{"id":806,"date":"2025-07-09T13:23:19","date_gmt":"2025-07-09T13:23:19","guid":{"rendered":"https:\/\/blog.aetherix.com\/?p=806"},"modified":"2026-03-27T13:15:20","modified_gmt":"2026-03-27T13:15:20","slug":"jetson-generative-ai-whisper","status":"publish","type":"post","link":"https:\/\/blog.openzeka.com\/en\/jetson-generative-ai-whisper\/","title":{"rendered":"Jetson Generative AI \u2013 Whisper"},"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-padding-right:0px;--awb-padding-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>Automatic Speech Recognition reaches new levels of accuracy and reliability with <strong>OpenAI&#8217;s Whisper<\/strong>\u2014a pre-trained model that transforms spoken words into text with remarkable precision <strong>in real time<\/strong> on your Jetson device.<\/p>\n<p>In this article you&#8217;ll learn how to run Whisper on Jetson using optimized containers, featuring <strong>Jupyter Lab integration<\/strong> for interactive speech recognition experiments and real-time audio transcription capabilities.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-two\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Requirements<\/h2><\/div>\n<div class=\"table-1\">\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\">\n<div>\n<div><strong>Jetson AGX Orin (64GB)<\/strong><\/div>\n<\/div>\n<\/td>\n<td align=\"left\">\n<div>\n<div>Recommended for best performance<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\n<div>\n<div><strong>Jetson AGX Orin (32GB)<\/strong><\/div>\n<\/div>\n<\/td>\n<td align=\"left\">\n<div>\n<div>Good performance for most use cases<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\n<div>\n<div><strong>Jetson AGX Orin (16GB)<\/strong><\/div>\n<\/div>\n<\/td>\n<td align=\"left\">\n<div>\n<div>Solid performance<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\n<div>\n<div><strong>Jetson AGX Orin (8GB)<\/strong><\/div>\n<\/div>\n<\/td>\n<td align=\"left\">\n<div>\n<div>Basic functionality<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\n<div>\n<div><strong>JetPack 5 (L4T r35.x) or JetPack 6 (L4T r36.x)<\/strong><\/div>\n<\/div>\n<\/td>\n<td align=\"left\">\n<div>\n<div>Both versions supported<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\n<div>\n<div><strong>NVMe SSD highly recommended<\/strong><\/div>\n<\/div>\n<\/td>\n<td align=\"left\">\n<div>\n<div>For storage speed and space<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\n<div>\n<div><strong>6.1GB for whisper container<\/strong><\/div>\n<\/div>\n<\/td>\n<td align=\"left\">\n<div>\n<div>Container image storage<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\n<div>\n<div><strong>Microphone access<\/strong><\/div>\n<\/div>\n<\/td>\n<td align=\"left\">\n<div>\n<div>For live audio recording<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\n<div>\n<div><strong>HTTPS browser support<\/strong><\/div>\n<\/div>\n<\/td>\n<td align=\"left\">\n<div>\n<div>Required for microphone access in Jupyter<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div class=\"fusion-text fusion-text-2\" style=\"--awb-margin-top:20px;\"><p><em><strong>Note:<\/strong>\u00a0Whisper supports multiple languages and can handle various audio qualities, making it ideal for diverse speech recognition applications.<\/em><\/p>\n<\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Step-by-Step Setup<\/h2><\/div><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-margin-bottom:4px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag\" style=\"margin:0;\"><strong>1. Clone jetson-containers repository<\/strong><\/p><\/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\">git clone https:\/\/github.com\/dusty-nv\/jetson-containers<\/textarea><\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-margin-top:20px;--awb-margin-bottom:4px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag\" style=\"margin:0;\"><strong>2. Install jetson-containers<\/strong><\/p><\/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\">bash jetson-containers\/install.sh<\/textarea><\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-margin-top:20px;--awb-margin-bottom:4px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag\" style=\"margin:0;\"><strong>3. Launch Whisper container<\/strong><\/p><\/div><div class=\"fusion-text fusion-text-3\"><div>\n<div>Use the run script and autotag to automatically pull or build a compatible container:<\/div>\n<\/div>\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\">jetson-containers run $(autotag whisper)<\/textarea><\/div><div class=\"fusion-text fusion-text-4\" style=\"--awb-margin-top:12px;\"><p>The container has a default run command that automatically starts the Jupyter Lab server with SSL enabled.