{"id":17924,"date":"2026-08-06T02:54:37","date_gmt":"2026-08-06T08:54:37","guid":{"rendered":"https:\/\/www.supportpro.com\/blog\/?p=17924"},"modified":"2026-08-06T02:54:40","modified_gmt":"2026-08-06T08:54:40","slug":"how-to-monitor-ai-workloads-using-nvidia-smi-htop-and-logs-seo-optimized-guide","status":"publish","type":"post","link":"https:\/\/www.supportpro.com\/blog\/how-to-monitor-ai-workloads-using-nvidia-smi-htop-and-logs-seo-optimized-guide\/","title":{"rendered":"How to Monitor AI Workloads Using nvidia-smi, htop, and Logs (SEO-Optimized Guide)"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><strong>Introduction<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Monitoring AI workloads is critical for ensuring optimal performance, preventing resource bottlenecks, and diagnosing issues in real time. Whether you&#8217;re training deep learning models or running inference pipelines, visibility into GPU, CPU, and memory usage can make the difference between efficient execution and system failure.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This guide walks through three essential tools\u2014nvidia-smi, htop, and system logs\u2014and explains how to use them together to effectively monitor AI workloads.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Why Monitoring AI Workloads Matters<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI workloads are resource-intensive by nature. They rely heavily on GPUs, consume large amounts of RAM, and often involve multiple processes running in parallel. Without proper monitoring:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GPU memory can silently fill up<\/li>\n\n\n\n<li>CPU bottlenecks can slow down training<\/li>\n\n\n\n<li>Processes may hang without obvious errors<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Effective monitoring helps you:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Detect anomalies early<\/li>\n\n\n\n<li>Optimize resource allocation<\/li>\n\n\n\n<li>Improve system reliability<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Monitoring GPU Usage with <\/strong><strong>nvidia-smi<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>What is <\/strong><strong>nvidia-smi<\/strong><strong>?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">nvidia-smi is a command-line tool included with NVIDIA drivers. It provides real-time insights into GPU usage, memory consumption, temperature, and running processes.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Key Command<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">nvidia-smi<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>What to Look For<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GPU Utilization (%):<\/strong> Indicates how actively the GPU is being used<\/li>\n\n\n\n<li><strong>Memory Usage:<\/strong> Helps track how much VRAM your model consumes<\/li>\n\n\n\n<li><strong>Processes Section:<\/strong> Shows which processes are using the GPU<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Real-Time Monitoring<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">To continuously monitor:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">watch -n 1 nvidia-smi<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This refreshes the output every second, allowing you to observe workload behavior dynamically.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Practical Insight<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">If GPU utilization is low but memory usage is high, your model might be inefficient or waiting on CPU operations. This is a common bottleneck in poorly optimized pipelines.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Monitoring CPU and Memory with <\/strong><strong>htop<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>What is <\/strong><strong>htop<\/strong><strong>?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>htop<\/strong> is an interactive process viewer that displays real-time insights into CPU, memory, and running processes.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Launching <\/strong><strong>htop<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">htop<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Key Features<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>CPU Bars:<\/strong> Show per-core usage<\/li>\n\n\n\n<li><strong>Memory and Swap Usage:<\/strong> Helps identify memory pressure<\/li>\n\n\n\n<li><strong>Process List:<\/strong> Displays running processes with resource consumption<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Filtering AI Processes<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Press \/ in htop and search for your process name (e.g., python, torch, tensorflow) to isolate relevant workloads.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Practical Insight<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">High CPU usage with low GPU utilization often indicates data preprocessing bottlenecks. This means your GPU is underutilized while waiting for data.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Using Logs for Deep Diagnostics<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Why Logs Matter<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">While nvidia-smi and htop provide real-time metrics, logs give historical context. They help you understand what happened before a failure or slowdown.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Types of Logs to Monitor<\/strong><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Application Logs<\/strong>\n<ul class=\"wp-block-list\">\n<li>Output from training scripts<\/li>\n\n\n\n<li>Errors, warnings, and progress updates<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>System Logs<\/strong>\n<ul class=\"wp-block-list\">\n<li>Located in \/var\/log\/<\/li>\n\n\n\n<li>Useful files include syslog, dmesg<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>GPU Driver Logs<\/strong>\n<ul class=\"wp-block-list\">\n<li>Capture GPU-related errors such as memory faults or crashes<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Useful Commands<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">tail -f \/var\/log\/syslog<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">dmesg | grep -i error<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Practical Insight<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">If your training job crashes unexpectedly, dmesg may reveal GPU resets or out-of-memory (OOM) events that aren\u2019t visible in your application output.