{"id":1130,"date":"2025-08-07T13:11:04","date_gmt":"2025-08-07T13:11:04","guid":{"rendered":"https:\/\/blog.aetherix.com\/?p=1130"},"modified":"2026-03-27T13:33:57","modified_gmt":"2026-03-27T13:33:57","slug":"jetson-generative-ai-jupyterlab-development-environment","status":"publish","type":"post","link":"https:\/\/blog.openzeka.com\/en\/jetson-generative-ai-jupyterlab-development-environment\/","title":{"rendered":"Jetson Generative AI \u2013 JupyterLab Development Environment"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1331.2px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1\"><p><strong>JupyterLab<\/strong> turns your Jetson into a powerful interactive development environment for AI, data science, and ML. It provides the familiar building blocks of classic Jupyter Notebook (notebooks, terminal, text editor, file browser, rich outputs) in a flexible UI. With GPU\u2011accelerated containers, you can train models and prototype solutions directly on your Jetson.<\/p>\n<\/div><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"1024\" height=\"497\" title=\"jupyterlab_interface\" src=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/jupyterlab_interface-1024x497.png\" alt class=\"img-responsive wp-image-1135\" srcset=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/jupyterlab_interface-200x97.png 200w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/jupyterlab_interface-400x194.png 400w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/jupyterlab_interface-600x291.png 600w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/jupyterlab_interface-800x388.png 800w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/jupyterlab_interface-1200x582.png 1200w\" sizes=\"(max-width: 640px) 100vw, 1024px\" \/><\/span><\/div><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-four\" style=\"--awb-margin-bottom:-30px;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><h4>\u00a0Requirements<\/h4><\/h4><\/div>\n<div class=\"table-1\">\n<p>&nbsp;<\/p>\n<table width=\"100%\">\n<thead>\n<tr>\n<th align=\"left\">\n<div>\n<div>Hardware \/ Software<\/div>\n<\/div>\n<\/th>\n<th align=\"left\">\n<div>\n<div>Notes<\/div>\n<\/div>\n<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\"><strong>Jetson (Nano \/ Orin series)<\/strong>\u00a0\u2265\u00a0<strong>4 GB RAM<\/strong><\/td>\n<td align=\"left\"><strong>8 GB+<\/strong>\u00a0recommended for larger notebooks and models<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>NVMe SSD<\/strong><\/td>\n<td align=\"left\"><strong>Highly recommended<\/strong>\u00a0for faster I\/O and model storage (microSD works but slower)<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>JetPack 5.0+ or 6.0+<\/strong><\/td>\n<td align=\"left\">Latest versions recommended for best container support<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>NVIDIA Container Toolkit<\/strong><\/td>\n<td align=\"left\">Installed with Jetpack , if not you can install <a href=\"https:\/\/docs.nvidia.com\/datacenter\/cloud-native\/container-toolkit\/latest\/install-guide.html\">here .<\/a><\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>Docker<\/strong><\/td>\n<td align=\"left\">May require manual install on JP6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-four\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><h4 id=\"stepbystep-setup\" data-source-line=\"23\">Step\u2011by\u2011Step Setup<\/h4><\/h4><\/div><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-four\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><h4 id=\"1-verify-jetpack-installation\" data-source-line=\"25\">1. Verify JetPack Installation<\/h4><\/h4><\/div><div class=\"fusion-text fusion-text-2\"><p>First, check your <strong>JetPack version<\/strong> and ensure <strong>Docker<\/strong> is working:<\/p>\n<\/div><style type=\"text\/css\" scopped=\"scopped\">.fusion-syntax-highlighter-1 > .CodeMirror, .fusion-syntax-highlighter-1 > .CodeMirror .CodeMirror-gutters {background-color:#2d3748;}<\/style><div class=\"fusion-syntax-highlighter-container fusion-syntax-highlighter-1 fusion-syntax-highlighter-theme-dark\" style=\"opacity:0;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:14px;border-width:1px;border-style:solid;border-color:rgba(242,243,245,0);\"><div class=\"syntax-highlighter-copy-code\"><span class=\"syntax-highlighter-copy-code-title\" data-id=\"fusion_syntax_highlighter_1\" style=\"font-size:14px;\">Copy to Clipboard<\/span><\/div><label for=\"fusion_syntax_highlighter_1\" class=\"screen-reader-text\">Syntax Highlighter<\/label><textarea class=\"fusion-syntax-highlighter-textarea\" id=\"fusion_syntax_highlighter_1\" data-readOnly=\"nocursor\" data-lineNumbers=\"\" data-lineWrapping=\"\" data-theme=\"oceanic-next\" data-mode=\"text\/x-sh\"># Check JetPack version\ncat \/etc\/nv_tegra_release\n\n# Verify Docker and NVIDIA runtime\ndocker --version\ndocker run --rm --runtime nvidia hello-world<\/textarea><\/div><div class=\"fusion-text fusion-text-3\"><p>\u00a0<\/p>\n<\/div><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-2 hover-type-none\"><img decoding=\"async\" width=\"1700\" height=\"1064\" title=\"version\" src=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/version.png\" alt class=\"img-responsive wp-image-1132\" srcset=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/version-300x188.png 300w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/version.png 1700w\" sizes=\"(max-width: 1700px) 100vw, 1700px\" \/><\/span><\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-four\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><h4>2. Create a persistent workspace<\/h4><\/h4><\/div><div class=\"fusion-text fusion-text-4\"><p>Use a dedicated workspace so <strong>notebooks\/files<\/strong> persist outside the container:<\/p>\n<\/div><style type=\"text\/css\" scopped=\"scopped\">.fusion-syntax-highlighter-2 > .CodeMirror, .fusion-syntax-highlighter-2 > .CodeMirror .CodeMirror-gutters {background-color:#2d3748;}<\/style><div class=\"fusion-syntax-highlighter-container fusion-syntax-highlighter-2 fusion-syntax-highlighter-theme-dark\" style=\"opacity:0;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:14px;border-width:1px;border-style:solid;border-color:rgba(242,243,245,0);\"><div class=\"syntax-highlighter-copy-code\"><span class=\"syntax-highlighter-copy-code-title\" data-id=\"fusion_syntax_highlighter_2\" style=\"font-size:14px;\">Copy to Clipboard<\/span><\/div><label for=\"fusion_syntax_highlighter_2\" class=\"screen-reader-text\">Syntax Highlighter<\/label><textarea class=\"fusion-syntax-highlighter-textarea\" id=\"fusion_syntax_highlighter_2\" data-readOnly=\"nocursor\" data-lineNumbers=\"\" data-lineWrapping=\"\" data-theme=\"oceanic-next\" data-mode=\"text\/x-sh\"># Create project directories\nmkdir -p ~\/projects\nmkdir -p ~\/datasets\n\n# Create cache directory (adjust path based on your SSD mount)\n# For NVMe SSD mounted at \/mnt\/nvme:\nsudo mkdir -p \/mnt\/nvme\/cache\nsudo chown -R $USER:$USER \/mnt\/nvme\/cache\n\nmkdir -p ~\/.jupyter<\/textarea><\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-four\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><h4>3. Launch JupyterLab with GPU<\/h4><\/h4><\/div><div class=\"fusion-text fusion-text-5\"><p>The dustynv\/jupyterlab image provides JupyterLab on port <strong>8888<\/strong>. Note that newer JetPack versions use different container tags:<\/p>\n<\/div><style type=\"text\/css\" scopped=\"scopped\">.fusion-syntax-highlighter-3 > .CodeMirror, .fusion-syntax-highlighter-3 > .CodeMirror .CodeMirror-gutters {background-color:#2d3748;}<\/style><div class=\"fusion-syntax-highlighter-container fusion-syntax-highlighter-3 fusion-syntax-highlighter-theme-dark\" style=\"opacity:0;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:14px;border-width:1px;border-style:solid;border-color:rgba(242,243,245,0);\"><div class=\"syntax-highlighter-copy-code\"><span class=\"syntax-highlighter-copy-code-title\" data-id=\"fusion_syntax_highlighter_3\" style=\"font-size:14px;\">Copy to Clipboard<\/span><\/div><label for=\"fusion_syntax_highlighter_3\" class=\"screen-reader-text\">Syntax Highlighter<\/label><textarea class=\"fusion-syntax-highlighter-textarea\" id=\"fusion_syntax_highlighter_3\" data-readOnly=\"nocursor\" data-lineNumbers=\"\" data-lineWrapping=\"\" data-theme=\"oceanic-next\" data-mode=\"text\/x-sh\"># For JetPack 6.0+ (r36.x):\ndocker run -it --rm \\\n  --name=jupyterlab \\\n  --network=host \\\n  -e JUPYTER_PORT=8888 \\\n  -e JUPYTER_LOGS=\/root\/.cache\/jupyter\/jupyter.log \\\n  -v \/mnt\/nvme\/cache\/jupyter:\/root\/.cache\/jupyter \\\n  -v \/mnt\/nvme\/cache\/jupyter\/ipynb_checkpoints:\/root\/.ipynb_checkpoints \\\n  -v \/mnt\/nvme\/cache\/jupyter\/ipython:\/root\/.ipython \\\n  -v \/mnt\/nvme\/cache\/jupyter\/jupyter:\/root\/.jupyter \\\n  --runtime=nvidia \\\n  -e DOCKER_PULL=always --pull always \\\n  -e HF_HUB_CACHE=\/root\/.cache\/huggingface \\\n  -v \/mnt\/nvme\/cache:\/root\/.cache \\\n  dustynv\/jupyterlab:r36.4.0\n\n# For JetPack 5.x (r35.x):\n# dustynv\/jupyterlab:r35.4.0<\/textarea><\/div><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-four\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><h4>4. Set your own password<\/h4><\/h4><\/div><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-3 hover-type-none\"><img decoding=\"async\" width=\"1024\" height=\"919\" title=\"token\" src=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/token-1024x919.png\" alt class=\"img-responsive wp-image-1150\" srcset=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/token-200x179.png 200w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/token-400x359.png 400w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/token-600x538.png 600w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/token-800x718.png 800w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/token-1200x1077.png 1200w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/token.png 1518w\" sizes=\"(max-width: 640px) 100vw, 1024px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-6\" style=\"--awb-margin-top:20px;\"><p>Your password is<strong> stored at<\/strong> ;<\/p>\n<blockquote>\n<p>\/root\/.jupyter\/jupyter_server_config.json.<\/p>\n<\/blockquote>\n<\/div><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-four\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><h4>5. Access the Web UI<\/h4><\/h4><\/div><div class=\"fusion-text fusion-text-7\"><p>Open your browser and navigate to:<\/p>\n<blockquote>\n<p>http:\/\/localhost:8888\/lab (on the Jetson itself)<br \/>\nhttp:\/\/:8888\/lab (from another device on your LAN)<\/p>\n<\/blockquote>\n<\/div><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-4 hover-type-none\"><img decoding=\"async\" width=\"822\" height=\"384\" title=\"login\" src=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/login.png\" alt class=\"img-responsive wp-image-1153\" srcset=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/login-200x93.png 200w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/login-400x187.png 400w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/login-600x280.png 600w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/login-800x374.png 800w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/login.png 