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<a href="https://www.langflow.org/desktop" target="_blank" class="menu__link">
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<span class="sidebar-ad-text">Get started in minutes</span>
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<span class="sidebar-ad-text sidebar-ad-text-gradient">Download Langflow Desktop</span>
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</div>
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</a>
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</li></ul></nav></div></div></aside><main class="docMainContainer_TBSr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Components reference</span></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Bundles</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link">AssemblyAI</span></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>AssemblyAI</h1></header><p>The AssemblyAI components allow you to apply powerful Speech AI models to your app for tasks like:</p>
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<ul>
|
||
<li>Transcribing audio and video files</li>
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||
<li>Formatting transcripts</li>
|
||
<li>Generating subtitles</li>
|
||
<li>Applying LLMs to audio files</li>
|
||
</ul>
|
||
<p>For more information about AssemblyAI features and functionality used by AssemblyAI components, see the <a href="https://www.assemblyai.com/docs" target="_blank" rel="noopener noreferrer">AssemblyAI API Docs</a>.</p>
|
||
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="prerequisites">Prerequisites<a href="#prerequisites" class="hash-link" aria-label="Direct link to Prerequisites" title="Direct link to Prerequisites"></a></h2>
|
||
<ul>
|
||
<li>
|
||
<p>An <a href="https://www.assemblyai.com/dashboard/signup" target="_blank" rel="noopener noreferrer">AssemblyAI account</a> and an AssemblyAI API key.</p>
|
||
<p>Enter the key in the <em>AssemblyAI API Key</em> field in all Langflow components that require the AssemblyAI key.</p>
|
||
</li>
|
||
<li>
|
||
<p>Optional: To use LeMUR, you need a paid AssemblyAI account because LeMUR isn't included in the free account.</p>
|
||
</li>
|
||
</ul>
|
||
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="components">Components<a href="#components" class="hash-link" aria-label="Direct link to Components" title="Direct link to Components"></a></h2>
|
||
<p><img decoding="async" loading="lazy" alt="AssemblyAI components" src="/assets/images/assemblyai-components-b88c7c97e04114bf658898f7fc633e23.png" width="1494" height="1048" class="img_ev3q"></p>
|
||
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="assemblyai-start-transcript">AssemblyAI Start Transcript<a href="#assemblyai-start-transcript" class="hash-link" aria-label="Direct link to AssemblyAI Start Transcript" title="Direct link to AssemblyAI Start Transcript"></a></h3>
|
||
<p>This component allows you to submit an audio or video file for transcription.</p>
|
||
<p><strong>Tip</strong>: You can freeze the path of this component to only submit the file once.</p>
|
||
<ul>
|
||
<li>
|
||
<p><strong>Input</strong>:</p>
|
||
<ul>
|
||
<li>AssemblyAI API Key: Your API key.</li>
|
||
<li>Audio File: The audio or video file to transcribe.</li>
|
||
<li>Speech Model (Optional): Select the class of models. Default is <em>Best</em>. See <a href="https://www.assemblyai.com/docs/speech-to-text/speech-recognition#select-the-speech-model-with-best-and-nano" target="_blank" rel="noopener noreferrer">speech models</a> for more info.</li>
|
||
<li>Automatic Language Detection (Optional): Enable automatic language detection.</li>
|
||
<li>Language (Optional): The language of the audio file. Can be set manually if automatic language detection is disabled.
