libnvidia-ml-dev:amd64 (11.5.50~11.5.1-1ubuntu1) ...\n", "Setting up nvidia-cuda-gdb (11.5.114~11.5.1-1ubuntu1) ...\n", "Setting up libegl-dev:amd64 (1.4.0-1) ...\n", "Setting up libgtk2.0-0:amd64 (2.24.33-2ubuntu2.1) ...\n", "Setting up libnvidia-compute-510:amd64 (525.147.05-0ubuntu2.22.04.1) ...\n", "Setting up libcupti-dev:amd64 (11.5.114~11.5.1-1ubuntu1) ...\n", "Setting up libnvidia-compute-495:amd64 (510.108.03-0ubuntu0.22.04.1) ...\n", "Setting up libqt5network5:amd64 (5.15.3+dfsg-2ubuntu0.2) ...\n", "Setting up nsight-systems-target:amd64 (2021.3.3.2~11.5.1-1ubuntu1) ...\n", "Setting up nvidia-profiler (11.5.114~11.5.1-1ubuntu1) ...\n", "Setting up libatk-bridge2.0-0:amd64 (2.38.0-3) ...\n", "Setting up libnvblas11:amd64 (11.7.4.6~11.5.1-1ubuntu1) ...\n", "Setting up libcusolver11:amd64 (11.3.2.107~11.5.1-1ubuntu1) ...\n", "Setting up libnvrtc11.2:amd64 (11.5.119~11.5.1-1ubuntu1) ...\n", "Setting up libcusolvermg11:amd64 (11.3.2.107~11.5.1-1ubuntu1) ...\n", "Setting up libjs-sphinxdoc (4.3.2-1) ...\n", "Setting up libgail18:amd64 (2.24.33-2ubuntu2.1) ...\n", "Setting up libgtk2.0-bin (2.24.33-2ubuntu2.1) ...\n", "Setting up nsight-systems (2021.3.3.2~11.5.1-1ubuntu1) ...\n", "Setting up x11-utils (7.7+5build2) ...\n", "Setting up libatk-wrapper-java (0.38.0-5build1) ...\n", "Setting up libgles-dev:amd64 (1.4.0-1) ...\n", "Setting up libgail-common:amd64 (2.24.33-2ubuntu2.1) ...\n", "Setting up nvidia-cuda-dev:amd64 (11.5.1-1ubuntu1) ...\n", "Setting up nsight-compute (2021.3.1.4~11.5.1-1ubuntu1) ...\n", "Setting up libglvnd-dev:amd64 (1.4.0-1) ...\n", "Setting up libatk-wrapper-java-jni:amd64 (0.38.0-5build1) ...\n", "Setting up nvidia-cuda-toolkit (11.5.1-1ubuntu1) ...\n", "Setting up libgl1-mesa-dev:amd64 (23.2.1-1ubuntu3.1~22.04.3) ...\n", "Setting up openjdk-8-jre:amd64 (8u482-ga~us1-0ubuntu1~22.04) ...\n", "update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/jre/bin/policytool to provide /usr/bin/policytool (policytool) in auto mode\n", "Setting up nvidia-visual-profiler (11.5.114~11.5.1-1ubuntu1) ...\n", "Processing triggers for libgdk-pixbuf-2.0-0:amd64 (2.42.8+dfsg-1ubuntu0.5) ...\n", "Processing triggers for mailcap (3.70+nmu1ubuntu1) ...\n", "Processing triggers for fontconfig (2.13.1-4.2ubuntu5) ...\n", "Processing triggers for hicolor-icon-theme (0.17-2) ...\n", "Processing triggers for libglib2.0-0:amd64 (2.72.4-0ubuntu2.9) ...\n", "Processing triggers for libc-bin (2.35-0ubuntu3.13) ...\n", "/sbin/ldconfig.real: /usr/local/lib/libtcm.so.1 is not a symbolic link\n", "\n", "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_level_zero.so.0 is not a symbolic link\n", "\n", "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_opencl.so.0 is not a symbolic link\n", "\n", "/sbin/ldconfig.real: /usr/local/lib/libtbbbind.so.3 is not a symbolic link\n", "\n", "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc.so.2 is not a symbolic link\n", "\n", "/sbin/ldconfig.real: /usr/local/lib/libhwloc.so.15 is not a symbolic link\n", "\n", "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_5.so.3 is not a symbolic link\n", "\n", "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc_proxy.so.2 is not a symbolic link\n", "\n", "/sbin/ldconfig.real: /usr/local/lib/libur_loader.so.0 is not a symbolic link\n", "\n", "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_level_zero_v2.so.0 is not a symbolic link\n", "\n", "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_0.so.3 is not a symbolic link\n", "\n", "/sbin/ldconfig.real: /usr/local/lib/libumf.so.1 is not a symbolic link\n", "\n", "/sbin/ldconfig.real: /usr/local/lib/libtbb.so.12 is not a symbolic link\n", "\n", "/sbin/ldconfig.real: /usr/local/lib/libtcm_debug.so.1 is not a symbolic link\n", "\n", "Processing triggers for man-db (2.10.2-1) ...