| Block Type Tags |
,
, , , , , , , </p>
<section>, , <code>, , , , </td>
</tr>
<tr>
<td>Location Encoding</td>
<td>Elements can include nested location tags specifying bounding box coordinates: (0-500 grid system)</td>
</tr>
<tr>
<td>Table Structure</td>
<td>Incorporates OTSL vocabulary for tables with extensions: (full cell), (empty cell), (column headers), (row headers), (table sections)</td>
</tr>
<tr>
<td>List Handling</td>
<td> elements within or define list type</td>
</tr>
<tr>
<td>Captions</td>
<td> and elements can encapsulate a </p>
<caption> tag for descriptive information</td>
</tr>
<tr>
<td>Code Handling</td>
<td><code> elements preserve formatting and include classification tag (57 languages supported)</td>
</tr>
<tr>
<td>Image Classification</td>
<td> elements include tags for 20+ image types including charts, diagrams, codes, etc.</td>
</tr>
<tr>
<td>Uniform Representation</td>
<td>Cropped page elements maintain the same DocTags representation as full-page counterparts</td>
</tr>
</tbody>
</table>
<p>Additional features of SmolDocling are summarized below:</p>
<table>
<thead>
<tr>
<th>Feature</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>OCR + Layout Preservation</td>
<td>Extracts text while maintaining spatial structure</td>
</tr>
<tr>
<td>Specialized Recognition</td>
<td>Supports code blocks, formulas, tables, and charts</td>
</tr>
<tr>
<td>Full-Page Conversion</td>
<td>Processes all elements simultaneously</td>
</tr>
<tr>
<td>Fast Inference</td>
<td>0.35 seconds per page on A100 GPUs</td>
</tr>
<tr>
<td>DocTags Markup</td>
<td>Captures document content and layout in a structured format</td>
</tr>
</tbody>
</table>
<p>SmolDocling integrates with <a href="https://github.com/docling-project/docling" target="_blank">Docling</a> for import and export flexibility. The roadmap includes one-shot multi-page inference, enhanced chart recognition, and chemical structure detection.</p>
<p>Let’s go over the process of how SmolDocling converts images of document pages to DocTags sequences. First, the input images are processed through a vision encoder and then reshaped using projection and pooling techniques. Next, these processed image embeddings are combined with the text embeddings derived from the user’s prompt, interleaving them. Finally, this combined sequence is fed into an LLM to autoregressively generate the DocTags sequence. </p>
<p>Datasets used to train to emphasize document understanding and image captioning include <a href="https://proceedings.neurips.cc/paper_files/paper/2024/file/a03037317560b8c5f2fb4b6466d4c439-Paper-Conference.pdf" target="_blank">The Cauldron</a>, <a href="https://openreview.net/pdf?id=iSL0FHZStr" target="_blank">Docmatix</a>, and <a href="https://arxiv.org/pdf/2404.10690" target="_blank">MathWriting</a>.</p>
<p>SmolDocling competes with models up to 27 times larger while reducing computational requirements. It performs well on business documents, academic papers, technical reports, patents, and forms. Unlike many OCR models that focus on scientific papers, SmolDocling is designed for a wide range of document types.</p>
<p>The model is available now, and additional datasets for charts, tables, equations, and code recognition will be released soon.</p>
<p>To run SmolDocling, set up a <a href="https://www.digitalocean.com/products/gpu-droplets">DigitalOcean GPU Droplet</a>, select AI/ML and choose the NVIDA H100 option. </p>
<p>Launch the model in the web console using vLLM:</p>
<p> apt install python3-pip pip install vllm vllm serve "ds4sd/SmolDocling-256M-preview" curl -X POST "http://localhost:8000/v1/chat/completions" -H "Content-Type: application/json" --data '{ "model": "ds4sd/SmolDocling-256M-preview", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }' </p>
<p>This script processes a PDF file and outputs structured document data in JSON format.</p>
<p>An alternative is to use the Transformers library from HuggingFace.</p>
<p> from transformers import pipeline messages = [ {"role": "user", "content": "Who are you?"}, ] pipe = pipeline("image-text-to-text", model="ds4sd/SmolDocling-256M-preview") pipe(messages) from transformers import AutoProcessor, AutoModelForImageTextToText processor = AutoProcessor.from_pretrained("ds4sd/SmolDocling-256M-preview") model = AutoModelForImageTextToText.from_pretrained("ds4sd/SmolDocling-256M-preview") </p>
<p>In this tutorial, we’ve explored SmolDocling, a compact yet powerful vision language model designed specifically for document conversion tasks. By leveraging its unified DocTags output format, we’ve seen how SmolDocling efficiently handles various document types—from standard text to complex forms and even code listings—while requiring significantly fewer computational resources than larger alternatives. The model’s balanced approach to efficiency and accuracy makes it an excellent choice for developers and organizations seeking to implement document understanding capabilities.</p>
<p><a href="https://arxiv.org/pdf/2503.11576" target="_blank">Paper: SmolDocling: An ultra-compact vision-language model for end-to-end multi-modal document conversion</a></p>
<p><a href="https://ritvik19.medium.com/papers-explained-333-smoldocling-a788ac739b92" target="_blank">https://ritvik19.medium.com/papers-explained-333-smoldocling-a788ac739b92</a></p>
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