|
||
See <a href="https://www.assemblyai.com/docs/getting-started/supported-languages" target="_blank" rel="noopener noreferrer">supported languages</a> for a list of supported language codes.</li>
|
||
<li>Enable Speaker Labels (Optional): Detect speakers in an audio file and what each speaker said.</li>
|
||
<li>Expected Number of Speakers (Optional): Set the expected number of speakers, if Speaker Labels is enabled.</li>
|
||
<li>Audio File URL (Optional): The URL of the audio or video file to transcribe. Can be used instead of <em>Audio File</em>.</li>
|
||
<li>Punctuate (Optional): Apply punctuation. Default is true.</li>
|
||
<li>Format Text (Optional): Apply casing and text formatting. Default is true.</li>
|
||
</ul>
|
||
</li>
|
||
<li>
|
||
<p><strong>Output</strong>:</p>
|
||
<ul>
|
||
<li>Transcript ID: The id of the transcript</li>
|
||
</ul>
|
||
</li>
|
||
</ul>
|
||
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="assemblyai-poll-transcript">AssemblyAI Poll Transcript<a href="#assemblyai-poll-transcript" class="hash-link" aria-label="Direct link to AssemblyAI Poll Transcript" title="Direct link to AssemblyAI Poll Transcript"></a></h3>
|
||
<p>This components allows you to poll the transcripts. It checks the status of the transcript every few seconds until the transcription is completed.</p>
|
||
<ul>
|
||
<li>
|
||
<p><strong>Input</strong>:</p>
|
||
<ul>
|
||
<li>AssemblyAI API Key: Your API key.</li>
|
||
<li>Polling Interval (Optional): The polling interval in seconds. Default is 3.</li>
|
||
</ul>
|
||
</li>
|
||
<li>
|
||
<p><strong>Output</strong>:</p>
|
||
<ul>
|
||
<li>Transcription Result: The AssemblyAI JSON response of a completed transcript. Contains the text and other info.</li>
|
||
</ul>
|
||
</li>
|
||
</ul>
|
||
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="assemblyai-get-subtitles">AssemblyAI Get Subtitles<a href="#assemblyai-get-subtitles" class="hash-link" aria-label="Direct link to AssemblyAI Get Subtitles" title="Direct link to AssemblyAI Get Subtitles"></a></h3>
|
||
<p>This component allows you to generate subtitles in SRT or VTT format.</p>
|
||
<ul>
|
||
<li>
|
||
<p><strong>Input</strong>:</p>
|
||
<ul>
|
||
<li>AssemblyAI API Key: Your API key.</li>
|
||
<li>Transcription Result: The output of the <strong>Poll Transcript</strong> component.</li>
|
||
<li>Subtitle Format: The format of the captions (SRT or VTT).</li>
|
||
<li>Character per Caption (Optional): The maximum number of characters per caption (0 for no limit).</li>
|
||
</ul>
|
||
</li>
|
||
<li>
|
||
<p><strong>Output</strong>:</p>
|
||
<ul>
|
||
<li>Subtitles: A JSON response with the <code>subtitles</code> field containing the captions in SRT or VTT format.</li>
|
||
</ul>
|
||
</li>
|
||
</ul>
|
||
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="assemblyai-lemur">AssemblyAI LeMUR<a href="#assemblyai-lemur" class="hash-link" aria-label="Direct link to AssemblyAI LeMUR" title="Direct link to AssemblyAI LeMUR"></a></h3>
|
||
<p>This component allows you to apply Large Language Models to spoken data using the <a href="https://www.assemblyai.com/docs/lemur" target="_blank" rel="noopener noreferrer">AssemblyAI LeMUR framework</a>.</p>
|
||
<p>LeMUR automatically ingests the transcript as additional context, making it easy to apply LLMs to audio data. You can use it for tasks like summarizing audio, extracting insights, or asking questions.</p>
|
||
<ul>
|
||
<li>
|
||
<p><strong>Input</strong>:</p>
|
||
<ul>
|
||
<li>AssemblyAI API Key: Your API key.</li>
|
||
<li>Transcription Result: The output of the <strong>Poll Transcript</strong> component.</li>
|
||
<li>Input Prompt: The text to prompt the model. You can type your prompt in this field or connect it to a <strong>Prompt Template</strong> component.</li>
|
||
<li>Final Model: The model that is used for the final prompt after compression is performed. Default is Claude 3.5 Sonnet.</li>
|
||
<li>Temperature (Optional): The temperature to use for the model. Default is 0.0.</li>
|
||
<li>Max Output Size (Optional): Max output size in tokens, up to 4000. Default is 2000.</li>
|
||
<li>Endpoint (Optional): The LeMUR endpoint to use. Default is "task". For "summary" and "question-answer", no prompt input is needed. See <a href="https://www.assemblyai.com/docs/api-reference/lemur/" target="_blank" rel="noopener noreferrer">LeMUR API docs</a> for more info.</li>
|
||