822w\" sizes=\"(max-width: 640px) 100vw, 822px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-8\"><p><strong>You can change your password like this:<\/strong><\/p>\n<p>In JupyterLab \u2192 Terminal (or from host via docker exec):<\/p>\n<\/div><style type=\"text\/css\" scopped=\"scopped\">.fusion-syntax-highlighter-4 > .CodeMirror, .fusion-syntax-highlighter-4 > .CodeMirror .CodeMirror-gutters {background-color:#2d3748;}<\/style><div class=\"fusion-syntax-highlighter-container fusion-syntax-highlighter-4 fusion-syntax-highlighter-theme-dark\" style=\"opacity:0;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:14px;border-width:1px;border-style:solid;border-color:rgba(242,243,245,0);\"><div class=\"syntax-highlighter-copy-code\"><span class=\"syntax-highlighter-copy-code-title\" data-id=\"fusion_syntax_highlighter_4\" style=\"font-size:14px;\">Copy to Clipboard<\/span><\/div><label for=\"fusion_syntax_highlighter_4\" class=\"screen-reader-text\">Syntax Highlighter<\/label><textarea class=\"fusion-syntax-highlighter-textarea\" id=\"fusion_syntax_highlighter_4\" data-readOnly=\"nocursor\" data-lineNumbers=\"\" data-lineWrapping=\"\" data-theme=\"oceanic-next\" data-mode=\"text\/x-sh\"># Inside the running container\njupyter lab password<\/textarea><\/div><div class=\"fusion-title title fusion-title-8 fusion-sep-none fusion-title-text fusion-title-size-four\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><h4>6. Verify GPU access<\/h4><\/h4><\/div><style type=\"text\/css\" scopped=\"scopped\">.fusion-syntax-highlighter-5 > .CodeMirror, .fusion-syntax-highlighter-5 > .CodeMirror .CodeMirror-gutters {background-color:#2d3748;}<\/style><div class=\"fusion-syntax-highlighter-container fusion-syntax-highlighter-5 fusion-syntax-highlighter-theme-dark\" style=\"opacity:0;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:14px;border-width:1px;border-style:solid;border-color:rgba(242,243,245,0);\"><div class=\"syntax-highlighter-copy-code\"><span class=\"syntax-highlighter-copy-code-title\" data-id=\"fusion_syntax_highlighter_5\" style=\"font-size:14px;\">Copy to Clipboard<\/span><\/div><label for=\"fusion_syntax_highlighter_5\" class=\"screen-reader-text\">Syntax Highlighter<\/label><textarea class=\"fusion-syntax-highlighter-textarea\" id=\"fusion_syntax_highlighter_5\" data-readOnly=\"nocursor\" data-lineNumbers=\"\" data-lineWrapping=\"\" data-theme=\"oceanic-next\" data-mode=\"text\/x-sh\">import torch\nprint(\"CUDA available:\", torch.cuda.is_available())\nprint(\"CUDA device count:\", torch.cuda.device_count())\nif torch.cuda.is_available():\n    print(\"GPU:\", torch.cuda.get_device_name(0))\n    print(\"VRAM (GB):\", round(torch.cuda.get_device_properties(0).total_memory \/ 1e9, 1))<\/textarea><\/div><div class=\"fusion-text fusion-text-9\" style=\"--awb-margin-top:20px;\"><p>Outside the container run:<\/p>\n<\/div><style type=\"text\/css\" scopped=\"scopped\">.fusion-syntax-highlighter-6 > .CodeMirror, .fusion-syntax-highlighter-6 > .CodeMirror .CodeMirror-gutters {background-color:#2d3748;}<\/style><div class=\"fusion-syntax-highlighter-container fusion-syntax-highlighter-6 fusion-syntax-highlighter-theme-dark\" style=\"opacity:0;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:14px;border-width:1px;border-style:solid;border-color:rgba(242,243,245,0);\"><div class=\"syntax-highlighter-copy-code\"><span class=\"syntax-highlighter-copy-code-title\" data-id=\"fusion_syntax_highlighter_6\" style=\"font-size:14px;\">Copy to Clipboard<\/span><\/div><label for=\"fusion_syntax_highlighter_6\" class=\"screen-reader-text\">Syntax Highlighter<\/label><textarea class=\"fusion-syntax-highlighter-textarea\" id=\"fusion_syntax_highlighter_6\" data-readOnly=\"nocursor\" data-lineNumbers=\"\" data-lineWrapping=\"\" data-theme=\"oceanic-next\" data-mode=\"text\/x-sh\">jtop <\/textarea><\/div><div class=\"fusion-text fusion-text-10\" style=\"--awb-margin-top:20px;\"><p>to verify gpu usage.