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align=\"center\">\r     <img  src=\"https://i.imgur.com/ir3twBm.png\" />","maintainers":[{"name":"vtempest","email":"grokthiscontact@gmail.com"}],"readme":"<p align=\"center\">\r\n    <img  src=\"https://i.imgur.com/ir3twBm.png\" />\r\n\r\n<br /> \r\n    <a href=\"https://www.npmjs.com/package/pdf-to-html-docling\"><img src=\"https://img.shields.io/npm/dm/pdf-to-html-docling.svg\" alt=\"NPM Monthly Downloads\"></a>\r\n    <a href=\"https://www.npmjs.com/package/pdf-to-html-docling\"><img src=\"https://img.shields.io/npm/v/pdf-to-html-docling.svg\" alt=\"npm version\"></a>\r\n    <a href=\"https://discord.gg/SJdBqBz3tV\">\r\n        <img src=\"https://img.shields.io/discord/1110227955554209923.svg?label=Chat&logo=Discord&colorB=7289da&style=flat\"\r\n            alt=\"Join Discord\" />\r\n    </a>  \r\n     <a href=\"https://github.com/vtempest/qwksearch-research-agent/discussions\">\r\n     <img alt=\"GitHub Stars\" src=\"https://img.shields.io/github/stars/vtempest/qwksearch-research-agent\" /></a>\r\n<br />\r\n    <a href=\"https://github.com/vtempest/qwksearch-research-agent/discussions\">\r\n    <img alt=\"GitHub Discussions\"\r\n        src=\"https://img.shields.io/github/discussions/vtempest/qwksearch-research-agent\" />\r\n    </a>\r\n    <a href=\"https://github.com/vtempest/qwksearch-research-agent/pulse\" alt=\"Activity\">\r\n        <img src=\"https://img.shields.io/github/commit-activity/m/vtempest/qwksearch-research-agent\" />\r\n    </a>\r\n    <img src=\"https://img.shields.io/github/last-commit/vtempest/qwksearch-research-agent.svg\" alt=\"GitHub last commit\" />\r\n<br />\r\n    <a href=\"https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request\">\r\n        <img src=\"https://img.shields.io/badge/PRs-welcome-brightgreen.svg\"\r\n            alt=\"PRs Welcome\" />\r\n    </a>\r\n    <a href=\"https://codespaces.new/vtempest/qwksearch-research-agent\">\r\n    <img src=\"https://github.com/codespaces/badge.svg\" width=\"150\" height=\"20\" />\r\n    </a>\r\n</p>\r\n\r\n# PDF To HTML with Docling OCR Model\r\n\r\n\r\nConvert PDF documents to HTML using the [`ibm-granite/granite-docling-258M`](https://huggingface.co/ibm-granite/granite-docling-258M) AI model from Hugging Face.\r\n\r\nThis system processes documents by extracting text with OCR while preserving layout, structure, and bounding boxes. It supports recognition of code, formulas, tables, lists, charts, and figures, ensuring accurate formatting and correspondence of captions. Full-page conversion integrates all elements—text, equations, tables, and graphics—into a cohesive output. It is designed for both scientific and non-scientific documents, offering comprehensive document processing capabilities.\r\n\r\n## Features\r\n\r\n- 📄 Convert complex PDF files to structured HTML\r\n- 🤖 Uses advanced Granite Docling AI model for accurate text extraction\r\n- 📐 Layout and Localization – Preserves document structure and document element bounding boxes.\r\n- 💻 Code Recognition – Detects and formats code blocks including identation.\r\n- 🔢 Formula Recognition – Identifies and processes mathematical expressions.\r\n- 📊 Chart Recognition – Extracts and interprets chart data.\r\n- 📑 Table Recognition – Supports column and row headers for structured table extraction.\r\n- 🖼️ Figure Classification – Differentiates figures and graphical elements.\r\n- 📝 Caption Correspondence – Links captions to relevant images and figures.