<li>Questions (Optional): Comma-separated list of your questions. Only used if <em>Endpoint</em> is "question-answer".</li>
|
||
<li>Transcript IDs (Optional): Comma-separated list of transcript IDs. LeMUR can perform actions over multiple transcripts. If provided, the <em>Transcription Result</em> is ignored.</li>
|
||
</ul>
|
||
</li>
|
||
<li>
|
||
<p><strong>Output</strong>:</p>
|
||
<ul>
|
||
<li>LeMUR Response: The generated LLM response.</li>
|
||
</ul>
|
||
</li>
|
||
</ul>
|
||
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="assemblyai-list-transcripts">AssemblyAI List Transcripts<a href="#assemblyai-list-transcripts" class="hash-link" aria-label="Direct link to AssemblyAI List Transcripts" title="Direct link to AssemblyAI List Transcripts"></a></h3>
|
||
<p>This component can be used as a standalone component to list all previously generated transcripts.</p>
|
||
<ul>
|
||
<li>
|
||
<p><strong>Input</strong>:</p>
|
||
<ul>
|
||
<li>AssemblyAI API Key: Your API key.</li>
|
||
<li>Limit (Optional): Maximum number of transcripts to retrieve. Default is 20, use 0 for all.</li>
|
||
<li>Filter (Optional): Filter by transcript status.</li>
|
||
<li>Created On (Optional): Only get transcripts created on this date (YYYY-MM-DD).</li>
|
||
<li>Throttled Only (Optional): Only get throttled transcripts, overrides the status filter</li>
|
||
</ul>
|
||
</li>
|
||
<li>
|
||
<p><strong>Output</strong>:</p>
|
||
<ul>
|
||
<li>Transcript List: A list of all transcripts with info such as the transcript ID, the status, and the data.</li>
|
||
</ul>
|
||
</li>
|
||
</ul>
|
||
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="flow-process">Flow Process<a href="#flow-process" class="hash-link" aria-label="Direct link to Flow Process" title="Direct link to Flow Process"></a></h2>
|
||
<ol>
|
||
<li>The user inputs an audio or video file.</li>
|
||
<li>The user can also input an LLM prompt. In this example, we want to generate a summary of the transcript.</li>
|
||
<li>The flow submits the audio file for transcription.</li>
|
||
<li>The flow checks the status of the transcript every few seconds until transcription is completed.</li>
|
||
<li>The flow parses the transcription result and outputs the transcribed text.</li>
|
||
<li>The flow also generates subtitles.</li>
|
||
<li>The flow applies the LLM prompt to generate a summary.</li>
|
||
<li>As a standalone component, all transcripts can be listed.</li>
|
||
</ol>
|
||
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="run-the-transcription-and-speech-ai-flow">Run the Transcription and Speech AI Flow<a href="#run-the-transcription-and-speech-ai-flow" class="hash-link" aria-label="Direct link to Run the Transcription and Speech AI Flow" title="Direct link to Run the Transcription and Speech AI Flow"></a></h2>
|
||
<ol>
|
||
<li>
|
||
<p>Build the flow manually or import a pre-build JSON file:</p>
|
||
<ul>
|
||
<li>Recommended: <a href="/assets/files/AssemblyAI_Flow-368be24ae9542f0b8b5253cc9d97b42f.json" target="_blank">Download the AssemblyAI Transcription and Speech AI flow JSON</a>, and then <a href="/concepts-flows-import">import the flow</a> into Langflow.</li>
|
||
<li>Create a blank flow, and then add the previously described components to your flow, connecting them as shown in the flow diagram.</li>
|
||
</ul>
|
||
</li>
|
||
<li>
|
||
<p>Input your AssemblyAI API key in all components that require the key (<strong>Start Transcript</strong>, <strong>Poll Transcript</strong>, <strong>Get Subtitles</strong>, <strong>LeMUR</strong>, <strong>List Transcripts</strong>).</p>
|
||
</li>
|
||
<li>
|
||
<p>Select an audio or video file for the <strong>Start Transcript</strong> component.</p>
|
||
<p>Optional: After adding a file to the <strong>Start Transcript</strong> component, run and <a href="/concepts-components#freeze-a-component">freeze the component</a> so you only submit the file once, no matter how many times you run the flow.
|
||
To do this, click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-play" aria-hidden="true"><polygon points="6 3 20 12 6 21 6 3"></polygon></svg> <strong>Run component</strong> to preload the file, and then click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-ellipsis" aria-hidden="true"><circle cx="12" cy="12" r="1"></circle><circle cx="19" cy="12" r="1"></circle><circle cx="5" cy="12" r="1"></circle></svg> <strong>Show More</strong> and select <strong>Freeze</strong> to lock the result.
