{"id":12126,"date":"2022-05-24T22:27:33","date_gmt":"2022-05-24T19:27:33","guid":{"rendered":"https:\/\/kifarunix.com\/?p=12126"},"modified":"2024-03-09T12:50:56","modified_gmt":"2024-03-09T09:50:56","slug":"install-tensorflow-ubuntu-22-04","status":"publish","type":"post","link":"https:\/\/kifarunix.com\/install-tensorflow-ubuntu-22-04\/","title":{"rendered":"Install TensorFlow on Ubuntu 22.04"},"content":{"rendered":"\n<p>This tutorial will show you how to install TensorFlow on Ubuntu 22.04. According to their <a href=\"https:\/\/www.tensorflow.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">site<\/a>, <em>TensorFlow is an end-to-end open source platform for machine learning. It has a comprehensive, flexible ecosystem of tools, libraries and community resources that lets researchers push the state-of-the-art in ML and developers easily build and deploy ML powered applications<\/em>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Install TensorFlow on Ubuntu 22.04<\/h2>\n\n\n\n<p>There are various ways in which TensorFlow can be installed on Ubuntu 22.04;<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"#install-using-pip\">Install using Python PIP<\/a><\/li>\n\n\n\n<li>Install via Docker<\/li>\n\n\n\n<li>Build and install from the source.<\/li>\n<\/ol>\n\n\n\n<p>We will only discuss the PIP installation method in this guide. For other methods refer to the documentation.<\/p>\n\n\n\n<p>Before you can proceed with installation, be sure to check on <a href=\"https:\/\/www.tensorflow.org\/install\/pip#hardware_requirements\" target=\"_blank\" rel=\"noreferrer noopener\">hardware<\/a>, <a href=\"https:\/\/www.tensorflow.org\/install\/pip#system_requirements\" target=\"_blank\" rel=\"noreferrer noopener\">system<\/a> and <a href=\"https:\/\/www.tensorflow.org\/install\/pip#software_requirements\" target=\"_blank\" rel=\"noreferrer noopener\">software<\/a> requirements.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"install-using-pip\">Install TensorFlow using Python PIP<\/h2>\n\n\n\n<p>To install TensorFlow using Python PIP;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Install Python 3.x<\/li>\n<\/ul>\n\n\n\n<p>TensorFlow requires Python 3.7-3.10. Fortunately, Ubuntu 22.04 ships with Python 3.10;<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>python3 -V<\/code><\/pre>\n\n\n\n<p>Sample output;<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Python 3.10.4<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Install PIP on Ubuntu 22.04<\/li>\n<\/ul>\n\n\n\n<p>pip version 19.0 or higher is required. You can install PIP on Ubuntu 22.04 using the command below;<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>sudo apt install python3-pip<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Install Required Python Libraries and Virtual Environment<\/li>\n<\/ul>\n\n\n\n<p>Run the command below to install required Python libraries and virtual environment.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>sudo apt install python3-{venv,dev}<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Create TensorFlow Virtual Environment<\/li>\n<\/ul>\n\n\n\n<p>Next, run the command below to install TensorFlow;<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>mkdir ~\/tensorflow &amp;&amp; cd ~\/tensorflow<\/code><\/pre>\n\n\n\n<p>Create virtual environment, in this case we called our virtual environment, <strong>tensorflow_venv<\/strong>. You can use any name!<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>python3 -m venv tensorflow_venv<\/code><\/pre>\n\n\n\n<p>Activate the virtual environment created;<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>source .