<\/p>\n<\/div><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-5 hover-type-none\"><img decoding=\"async\" width=\"1024\" height=\"519\" title=\"jtop\" src=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/jtop-1024x519.png\" alt class=\"img-responsive wp-image-1152\" srcset=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/jtop-200x101.png 200w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/jtop-400x203.png 400w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/jtop-600x304.png 600w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/jtop-800x405.png 800w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/jtop-1200x608.png 1200w\" sizes=\"(max-width: 640px) 100vw, 1024px\" \/><\/span><\/div><div class=\"fusion-title title fusion-title-9 fusion-sep-none fusion-title-text fusion-title-size-four\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><h4>7. Advanced: Mount additional data sources<\/h4><\/h4><\/div><div class=\"fusion-text fusion-text-11\"><p>For complex projects, mount additional host directories:<\/p>\n<\/div><style type=\"text\/css\" scopped=\"scopped\">.fusion-syntax-highlighter-7 > .CodeMirror, .fusion-syntax-highlighter-7 > .CodeMirror .CodeMirror-gutters {background-color:#2d3748;}<\/style><div class=\"fusion-syntax-highlighter-container fusion-syntax-highlighter-7 fusion-syntax-highlighter-theme-dark\" style=\"opacity:0;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:14px;border-width:1px;border-style:solid;border-color:rgba(242,243,245,0);\"><div class=\"syntax-highlighter-copy-code\"><span class=\"syntax-highlighter-copy-code-title\" data-id=\"fusion_syntax_highlighter_7\" style=\"font-size:14px;\">Copy to Clipboard<\/span><\/div><label for=\"fusion_syntax_highlighter_7\" class=\"screen-reader-text\">Syntax Highlighter<\/label><textarea class=\"fusion-syntax-highlighter-textarea\" id=\"fusion_syntax_highlighter_7\" data-readOnly=\"nocursor\" data-lineNumbers=\"\" data-lineWrapping=\"\" data-theme=\"oceanic-next\" data-mode=\"text\/x-sh\">docker run -it --rm \\\n  --name jupyterlab \\\n  --network=host \\\n  --runtime=nvidia \\\n  -v ~\/projects:\/workspace \\\n  -v ~\/datasets:\/workspace\/datasets \\\n  -v \/mnt\/nvme\/cache:\/root\/.cache \\\n  -v ~\/.jupyter:\/root\/.jupyter \\\n  -v \/data\/experiments:\/workspace\/experiments \\\n  -v \/media\/usb:\/workspace\/usb_data \\\n  dustynv\/jupyterlab:r36.4.0<\/textarea><\/div><div class=\"fusion-title title fusion-title-10 fusion-sep-none fusion-title-text fusion-title-size-three\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><h3>Sample AI Workflows<\/h3><\/h3><\/div><div class=\"fusion-title title fusion-title-11 fusion-sep-none fusion-title-text fusion-title-size-four\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><h4>Computer Vision Pipeline (GPU-accelerated):<\/h4><\/h4><\/div><style type=\"text\/css\" scopped=\"scopped\">.fusion-syntax-highlighter-8 > .CodeMirror, .fusion-syntax-highlighter-8 > .CodeMirror .CodeMirror-gutters {background-color:#2d3748;}<\/style><div class=\"fusion-syntax-highlighter-container fusion-syntax-highlighter-8 fusion-syntax-highlighter-theme-dark\" style=\"opacity:0;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:14px;border-width:1px;border-style:solid;border-color:rgba(242,243,245,0);\"><div class=\"syntax-highlighter-copy-code\"><span class=\"syntax-highlighter-copy-code-title\" data-id=\"fusion_syntax_highlighter_8\" style=\"font-size:14px;\">Copy to Clipboard<\/span><\/div><label for=\"fusion_syntax_highlighter_8\" class=\"screen-reader-text\">Syntax