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How to list missing GPU libraries - General Discussion - Build with Google AI
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content="https://discuss.ai.google.dev/t/how-to-list-missing-gpu-libraries/17105" /> <meta name="twitter:url" content="https://discuss.ai.google.dev/t/how-to-list-missing-gpu-libraries/17105" /> <meta property="og:title" content="How to list missing GPU libraries" /> <meta name="twitter:title" content="How to list missing GPU libraries" /> <meta property="og:description" content="Hello all, I’m trying to get TF to run on my 6800 XT with ROCm. When running tf.config.list_physical_devices(), it says Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. and then skips registering GPU devices. However, there are no libraries “mentioned above”. How can I get TF to list missing libraries? There is no more output. And I set the logging level to the lowest, DEBUG, to ensure I would get all ou..." /> <meta name="twitter:description" content="Hello all, I’m trying to get TF to run on my 6800 XT with ROCm. When running tf.config.list_physical_devices(), it says Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. and then skips registering GPU devices. However, there are no libraries “mentioned above”. How can I get TF to list missing libraries? There is no more output. And I set the logging level to the lowest, DEBUG, to ensure I would get all ou..." /> <meta property="og:article:section" content="TensorFlow" /> <meta property="og:article:section:color" content="f66f00" /> <meta property="og:article:section" content="General Discussion" /> <meta property="og:article:section:color" content="f2a346" /> <meta property="og:article:tag" content="gpu" /> <meta property="og:article:tag" content="library" /> <meta property="article:published_time" content="2024-03-04T06:10:25+00:00" /> <meta property="og:ignore_canonical" content="true" /> </head> <body class="crawler browser-update"> <header> <a href="/"> Build with Google AI </a> </header> <div id="main-outlet" class="wrap" role="main"> <div id="topic-title"> <h1> <a href="/t/how-to-list-missing-gpu-libraries/17105">How to list missing GPU libraries</a> </h1> <div class="topic-category" itemscope itemtype="http://schema.org/BreadcrumbList"> <span itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem"> <a href="/c/tensorflow/general-discussion-6/37" class="badge-wrapper bullet" itemprop="item"> <span class='badge-category-bg' style='background-color: #f66f00'></span> <span class='badge-category clear-badge'> <span class='category-name' itemprop='name'>TensorFlow</span> </span> </a> <meta itemprop="position" content="1" /> </span> <span itemprop="itemListElement" itemscope itemtype="http://schema.org/ListItem"> <a href="/c/tensorflow/general-discussion-6/37" class="badge-wrapper bullet" itemprop="item"> <span class='badge-category-bg' style='background-color: #f2a346'></span> <span class='badge-category clear-badge'> <span class='category-name' itemprop='name'>General Discussion</span> </span> </a> <meta itemprop="position" content="2" /> </span> </div> <div class="topic-category"> <div class='discourse-tags list-tags'> <a href='https://discuss.ai.google.dev/tag/gpu' class='discourse-tag' rel="tag">gpu</a>, <a href='https://discuss.ai.google.dev/tag/library' class='discourse-tag' rel="tag">library</a> </div> </div> </div> <div itemscope itemtype='http://schema.org/DiscussionForumPosting'> <meta itemprop='headline' content='How to list missing GPU libraries'> <link itemprop='url' href='https://discuss.ai.google.dev/t/how-to-list-missing-gpu-libraries/17105'> <meta itemprop='datePublished' content='2024-03-04T06:10:24Z'> <meta itemprop='articleSection' content='General Discussion'> <meta itemprop='keywords' content='gpu, library'> <div itemprop='publisher' itemscope itemtype="http://schema.org/Organization"> <meta itemprop='name' content='Build with Google AI'> <div itemprop='logo' itemscope itemtype="http://schema.org/ImageObject"> <meta itemprop='url' content='https://canada1.discourse-cdn.com/googleaitrial/original/1X/9c9b743566b5ef0d0701ebba72bf83038f42ea0b.png'> </div> </div> <div id='post_1' class='topic-body crawler-post'> <div class='crawler-post-meta'> <span class="creator" itemprop="author" itemscope itemtype="http://schema.org/Person"> <a itemprop="url" href='https://discuss.ai.google.dev/u/oliwen'><span itemprop='name'>oliwen</span></a> </span> <link itemprop="mainEntityOfPage" href="https://discuss.ai.google.dev/t/how-to-list-missing-gpu-libraries/17105"> <span class="crawler-post-infos"> <time datetime='2024-03-04T06:10:25Z' class='post-time'> March 4, 2024, 6:10am </time> <meta itemprop='dateModified' content='2024-03-04T07:20:53Z'> <span itemprop='position'>1</span> </span> </div> <div class='post' itemprop='text'> <p>Hello all, I’m trying to get TF to run on my 6800 XT with ROCm. When running <code>tf.config.list_physical_devices()</code>, it says <code>Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU.</code> and then skips registering GPU devices. However, there are no libraries “mentioned above”. How can I get TF to list missing libraries? There is no more output. And I set the logging level to the lowest, DEBUG, to ensure I would get all output, but there is nothing more. Please advise. Thank you all.</p> </div> <div itemprop="interactionStatistic" itemscope itemtype="http://schema.org/InteractionCounter"> <meta itemprop="interactionType" content="http://schema.org/LikeAction"/> <meta itemprop="userInteractionCount" content="0" /> <span class='post-likes'></span> </div> </div> <div id='post_3' itemprop='comment' itemscope itemtype='http://schema.org/Comment' class='topic-body crawler-post'> <div class='crawler-post-meta'> <span class="creator" itemprop="author" itemscope itemtype="http://schema.org/Person"> <a itemprop="url" href='https://discuss.ai.google.dev/u/Igor_Lessio'><span itemprop='name'>Igor_Lessio</span></a> </span> <span class="crawler-post-infos"> <time itemprop='datePublished' datetime='2024-03-04T10:41:03Z' class='post-time'> March 4, 2024, 10:41am </time> <meta itemprop='dateModified' content='2024-03-04T10:41:03Z'> <span itemprop='position'>3</span> </span> </div> <div class='post' itemprop='text'> <p>When TensorFlow (TF) fails to recognize a GPU, especially with AMD GPUs like the 6800 XT using ROCm, it can be due to various reasons including missing dependencies, incorrect ROCm installation, or TensorFlow not being properly configured to recognize ROCm. Here’s a structured approach to diagnose and potentially solve the issue:</p> <p>Ensure ROCm Installation: Verify that ROCm is correctly installed on your system. You can check this by running rocminfo and clinfo commands in the terminal. If these commands do not output information about your GPU, you need to revisit the ROCm installation process.</p> <p>Install ROCm-supported TensorFlow: Not all TensorFlow versions support ROCm. You need to install the ROCm-enabled TensorFlow version. This can be done via pip using the command:</p> <p>pip install tensorflow-rocm</p> <p>Ensure you have the correct version of ROCm-supported TensorFlow that is compatible with your ROCm installation.</p> <p>Dependencies: Ensure all ROCm dependencies are installed. Missing dependencies can cause TensorFlow not to recognize the GPU. The ROCm GitHub page provides a list of dependencies required.</p> <p>Environment Variables: Setting certain environment variables can help TensorFlow detect your GPU. Ensure the following environment variables are set:</p> <pre><code>HSA_FORCE_FINE_GRAIN_PCIE=1 HIP_VISIBLE_DEVICES=0 (0 is typically the device ID for the first GPU; adjust if necessary) </code></pre> <p>You can set these variables in your shell configuration file (e.g., .bashrc or .zshrc) or before running your Python script.</p> <p>Permissions: Ensure your user has the necessary permissions to access the GPU. This can sometimes be an issue with access to the /dev/kfd device. You can add your user to the video and render groups:</p> <p>sudo usermod -a -G video $LOGNAME<br> sudo usermod -a -G render $LOGNAME</p> </div> <div itemprop="interactionStatistic" itemscope itemtype="http://schema.org/InteractionCounter"> <meta itemprop="interactionType" content="http://schema.org/LikeAction"/> <meta itemprop="userInteractionCount" content="0" /> <span class='post-likes'></span> </div> </div> </div> <div id="related-topics" class="more-topics__list " role="complementary" aria-labelledby="related-topics-title"> <h3 id="related-topics-title" class="more-topics__list-title"> Related topics </h3> <div class="topic-list-container" itemscope itemtype='http://schema.org/ItemList'> <meta itemprop='itemListOrder' content='http://schema.org/ItemListOrderDescending'> <table class='topic-list'> <thead> <tr> <th>Topic</th> <th></th> <th class="replies">Replies</th> <th class="views">Views</th> <th>Activity</th> </tr> </thead> <tbody> <tr class="topic-list-item" 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detected skipped NUMA library missing, Detected when print Tensor (CPU)</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/general-discussion-6/37' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #f2a346'></span> <span class='badge-category clear-badge'> <span class='category-name'>General Discussion</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/install' class='discourse-tag'>install</a> , <a href='https://discuss.ai.google.dev/tag/gpu' class='discourse-tag'>gpu</a> </div> </div> </td> <td class="replies"> <span class='posts' title='posts'>3</span> </td> <td class="views"> <span class='views' title='views'>1578</span> </td> <td> August 19, 2023 </td> </tr> </tbody> </table> </div> </div> </div> <footer class="container wrap"> <nav class='crawler-nav'> <ul> <li itemscope itemtype='http://schema.org/SiteNavigationElement'> <span itemprop='name'> <a href='/' itemprop="url">Home </a> </span> 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