\/tensorflow_venv\/bin\/activate<\/code><\/pre>\n\n\n\n<p>You will see the shell prompt change;<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><strong>(tensorflow_venv)<\/strong> kifarunix@jellyfish:~\/tensorflow$<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Upgrade PIP;<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install --upgrade pip<\/code><\/pre>\n\n\n\n<p>Verify installed PIP version;<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip3 --version<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>pip 22.1.1 from \/home\/kifarunix\/tensorflow\/tensorflow_venv\/lib\/python3.10\/site-packages\/pip (python 3.10)<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Install TensorFlow<\/li>\n<\/ul>\n\n\n\n<p>Within the virtual environment, run the command below to install TensorFlow using PIP.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install --upgrade tensorflow<\/code><\/pre>\n\n\n\n<p>Sample installation output;<\/p>\n\n\n\n<pre class=\"scroll-box\"><code>\nCollecting tensorflow\n  Downloading tensorflow-2.9.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (511.7 MB)\n     \u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501 511.7\/511.7 MB ? eta 0:00:00\nWARNING: Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='pypi.org', port=443): Read timed out. (read timeout=15)\")': \/simple\/flatbuffers\/\nCollecting flatbuffers<2,>=1.12\n  Downloading flatbuffers-1.12-py2.py3-none-any.whl (15 kB)\nCollecting libclang>=13.0.0\n  Downloading libclang-14.0.1-py2.py3-none-manylinux1_x86_64.whl (14.5 MB)\n     \u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501 14.5\/14.5 MB 2.0 MB\/s eta 0:00:00\nCollecting protobuf<3.20,>=3.9.2\n  Downloading protobuf-3.19.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.1 MB)\n     \u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501 1.1\/1.1 MB 1.6 MB\/s eta 0:00:00\nCollecting keras<2.10.0,>=2.9.0rc0\n  Downloading keras-2.9.0-py2.py3-none-any.whl (1.6 MB)\n     \u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501 1.6\/1.6 MB 1.7 MB\/s eta 0:00:00\nCollecting packaging\n  Downloading packaging-21.3-py3-none-any.whl (40 kB)\n     \u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501 40.8\/40.8 kB 234.4 kB\/s eta 0:00:00\nCollecting six>=1.12.0\n  Downloading six-1.16.0-py2.py3-none-any.whl (11 kB)\nRequirement already satisfied: setuptools in .\/tensorflow_venv\/lib\/python3.10\/site-packages (from tensorflow) (59.6.0)\nCollecting tensorflow-estimator<2.10.0,>=2.9.0rc0\n  Downloading tensorflow_estimator-2.9.0-py2.py3-none-any.whl (438 kB)\n     \u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501 438.7\/438.7 kB 1.3 MB\/s eta 0:00:00\nCollecting typing-extensions>=3.6.6\n  Downloading typing_extensions-4.2.0-py3-none-any.whl (24 kB)\nCollecting termcolor>=1.1.0\n  Downloading termcolor-1.1.0.tar.gz (3.9 kB)\n  Preparing metadata (setup.py) ... done\nCollecting absl-py>=1.0.0\n  Downloading absl_py-1.0.0-py3-none-any.whl (126 kB)\n     \u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501 126.7\/126.7 kB 785.5 kB\/s eta 0:00:00\nCollecting tensorboard<2.10,>=2.9\n  Downloading 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\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501 4.5\/4.5 MB 2.1 MB\/s eta 0:00:00\nCollecting google-pasta>=0.1.1\n  Downloading google_pasta-0.2.0-py3-none-any.whl (57 kB)\n     \u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501 57.5\/57.5 kB 381.0 kB\/s eta 0:00:00\nCollecting numpy>=1.20\n  Downloading numpy-1.22.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (16.8 MB)\n     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77.1\/77.1 kB 462.5 kB\/s eta 0:00:00\nCollecting oauthlib>=3.0.0\n  Downloading oauthlib-3.2.0-py3-none-any.whl (151 kB)\n     \u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501 151.5\/151.5 kB 929.3 kB\/s eta 0:00:00\nUsing legacy 'setup.py install' for termcolor, since package 'wheel' is not installed.