|
||
Subsequent flow runs use the frozen component's cached output.</p>
|
||
</li>
|
||
<li>
|
||
<p>Test the transcription by clicking <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-play" aria-hidden="true"><polygon points="6 3 20 12 6 21 6 3"></polygon></svg> <strong>Run component</strong> on the <strong>Parser</strong> component. Make sure that the specified template is <code>{text}</code>.</p>
|
||
<p>Running one component runs all upstream components as well as the selected component and then stops the flow run.
|
||
In this case, the <strong>Start Transcript</strong> and <strong>Poll Transcript</strong> components are upstream from the <strong>Parser</strong> component.
|
||
If you froze the <strong>Start Transcript</strong> component, the flow sends the cached output from <strong>Start Transcript</strong>, runs the <strong>Poll Transcript</strong> component, to get the transcription result.
|
||
Check the flow logs or inspect the output of the <strong>Parser</strong> component to see the transcribed text result.</p>
|
||
</li>
|
||
<li>
|
||
<p>To generate subtitles and run the full flow, click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-play" aria-hidden="true"><polygon points="6 3 20 12 6 21 6 3"></polygon></svg> <strong>Run component</strong> on the <strong>List Transcript</strong> component.</p>
|
||
</li>
|
||
</ol>
|
||
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="customization">Customization<a href="#customization" class="hash-link" aria-label="Direct link to Customization" title="Direct link to Customization"></a></h2>
|
||
<p>The flow can be customized by:</p>
|
||
<ol>
|
||
<li>Modifying the parameters in the <strong>Start Transcript</strong> component.</li>
|
||
<li>Modifying the subtitle format in the <strong>Get Subtitles</strong> component.</li>
|
||
<li>Modifying the LLM prompt for input of the <strong>LeMUR</strong> component.</li>
|
||
<li>Modifying the LLM parameters (e.g., temperature) in the <strong>LeMUR</strong> component.</li>
|
||
</ol>
|
||
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="troubleshooting">Troubleshooting<a href="#troubleshooting" class="hash-link" aria-label="Direct link to Troubleshooting" title="Direct link to Troubleshooting"></a></h2>
|
||
<p>If you encounter issues:</p>
|
||
<ol>
|
||
<li>Ensure the API key is correctly set in all components that require the key.</li>
|
||
<li>To use LeMUR, you need to upgrade your AssemblyAI account, since this isn't included in the free account.</li>
|
||
<li>Verify that all components are properly connected in the flow.</li>
|
||
<li>Review the Langflow logs for any error messages.</li>
|
||
<li>Check the <a href="https://www.assemblyai.com/docs/" target="_blank" rel="noopener noreferrer">AssemblyAI API documentation</a>.</li>
|
||
<li>Contact <a href="https://www.assemblyai.com/contact/support" target="_blank" rel="noopener noreferrer">AssemblyAI support</a>.</li>
|
||
</ol></div></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/bundles-arxiv"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">arXiv</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/bundles-azure"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Azure</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#components" class="table-of-contents__link toc-highlight">Components</a><ul><li><a href="#assemblyai-start-transcript" class="table-of-contents__link toc-highlight">AssemblyAI Start Transcript</a></li><li><a href="#assemblyai-poll-transcript" class="table-of-contents__link toc-highlight">AssemblyAI Poll Transcript</a></li><li><a href="#assemblyai-get-subtitles" class="table-of-contents__link toc-highlight">AssemblyAI Get Subtitles</a></li><li><a href="#assemblyai-lemur" class="table-of-contents__link toc-highlight">AssemblyAI LeMUR</a></li><li><a href="#assemblyai-list-transcripts" class="table-of-contents__link toc-highlight">AssemblyAI List Transcripts</a></li></ul></li><li><a href="#flow-process" class="table-of-contents__link toc-highlight">Flow Process</a></li><li><a href="#run-the-transcription-and-speech-ai-flow" class="table-of-contents__link toc-highlight">Run the Transcription and Speech AI Flow</a></li><li><a href="#customization" class="table-of-contents__link toc-highlight">Customization</a></li><li><a href="#troubleshooting" class="table-of-contents__link toc-highlight">Troubleshooting</a></li></ul></div></div></div></div></main></div></div></div><footer class="theme-layout-footer footer"><div class="container container-fluid"><div class="row footer__links"><div class="theme-layout-footer-column col footer__col"><div class="footer__title"></div><ul class="footer__items clean-list"><li class="footer__item"><div class="footer-links">
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