Highlighter<\/label><textarea class=\"fusion-syntax-highlighter-textarea\" id=\"fusion_syntax_highlighter_8\" data-readOnly=\"nocursor\" data-lineNumbers=\"\" data-lineWrapping=\"\" data-theme=\"oceanic-next\" data-mode=\"text\/x-sh\">import torch\nimport torchvision.transforms as T\nfrom PIL import Image\nimport requests\nimport time\n\n# Verify GPU setup\ndevice = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\nprint(f\"Using device: {device}\")\n\n# Load and preprocess image on GPU\nurl = \"https:\/\/example.com\/sample_image.jpg\"\nimage = Image.open(requests.get(url, stream=True).raw)\n\n# GPU-accelerated preprocessing\ntransform = T.Compose([\n    T.Resize((224, 224)), \n    T.ToTensor(),\n    T.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n])\n\nstart_time = time.time()\nimage_tensor = transform(image).unsqueeze(0).to(device)\nprint(f\"Preprocessing completed in {time.time() - start_time:.3f}s on {device}\")<\/textarea><\/div><div class=\"fusion-title title fusion-title-12 fusion-sep-none fusion-title-text fusion-title-size-four\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><h4>Natural Language Processing:<\/h4><\/h4><\/div><style type=\"text\/css\" scopped=\"scopped\">.fusion-syntax-highlighter-9 > .CodeMirror, .fusion-syntax-highlighter-9 > .CodeMirror .CodeMirror-gutters {background-color:#2d3748;}<\/style><div class=\"fusion-syntax-highlighter-container fusion-syntax-highlighter-9 fusion-syntax-highlighter-theme-dark\" style=\"opacity:0;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:14px;border-width:1px;border-style:solid;border-color:rgba(242,243,245,0);\"><div class=\"syntax-highlighter-copy-code\"><span class=\"syntax-highlighter-copy-code-title\" data-id=\"fusion_syntax_highlighter_9\" style=\"font-size:14px;\">Copy to Clipboard<\/span><\/div><label for=\"fusion_syntax_highlighter_9\" class=\"screen-reader-text\">Syntax Highlighter<\/label><textarea class=\"fusion-syntax-highlighter-textarea\" id=\"fusion_syntax_highlighter_9\" data-readOnly=\"nocursor\" data-lineNumbers=\"\" data-lineWrapping=\"\" data-theme=\"oceanic-next\" data-mode=\"text\/x-sh\">import torch\nfrom transformers import pipeline\n\n# Use GPU if available\ndevice = 0 if torch.cuda.is_available() else -1\nprint(f\"Using device: {'GPU' if device == 0 else 'CPU'}\")\n\n# Initialize pipeline\nclassifier = pipeline(\n    \"sentiment-analysis\", \n    device=device,\n    model=\"distilbert-base-uncased-finetuned-sst-2-english\"\n)\n\n# Test with sample text\nresults = classifier([\n    \"I love building AI workflows in JupyterLab on Jetson!\",\n    \"This GPU acceleration makes training so much faster.\"\n])\n\nfor text, result in zip([\"Text 1\", \"Text 2\"], results):\n    print(f\"{text}: {result['label']} (confidence: {result['score']:.3f})\")<\/textarea><\/div><div class=\"fusion-title title fusion-title-13 fusion-sep-none fusion-title-text fusion-title-size-three\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><h3>Troubleshooting<\/h3><\/h3><\/div><div class=\"fusion-title title fusion-title-14 fusion-sep-none fusion-title-text fusion-title-size-four\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><h4>Common Issues &amp; Solutions:<\/h4><\/h4><\/div><div class=\"fusion-text fusion-text-12\"><p><strong>JupyterLab won&#8217;t start:<\/strong><\/p>\n<\/div><style type=\"text\/css\" scopped=\"scopped\">.fusion-syntax-highlighter-10 > .CodeMirror, .fusion-syntax-highlighter-10 > .CodeMirror .CodeMirror-gutters {background-color:#2d3748;}<\/style><div class=\"fusion-syntax-highlighter-container fusion-syntax-highlighter-10 fusion-syntax-highlighter-theme-dark\" style=\"opacity:0;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:14px;border-width:1px;border-style:solid;border-color:rgba(242,243,245,0);\"><div