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Combining All Three Tools<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The real strength lies in using these tools together:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Use nvidia-smi to monitor GPU health and utilization<\/li>\n\n\n\n<li>Use htop to track CPU and memory behavior<\/li>\n\n\n\n<li>Use logs to investigate issues over time<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Example Workflow<\/strong><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Start your AI training job<\/li>\n\n\n\n<li>Open three terminals:\n<ul class=\"wp-block-list\">\n<li>Terminal 1: watch -n 1 nvidia-smi<\/li>\n\n\n\n<li>Terminal 2: htop<\/li>\n\n\n\n<li>Terminal 3: tail -f on relevant logs<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Observe correlations:\n<ul class=\"wp-block-list\">\n<li>GPU idle + CPU high \u2192 preprocessing bottleneck<\/li>\n\n\n\n<li>GPU memory full \u2192 batch size too large<\/li>\n\n\n\n<li>Sudden crash \u2192 check logs for OOM or driver issues<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Common Issues and How Monitoring Helps<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. GPU Underutilization<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Symptom:<\/strong> Low GPU usage<\/li>\n\n\n\n<li><strong>Cause:<\/strong> Slow data pipeline<\/li>\n\n\n\n<li><strong>Fix:<\/strong> Optimize data loading or use parallel workers<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Out-of-Memory Errors<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Symptom:<\/strong> Job crashes<\/li>\n\n\n\n<li><strong>Cause:<\/strong> Excessive batch size<\/li>\n\n\n\n<li><strong>Fix:<\/strong> Reduce batch size or optimize model<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. System Slowdowns<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Symptom:<\/strong> Training takes longer than expected<\/li>\n\n\n\n<li><strong>Cause:<\/strong> CPU or RAM bottlenecks<\/li>\n\n\n\n<li><strong>Fix:<\/strong> Monitor with htop and adjust workload<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Best Practices for Monitoring<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Run monitoring tools in parallel with workloads<\/li>\n\n\n\n<li>Log all training output for future analysis<\/li>\n\n\n\n<li>Set up alerts for critical thresholds (GPU temp, memory)<\/li>\n\n\n\n<li>Regularly review logs even if no issues occur<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Conclusion<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Monitoring AI workloads is not optional\u2014it\u2019s essential for performance, stability, and debugging. By combining nvidia-smi, htop, and system logs, you gain a complete picture of how your system behaves under load. This holistic approach allows you to quickly identify bottlenecks, prevent failures, and optimize your <a href=\"https:\/\/www.supportpro.com\/blog\/artificial-intelligence-improves-web-hosting-experience\/\" title=\"\">AI <\/a>pipelines for maximum efficiency. Whether you&#8217;re working on small experiments or large-scale deployments, mastering these tools will significantly improve your workflow.<\/p>\n\n\n\n<div class=\"wp-block-media-text alignwide has-media-on-the-right is-stacked-on-mobile is-vertically-aligned-center has-white-background-color has-background\"><div class=\"wp-block-media-text__content\">\n<p class=\"has-large-font-size wp-block-paragraph\">Facing issues? <\/p>\n\n\n\n<p class=\"has-large-font-size wp-block-paragraph\">Our technical support<br>engineers can solve it. <\/p>\n\n\n\n<!--HubSpot Call-to-Action Code --><span class=\"hs-cta-wrapper\" id=\"hs-cta-wrapper-3350a795-db50-482f-9911-301930d1b1be\"><span class=\"hs-cta-node hs-cta-3350a795-db50-482f-9911-301930d1b1be\" id=\"hs-cta-3350a795-db50-482f-9911-301930d1b1be\"><!--[if lte IE 8]><div id=\"hs-cta-ie-element\"><\/div><![endif]--><a href=\"https:\/\/cta-redirect.hubspot.com\/cta\/redirect\/2725694\/3350a795-db50-482f-9911-301930d1b1be\" ><img decoding=\"async\" class=\"hs-cta-img\" id=\"hs-cta-img-3350a795-db50-482f-9911-301930d1b1be\" style=\"border-width:0px;\" src=\"https:\/\/no-cache.hubspot.com\/cta\/default\/2725694\/3350a795-db50-482f-9911-301930d1b1be.png\"  alt=\"Contact Us today!\"\/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(2725694, '3350a795-db50-482f-9911-301930d1b1be', {\"useNewLoader\":\"true\",\"region\":\"na1\"}); <\/script><\/span><!-- end HubSpot Call-to-Action Code -->\n<\/div><figure class=\"wp-block-media-text__media\"><img fetchpriority=\"high\" decoding=\"async\" width=\"904\" height=\"931\" src=\"https:\/\/www.supportpro.com\/blog\/wp-content\/uploads\/2022\/09\/Free-server-checkup.png\" alt=\"guy server checkup\" class=\"wp-image-12943 size-full\" srcset=\"https:\/\/www.supportpro.com\/blog\/wp-content\/uploads\/2022\/09\/Free-server-checkup.png 904w, https:\/\/www.supportpro.com\/blog\/wp-content\/uploads\/2022\/09\/Free-server-checkup-291x300.png 291w, https:\/\/www.supportpro.com\/blog\/wp-content\/uploads\/2022\/09\/Free-server-checkup-768x791.png 768w, https:\/\/www.supportpro.com\/blog\/wp-content\/uploads\/2022\/09\/Free-server-checkup-585x602.png 585w\" sizes=\"(max-width: 904px) 100vw, 904px\" \/><\/figure><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Introduction Monitoring AI workloads is critical for ensuring optimal performance, preventing resource bottlenecks, and diagnosing issues in real time. Whether you&#8217;re training deep learning models or running inference pipelines, visibility&hellip;<\/p>\n","protected":false},"author":39,"featured_media":17925,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-17924","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-miscellaneous"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO Pro 5.0.0.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"Discover how to use nvidia-smi, htop, and system logs to monitor AI workloads, detect bottlenecks, improve performance, and troubleshoot issues.\" \/>\n\t<meta name=\"robots\" content=\"max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n\t<meta name=\"author\" content=\"Anjali Sindhu\"\/>\n\t<link rel=\"canonical\" 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