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-paragraph\"><p class=\"fusion-title-heading title-heading-left title-heading-tag\" style=\"margin:0;\"><strong>4. Access Jupyter Lab interface<\/strong><\/p><\/div><div class=\"fusion-text fusion-text-5\"><div>Open your browser and navigate to:<\/div>\n<blockquote>\n<div>https:\/\/:8888<\/div>\n<\/blockquote>\n<div>\u26a0\ufe0f <strong>Important: <\/strong>Note it is `https` (not `http`). HTTPS (SSL) connection is needed to allow <strong>ipywebrtc<\/strong> widget access to your microphone.<\/div>\n<\/div><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-paragraph\" style=\"--awb-margin-top:20px;--awb-margin-bottom:10px;\"><p class=\"fusion-title-heading title-heading-left title-heading-tag\" style=\"margin:0;\"><strong>5. Handle SSL certificate warning<\/strong><\/p><\/div><div class=\"fusion-text fusion-text-6 fusion-text-no-margin\" style=\"--awb-margin-bottom:20px;\"><p>You will see a security warning message in your browser:<\/p>\n<\/div><div class=\"fusion-image-element awb-imageframe-style awb-imageframe-style-below awb-imageframe-style-1\" style=\"text-align:center;--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=\"816\" src=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_ssl_warning-1024x816.png\" alt class=\"img-responsive wp-image-810\" srcset=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_ssl_warning-200x159.png 200w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_ssl_warning-400x319.png 400w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_ssl_warning-600x478.png 600w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_ssl_warning-800x637.png 800w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_ssl_warning-1200x956.png 1200w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_ssl_warning.png 1652w\" sizes=\"(max-width: 640px) 100vw, 1024px\" \/><\/span><div class=\"awb-imageframe-caption-container\"><div class=\"awb-imageframe-caption\"><p class=\"awb-imageframe-caption-text\">Browser SSL certificate warning for Jupyter Lab<\/p><\/div><\/div><\/div><div class=\"fusion-text fusion-text-7\"><ol>\n<li>\u00a0<strong>Press &#8220;Advanced&#8221; button<\/strong><\/li>\n<li><strong>Click &#8220;Proceed to (unsafe)&#8221; link<\/strong>\u00a0to access the Jupyter Lab interface<\/li>\n<\/ol>\n<\/div><div class=\"fusion-title title fusion-title-8 fusion-sep-none fusion-title-text fusion-title-size-paragraph\"><p class=\"fusion-title-heading title-heading-left title-heading-tag\" style=\"margin:0;\"><strong>6. Login to Jupyter Lab<\/strong><\/p><\/div><div class=\"fusion-text fusion-text-8 fusion-text-no-margin\" style=\"--awb-margin-bottom:10px;\"><p><strong>Default password:<\/strong>`nvidia`<\/p>\n<\/div><div class=\"fusion-image-element awb-imageframe-style awb-imageframe-style-below awb-imageframe-style-2\" style=\"text-align:center;--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=\"1024\" height=\"579\" src=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_jupyter_login-1024x579.png\" alt class=\"img-responsive wp-image-812\" srcset=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_jupyter_login-200x113.png 200w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_jupyter_login-400x226.png 400w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_jupyter_login-600x339.png 600w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_jupyter_login-800x452.png 800w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_jupyter_login-1200x678.png 1200w\" sizes=\"(max-width: 640px) 100vw, 1024px\" \/><\/span><div class=\"awb-imageframe-caption-container\" style=\"text-align:center;\"><div class=\"awb-imageframe-caption\"><p