\nInstalling collected packages: termcolor, tensorboard-plugin-wit, pyasn1, libclang, keras, flatbuffers, wrapt, wheel, werkzeug, urllib3, typing-extensions, tensorflow-io-gcs-filesystem, tensorflow-estimator, tensorboard-data-server, six, rsa, pyparsing, pyasn1-modules, protobuf, oauthlib, numpy, markdown, idna, gast, charset-normalizer, certifi, cachetools, requests, packaging, opt-einsum, keras-preprocessing, h5py, grpcio, google-pasta, google-auth, astunparse, absl-py, requests-oauthlib, google-auth-oauthlib, tensorboard, tensorflow\n  Running setup.py install for termcolor ... done\nSuccessfully installed absl-py-1.0.0 astunparse-1.6.3 cachetools-5.1.0 certifi-2022.5.18.1 charset-normalizer-2.0.12 flatbuffers-1.12 gast-0.4.0 google-auth-2.6.6 google-auth-oauthlib-0.4.6 google-pasta-0.2.0 grpcio-1.46.3 h5py-3.7.0 idna-3.3 keras-2.9.0 keras-preprocessing-1.1.2 libclang-14.0.1 markdown-3.3.7 numpy-1.22.4 oauthlib-3.2.0 opt-einsum-3.3.0 packaging-21.3 protobuf-3.19.4 pyasn1-0.4.8 pyasn1-modules-0.2.8 pyparsing-3.0.9 requests-2.27.1 requests-oauthlib-1.3.1 rsa-4.8 six-1.16.0 tensorboard-2.9.0 tensorboard-data-server-0.6.1 tensorboard-plugin-wit-1.8.1 tensorflow-2.9.1 tensorflow-estimator-2.9.0 tensorflow-io-gcs-filesystem-0.26.0 termcolor-1.1.0 typing-extensions-4.2.0 urllib3-1.26.9 werkzeug-2.1.2 wheel-0.37.1 wrapt-1.14.1\n<\/code><\/pre>\n\n\n\n<p>Check installed version of TensorFlow;<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>python3 -c 'import tensorflow as tf;print(tf.version.VERSION)'<\/code><\/pre>\n\n\n\n<p>Sample output;<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>2.9.1<\/code><\/pre>\n\n\n\n<p>You can now use TensorFlow. Refer to the <a href=\"https:\/\/www.tensorflow.org\/learn\" target=\"_blank\" rel=\"noreferrer noopener\">documentation<\/a> for more information.<\/p>\n\n\n\n<p>You can deactivate the virtual environment using the command;<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>deactivate<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">Other Tutorials<\/h3>\n\n\n\n<p><a href=\"https:\/\/kifarunix.com\/install-nodejs-debian-11\/\" target=\"_blank\" rel=\"noreferrer noopener\">Install Nodejs Debian 11<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/kifarunix.com\/install-java-11java-17java-18-on-debian-11\/\" target=\"_blank\" rel=\"noreferrer noopener\">Install Java 11|Java 17|Java 18 on Debian 11<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>This tutorial will show you how to install TensorFlow on Ubuntu 22.04. According to their site, TensorFlow is an end-to-end open source platform for machine<\/p>\n","protected":false},"author":1,"featured_media":12913,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rank_math_lock_modified_date":false,"footnotes":""},"categories":[121],"tags":[5230,5227,5231,5228,5229],"class_list":["post-12126","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-howtos","tag-install-tensorflow","tag-install-tensorflow-on-ubuntu-22-04","tag-tensorflow","tag-tensorflow-install-linux","tag-ubuntu-tensorflow-install","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-50","resize-featured-image"],"_links":{"self":[{"href":"https:\/\/kifarunix.com\/wp-json\/wp\/v2\/posts\/12126"}],"collection":[{"href":"https:\/\/kifarunix.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/kifarunix.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/kifarunix.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/kifarunix.com\/wp-json\/wp\/v2\/comments?post=12126"}],"version-history":[{"count":4,"href":"https:\/\/kifarunix.com\/wp-json\/wp\/v2\/posts\/12126\/revisions"}],"predecessor-version":[{"id":20499,"href":"https:\/\/kifarunix.com\/wp-json\/wp\/v2\/posts\/12126\/revisions\/20499"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/kifarunix.com\/wp-json\/wp\/v2\/media\/12913"}],"wp:attachment":[{"href":"https:\/\/kifarunix.com\/wp-json\/wp\/v2\/media?parent=12126"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/kifarunix.com\/wp-json\/wp\/v2\/categories?post=12126"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/kifarunix.com\/wp-json\/wp\/v2\/tags?post=12126"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}