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VLM pipeline with remote model
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ASR pipeline with Whisper
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Annotate picture with local VLM
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VLM pipeline
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Chunking &amp; tokenization with Data Prep Kit
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RAG with Azure AI Search
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RAG with Granite [↗]
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RAG with Milvus
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RAG with OpenSearch
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RAG with Weaviate
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Retrieval with Qdrant
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RAG with MongoDB + VoyageAI
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RAG with Vault PII transform [↗]
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<article class="md-content__inner md-typeset">
<h1>Apify</h1>
<p>You can run Docling in the cloud without installation using the <a href="https://apify.com/vancura/docling?fpr=docling">Docling Actor</a> on Apify platform. Simply provide a document URL and get the processed result:</p>
<p><a href="https://apify.com/vancura/docling?fpr=docling"><img src="https://apify.com/ext/run-on-apify.png" alt="Run Docling Actor on Apify" width="176" height="39" /></a></p>
<div class="highlight"><pre><span></span><code>apify<span class="w"> </span>call<span class="w"> </span>vancura/docling<span class="w"> </span>-i<span class="w"> </span><span class="s1">&#39;{</span>
<span class="s1"> &quot;options&quot;: {</span>
<span class="s1"> &quot;to_formats&quot;: [&quot;md&quot;, &quot;json&quot;, &quot;html&quot;, &quot;text&quot;, &quot;doctags&quot;]</span>
<span class="s1"> },</span>
<span class="s1"> &quot;http_sources&quot;: [</span>
<span class="s1"> {&quot;url&quot;: &quot;https://vancura.dev/assets/actor-test/facial-hairstyles-and-filtering-facepiece-respirators.pdf&quot;},</span>
<span class="s1"> {&quot;url&quot;: &quot;https://arxiv.org/pdf/2408.09869&quot;}</span>
<span class="s1"> ]</span>
<span class="s1">}&#39;</span>
</code></pre></div>
<p>The Actor stores results in:</p>
<ul>
<li>Processed document in key-value store (<code>OUTPUT_RESULT</code>)</li>
<li>Processing logs (<code>DOCLING_LOG</code>)</li>
<li>Dataset record with result URL and status</li>
</ul>
<p>Read more about the <a href=".actor/README.md">Docling Actor</a>, including how to use it via the Apify API and CLI.</p>
<ul>
<li>💻 <a href="https://github.com/docling-project/docling/tree/main/.actor/">GitHub</a></li>
<li>📖 <a href="https://github.com/docling-project/docling/tree/main/.actor/README.md">Docs</a></li>
<li>📦 <a href="https://apify.com/vancura/docling?fpr=docling">Docling Actor</a></li>
</ul>
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