\n", "Setting up at-spi2-core (2.44.0-3) ...\n" ] } ] }, { "cell_type": "code", "source": [ "!nvidia-smi" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "HEJaOP3SXr-u", "outputId": "ccda71ba-a47e-45e5-b338-999e97af7ea7" }, "execution_count": 4, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "/bin/bash: line 1: nvidia-smi: command not found\n" ] } ] }, { "cell_type": "code", "source": [ "%%writefile vector_add.cu\n", "\n", "\n", "#include \n", "#include \n", "#include \n", "#include \n", "\n", "using namespace std;\n", "using namespace std::chrono;\n", "\n", "__global__ void addition(int* a, int* b, int* c, int n){\n", "\n", " int idx = threadIdx.x + blockIdx.x * blockDim.x;\n", "\n", " if(idx < n){\n", " c[idx] = a[idx] + b[idx];\n", " }\n", "}\n", "\n", "int main(){\n", "\n", " int n;\n", "\n", " cout << \"Enter size of vectors: \";\n", " cin >> n;\n", "\n", " int *a = new int[n];\n", " int *b = new int[n];\n", " int *c = new int[n];\n", "\n", " cout << \"Enter elements of Vector A:\\n\";\n", " for(int i = 0; i < n; i++)\n", " cin >> a[i];\n", "\n", " cout << \"Enter elements of Vector B:\\n\";\n", " for(int i = 0; i < n; i++)\n", " cin >> b[i];\n", "\n", " // Sequential timing\n", " auto start = high_resolution_clock::now();\n", "\n", " for(int i = 0; i < n; i++){\n", " c[i] = a[i] + b[i];\n", " }\n", "\n", " auto stop = high_resolution_clock::now();\n", "\n", " auto duration =\n", " duration_cast(stop - start);\n", "\n", " cout << \"\\nSequential Time: \"\n", " << duration.count()\n", " << \" microseconds\\n\";\n", "\n", " // Device memory\n", " int *d_a, *d_b, *d_c;\n", "\n", " cudaMalloc(&d_a, n * sizeof(int));\n", " cudaMalloc(&d_b, n * sizeof(int));\n", " cudaMalloc(&d_c, n * sizeof(int));\n", "\n", " cudaMemcpy(d_a, a, n * sizeof(int),\n", " cudaMemcpyHostToDevice);\n", "\n", " cudaMemcpy(d_b, b, n * sizeof(int),\n", " cudaMemcpyHostToDevice);\n", "\n", " int threads = 256;\n", " int blocks = (n + threads - 1) / threads;\n", "\n", " // CUDA timing\n", " start = high_resolution_clock::now();\n", "\n", " addition<<>>(d_a, d_b, d_c, n);\n", "\n", " cudaDeviceSynchronize();\n", "\n", " stop = high_resolution_clock::now();\n", "\n", " duration =\n", " duration_cast(stop - start);\n", "\n", " cout << \"Parallel CUDA Time: \"\n", " << duration.count()\n", " << \" microseconds\\n\";\n", "\n", " cudaMemcpy(c, d_c, n * sizeof(int),\n", " cudaMemcpyDeviceToHost);\n", "\n", " cout << \"\\nResult Vector:\\n\";\n", "\n", " for(int i = 0; i < n; i++)\n", " cout << c[i] << \" \";\n", "\n", " cout << endl;\n", "\n", " cudaFree(d_a);\n", " cudaFree(d_b);\n", " cudaFree(d_c);\n", "\n", " delete[] a;\n", " delete[] b;\n", " delete[] c;\n", "\n", " return 0;\n", "}" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "RuK3JsnCXyxE", "outputId": "a9db0fba-1eaa-463e-de36-546afb48b47e" }, "execution_count": 9, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Overwriting vector_add.cu\n" ] } ] }, { "cell_type": "code", "source": [ "!nvcc vector_add.cu -o vector_add" ], "metadata": { "id": "2qhWVUreZFr1" }, "execution_count": 10, "outputs": [] }, { "cell_type": "code", "source": [ "!./vector_add" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "l0TiDtWgZIAN", "outputId": "245a26e2-bc87-4ba1-8f09-c8ce41a1c83b" }, "execution_count": 11, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Enter size of vectors: 10\n", "Enter elements of Vector A:\n", "1\n", "6\n", "3\n", "1\n", "8\n", "9\n", "2\n", "0\n", "1\n", "19\n", "Enter elements of Vector B:\n", "2\n", "3\n", "5\n", "1\n", "2\n", "8\n", "2\n", "4\n", "9\n", "10\n", "\n", "Sequential Time: 0 microseconds\n", "Parallel CUDA Time: 6 microseconds\n", "\n", "Result