class=\"syntax-highlighter-copy-code\"><span class=\"syntax-highlighter-copy-code-title\" data-id=\"fusion_syntax_highlighter_10\" style=\"font-size:14px;\">Copy to Clipboard<\/span><\/div><label for=\"fusion_syntax_highlighter_10\" class=\"screen-reader-text\">Syntax Highlighter<\/label><textarea class=\"fusion-syntax-highlighter-textarea\" id=\"fusion_syntax_highlighter_10\" data-readOnly=\"nocursor\" data-lineNumbers=\"\" data-lineWrapping=\"\" data-theme=\"oceanic-next\" data-mode=\"text\/x-sh\"># Check if port is in use\nsudo netstat -tulpn | grep 8888\n\n# Try different port\ndocker run ... -p 8889:8888 ...\n\n# Check container logs\ndocker logs jupyterlab<\/textarea><\/div><div class=\"fusion-text fusion-text-13\" style=\"--awb-margin-top:20px;\"><p><strong>Out of memory errors:<\/strong><\/p>\n<ul>\n<li>Reduce batch sizes<\/li>\n<li>Use gradient checkpointing<\/li>\n<li>Enable mixed precision training<\/li>\n<li>Monitor with tegrastats<\/li>\n<\/ul>\n<\/div><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-6 hover-type-none\"><img decoding=\"async\" width=\"1024\" height=\"159\" title=\"tegrastats\" src=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/tegrastats-1024x159.png\" alt class=\"img-responsive wp-image-1151\" srcset=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/tegrastats-200x31.png 200w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/tegrastats-400x62.png 400w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/tegrastats-600x93.png 600w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/tegrastats-800x124.png 800w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/08\/tegrastats.png 1122w\" sizes=\"(max-width: 640px) 100vw, 1024px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-14\" style=\"--awb-margin-top:20px;\"><p><strong>Package installation failures:<\/strong><\/p>\n<ul>\n<li>Check Python version compatibility<\/li>\n<li>For OpenCV, prefer JetPack&#8217;s optimized version<\/li>\n<li>Use pip install &#8211;no-cache-dir for memory-constrained installs<\/li>\n<\/ul>\n<\/div><div class=\"fusion-title title fusion-title-15 fusion-sep-none fusion-title-text fusion-title-size-four\" style=\"--awb-margin-bottom:-20px;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><h4>Additional Resources<\/h4><\/h4><\/div><div class=\"fusion-text fusion-text-15\"><ul>\n<li><a href=\"https:\/\/www.jetson-ai-lab.com\/\"><strong style=\"color: #38c92e;\">NVIDIA Jetson AI Lab<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/github.com\/dusty-nv\/jetson-containers\"><strong style=\"color: #38c92e;\">Jetson Containers Repository<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/jupyterlab.readthedocs.io\/\"><strong style=\"color: #38c92e;\">JupyterLab Documentation<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/catalog.ngc.nvidia.com\/\"><strong style=\"color: #38c92e;\">NVIDIA NGC Catalog<\/strong><\/a><\/li>\n<\/ul>\n<p><em>For the latest updates and community discussions, visit the NVIDIA Developer Forums.<\/em><\/p>\n<\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":3,"featured_media":1594,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[17],"tags":[],"class_list":["post-1130","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-generative-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.3.1 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Jetson Generative AI \u2013 JupyterLab Development Environment - OpenZeka EN Blog<\/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:\/\/blog.openzeka.com\/en\/jetson-generative-ai-jupyterlab-development-environment\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta 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