class=\"awb-imageframe-caption-text\">Jupyter Lab Login<\/p><\/div><\/div><\/div><div class=\"fusion-title title fusion-title-9 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top:30px;\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Available Notebooks<\/h2><\/div><div class=\"fusion-text fusion-text-9 fusion-text-no-margin\" style=\"--awb-margin-bottom:20px;\"><div>Whisper repository includes demo Jupyter notebooks located in the `\/notebooks\/` directory:<\/div>\n<ul>\n<li><strong>Standard Whisper demos<\/strong> &#8211; Basic transcription examples<\/li>\n<li><strong>record-and-transcribe.ipynb<\/strong> &#8211; Interactive recording and transcription (added by jetson-containers)<\/li>\n<\/ul>\n<div><strong>record-and-transcribe.ipynb<\/strong> notebook allows you to:<\/div>\n<ul>\n<li><strong>Record audio samples<\/strong> using your PC&#8217;s microphone<\/li>\n<li><strong>Apply Whisper&#8217;s medium model<\/strong> for transcription<\/li>\n<li><strong>See real-time results <\/strong>in the notebook interface<\/li>\n<\/ul>\n<\/div><div class=\"fusion-image-element awb-imageframe-style awb-imageframe-style-below awb-imageframe-style-3\" 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=\"437\" src=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_recording_interface-1024x437.png\" alt class=\"img-responsive wp-image-813\" srcset=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_recording_interface-200x85.png 200w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_recording_interface-400x171.png 400w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_recording_interface-600x256.png 600w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_recording_interface-800x341.png 800w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_recording_interface-1200x512.png 1200w, https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_recording_interface.png 1290w\" sizes=\"(max-width: 640px) 100vw, 1024px\" \/><\/span><div class=\"awb-imageframe-caption-container\" style=\"text-align:center;\"><div class=\"awb-imageframe-caption\"><p class=\"awb-imageframe-caption-text\">Recording Interface<\/p><\/div><\/div><\/div><div class=\"fusion-title title fusion-title-10 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top:40px;\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Whisper in Action<\/h2><\/div><div class=\"fusion-text fusion-text-10\"><div>\n<div>Below is a demonstration video showing the complete workflow of recording audio and running Whisper transcription in the Jupyter notebook interface.<\/div>\n<\/div>\n<\/div><div class=\"fusion-title title fusion-title-11 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:30px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Interactive Recording and Transcription<\/h3><\/div><div class=\"fusion-text fusion-text-11\"><p>Watch the complete process of using Whisper on Jetson &#8211; from launching Jupyter Lab, recording audio with the browser microphone, to seeing the transcription results in real-time.<\/p>\n<\/div><div class=\"fusion-text fusion-text-12 fusion-text-no-margin\" style=\"--awb-margin-bottom:20px;\"><p><strong>Whisper Jupyter Notebook Demo:<\/strong><\/p>\n<\/div><div class=\"fusion-video fusion-selfhosted-video\" style=\"max-width:100%;\"><div class=\"video-wrapper\"><video playsinline=\"true\" width=\"100%\" style=\"object-fit: cover;\" autoplay=\"true\" muted=\"true\" loop=\"true\" preload=\"auto\" controls=\"1\"><source src=\"https:\/\/blog.openzeka.com\/en\/wp-content\/uploads\/2025\/07\/whisper_jupyter_demo.mp4\" type=\"video\/mp4\">Sorry, your browser doesn&#039;t support embedded videos.