Vector:\n", "3 9 8 2 10 17 4 4 10 29 \n" ] } ] }, { "cell_type": "code", "source": [ "%%writefile matrix_mul.cu\n", "\n", "#include \n", "#include \n", "#include \n", "#include \n", "\n", "using namespace std;\n", "using namespace std::chrono;\n", "\n", "__global__ void multiply(int *A, int *B, int *C, int N) {\n", " int row = blockIdx.y * blockDim.y + threadIdx.y;\n", " int col = blockIdx.x * blockDim.x + threadIdx.x;\n", "\n", " if (row < N && col < N) {\n", " int sum = 0;\n", " for (int k = 0; k < N; k++) {\n", " sum += A[row * N + k] * B[k * N + col];\n", " }\n", " C[row * N + col] = sum;\n", " }\n", "}\n", "\n", "int main() {\n", " int N;\n", " cout << \"Enter size N for NxN matrices: \";\n", " cin >> N;\n", "\n", " int *A = new int[N * N];\n", " int *B = new int[N * N];\n", " int *C = new int[N * N];\n", "\n", " cout << \"Enter elements of Matrix A:\\n\";\n", " for (int i = 0; i < N * N; i++) cin >> A[i];\n", "\n", " cout << \"Enter elements of Matrix B:\\n\";\n", " for (int i = 0; i < N * N; i++) cin >> B[i];\n", "\n", " // ---------------- SEQUENTIAL ----------------\n", " auto start = high_resolution_clock::now();\n", "\n", " for (int i = 0; i < N; i++)\n", " for (int j = 0; j < N; j++) {\n", " int sum = 0;\n", " for (int k = 0; k < N; k++)\n", " sum += A[i * N + k] * B[k * N + j];\n", " C[i * N + j] = sum;\n", " }\n", "\n", " auto stop = high_resolution_clock::now();\n", " auto duration = duration_cast(stop - start); // ✅ fix 1\n", " cout << \"\\nSequential Time: \" << duration.count() << \" microseconds\\n\";\n", "\n", " // ---------------- CUDA ----------------\n", " int *d_A, *d_B, *d_C;\n", " size_t size = N * N * sizeof(int);\n", "\n", " cudaMalloc(&d_A, size);\n", " cudaMalloc(&d_B, size);\n", " cudaMalloc(&d_C, size);\n", "\n", " cudaMemcpy(d_A, A, size, cudaMemcpyHostToDevice);\n", " cudaMemcpy(d_B, B, size, cudaMemcpyHostToDevice);\n", "\n", " dim3 threads(16, 16);\n", " dim3 blocks((N + 15) / 16, (N + 15) / 16);\n", "\n", " start = high_resolution_clock::now();\n", " multiply<<>>(d_A, d_B, d_C, N); // ✅ fix 2\n", " cudaDeviceSynchronize();\n", " stop = high_resolution_clock::now();\n", "\n", " duration = duration_cast(stop - start); // ✅ fix 3\n", " cout << \"Parallel CUDA Time: \" << duration.count() << \" microseconds\\n\";\n", "\n", " cudaMemcpy(C, d_C, size, cudaMemcpyDeviceToHost);\n", "\n", " cout << \"\\nResult Matrix:\\n\";\n", " for (int i = 0; i < N; i++) {\n", " for (int j = 0; j < N; j++)\n", " cout << C[i * N + j] << \" \";\n", " cout << endl;\n", " }\n", "\n", " cudaFree(d_A); cudaFree(d_B); cudaFree(d_C);\n", " delete[] A; delete[] B; delete[] C;\n", "\n", " return 0;\n", "}" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "KhxNFUKuZiTj", "outputId": "e0e92b2c-0260-4999-9ed3-9b93234330c3" }, "execution_count": 16, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Overwriting matrix_mul.cu\n" ] } ] }, { "cell_type": "code", "source": [ "!nvcc -o matrix_m matrix_mul.cu" ], "metadata": { "id": "1hpIxePidrO_" }, "execution_count": 17, "outputs": [] }, { "cell_type": "code", "source": [ "!./matrix_m" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "79QMCOyOdvIM", "outputId": "971b93fd-10d6-42ea-801e-4f60ae845438" }, "execution_count": 18, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Enter size N for NxN matrices: 3\n", "Enter elements of Matrix A:\n", "1 2 3 4 5 6 7 8 9\n", "Enter elements of Matrix B:\n", "1 2 3 4 5 6 7 8 9\n", "\n", "Sequential Time: 0 microseconds\n", "Parallel CUDA Time: 13 microseconds\n", "\n", "Result Matrix:\n", "30 36 42 \n", "66 81 96 \n", "102 126 150 \n" ] } ] }, { "cell_type": "code", "source": [ "3" ], "metadata": { "id": "gkBp3MrAeQMA" }, "execution_count": null, "outputs": [] } ] }