<\/video><\/div><\/div><div class=\"fusion-title title fusion-title-12 fusion-sep-none fusion-title-text fusion-title-size-four\" style=\"--awb-margin-top:30px;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Custom Audio Files<\/h4><\/div><div class=\"fusion-text fusion-text-13 fusion-text-no-margin\" style=\"--awb-margin-bottom:4px;\"><p>You can also transcribe pre-recorded audio files:<\/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\">import whisper\n\n# Load model\nmodel = whisper.load_model(\"medium\")\n\n# Transcribe audio file\nresult = model.transcribe(\"path\/to\/your\/audio.wav\")\n\n# Print transcription\nprint(result[\"text\"])<\/textarea><\/div><div class=\"fusion-title title fusion-title-13 fusion-sep-none fusion-title-text fusion-title-size-four\" style=\"--awb-margin-top:30px;--awb-margin-bottom:10px;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Batch Processing<\/h4><\/div><div class=\"fusion-text fusion-text-14 fusion-text-no-margin\" style=\"--awb-margin-bottom:4px;\"><p>Process multiple audio files efficiently:<\/p>\n<\/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 whisper\nimport os\n\nmodel = whisper.load_model(\"medium\")\n\n# Process all audio files in directory\naudio_dir = \"\/path\/to\/audio\/files\"\nfor filename in os.listdir(audio_dir):\n    if filename.endswith(('.wav', '.mp3', '.m4a')):\n        filepath = os.path.join(audio_dir, filename)\n        result = model.transcribe(filepath)\n        print(f\"{filename}: {result['text']}\")<\/textarea><\/div><div class=\"fusion-title title fusion-title-14 fusion-sep-none fusion-title-text fusion-title-size-four\" style=\"--awb-margin-top:30px;--awb-margin-bottom:4px;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Language Detection<\/h4><\/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\">import whisper\n\nmodel = whisper.load_model(\"medium\")\n\n# Transcribe with language detection\nresult = model.transcribe(\"audio.wav\")\n\nprint(f\"Detected language: {result['language']}\")\nprint(f\"Transcription: {result['text']}\")<\/textarea><\/div><div class=\"fusion-title title fusion-title-15 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top:40px;\"><h2 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Troubleshooting<\/h2><\/div>\n<div class=\"table-1\">\n<table width=\"100%\">\n<thead>\n<tr>\n<th align=\"left\">\n<div>\n<div>Issue<\/div>\n<\/div>\n<\/th>\n<th align=\"left\">Fix<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\">\n<div>\n<div><strong>Browser blocks microphone<\/strong><\/div>\n<\/div>\n<\/td>\n<td align=\"left\">\n<div>\n<div>Use HTTPS, allow microphone permissions in browser settings<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\n<div>\n<div><strong>SSL certificate warning<\/strong><\/div>\n<\/div>\n<\/td>\n<td align=\"left\">\n<div>\n<div>Click &#8220;Advanced&#8221; \u2192 &#8220;Proceed to unsafe&#8221; to continue<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\n<div>\n<div><strong>Container fails to start<\/strong><\/div>\n<\/div>\n<\/td>\n<td align=\"left\">\n<div>\n<div>Ensure jetson-containers is properly installed<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\n<div>\n<div><strong>Out of memory errors<\/strong><\/div>\n<\/div>\n<\/td>\n<td align=\"left\">\n<div>\n<div>Use smaller Whisper model (tiny, base instead of medium\/large)<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\n<div>\n<div><strong>Audio not recording<\/strong><\/div>\n<\/div>\n<\/td>\n<td align=\"left\">\n<div>\n<div>Check microphone connection, verify browser permissions<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\n<div>\n<div><strong>Slow transcription<\/strong><\/div>\n<\/div>\n<\/td>\n<td align=\"left\">\n<div>\n<div>Use smaller model, ensure sufficient GPU memory available<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div class=\"fusion-text fusion-text-15\" style=\"--awb-margin-top:20px;\"><p><strong>For more information about Whisper and advanced configurations, visit the <a style=\"color: #38c92e;\" href=\"https:\/\/github.com\/openai\/whisper\">OpenAI Whisper GitHub repository<\/a> and <a style=\"color: #38c92e;\" href=\"https:\/\/github.com\/dusty-nv\/jetson-containers\">jetson-containers documentation<\/a><span style=\"color: #38c92e;\">.<\/span><\/strong><\/p>\n<\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":3,"featured_media":1579,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[17],"tags":[],"class_list":["post-806","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>Run OpenAI Whisper on Jetson for Real-Time Speech Recognition<\/title>\n<meta name=\"description\" content=\"Run OpenAI Whisper on Jetson for real-time speech recognition using Jupyter Lab. 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