\r\n- 📜 List Grouping – Organizes and structures list elements correctly.\r\n- 📄 Full-Page Conversion – Processes entire pages for comprehensive document conversion including all page elements (code, equations, tables, charts etc.)\r\n- 🔲 OCR with Bounding Boxes – OCR regions using a bounding box.\r\n\r\n## Installation\r\n\r\nThis package lives inside the [`qwksearch-research-agent`](https://github.com/OpenSourceAGI/qwksearch-research-agent) monorepo at `packages/extract-pdf-docling`. There are two implementations included: a Node.js/Hono HTTP API (default, runs the ONNX model via Transformers.js — no GPU or Python required) and a Python/FastAPI service (uses PyTorch + the full `docling-core` pipeline).\r\n\r\n### Prerequisites\r\n\r\n- [Bun](https://bun.sh) `>=1.3` (the monorepo's package manager) — or Node.js `>=18` with npm if you only want this package\r\n- ~1 GB free disk space for the ONNX model, which downloads automatically on first run\r\n\r\n### Clone the repository\r\n\r\n```bash\r\ngit clone https://github.com/OpenSourceAGI/qwksearch-research-agent.git\r\ncd qwksearch-research-agent/packages/extract-pdf-docling\r\n```\r\n\r\n### Option 1 — Node.js / Hono API (recommended)\r\n\r\n```bash\r\n# From the monorepo root, install all workspace dependencies\r\ncd qwksearch-research-agent\r\nbun install\r\n\r\n# Then run this package specifically\r\ncd packages/extract-pdf-docling\r\nbun run dev     # starts with --watch on http://localhost:3000\r\n# or\r\nbun run start   # production start\r\n```\r\n\r\nUsing npm instead of Bun works the same way (`npm install` then `npm run dev`).\r\n\r\nThe first request triggers a download of the [`onnx-community/granite-docling-258M-ONNX`](https://huggingface.co/onnx-community/granite-docling-258M-ONNX) model (cached locally afterward). Once running:\r\n\r\n- API docs (Swagger UI): `http://localhost:3000/docs`\r\n- OpenAPI spec: `http://localhost:3000/openapi.json`\r\n- Health check: `http://localhost:3000/health`\r\n- Convert endpoint: `POST http://localhost:3000/api/v1/convert`\r\n\r\nSee `test/pdf.test.js` for example client requests (URL, base64, and streaming conversion).\r\n\r\n#### Deploying to Cloudflare Workers\r\n\r\nA `wrangler.jsonc` config is included for deploying the API as a Cloudflare Worker:\r\n\r\n```bash\r\nnpx wrangler dev      # local Workers runtime\r\nnpx wrangler deploy   # deploy to Cloudflare\r\n```\r\n\r\n### Option 2 — Python / Docker (full Docling pipeline)\r\n\r\nThe `pdf-to-html-docling-python/` subfolder contains a standalone FastAPI service using the actual `ibm-granite/granite-docling-258M` model via `transformers` + `docling-core`.\r\n\r\n```bash\r\ncd pdf-to-html-docling-python\r\ndocker compose up --build\r\n```\r\n\r\nThis builds the image, installs PyTorch (CPU by default) and Docling dependencies, and starts the API on `http://localhost:8000` (health check at `/health`).\r\n\r\nTo run it without Docker, using [`uv`](https://github.com/astral-sh/uv):\r\n\r\n```bash\r\ncd pdf-to-html-docling-python\r\nuv sync\r\nuv run python src/pdf-granite-docling.py --help\r\n```\r\n\r\n## Configuration Options\r\n\r\nThe converter accepts several options when used programmatically:\r\n\r\n```javascript\r\n// PDF to images conversion options\r\nconst imageOptions = {\r\n  density: 150,        // DPI for image conversion\r\n  format: 'png',       // Output format\r\n  width: 1600,         // Max width\r\n  height: 1600,        // Max height\r\n  savePath: './temp'   // Temporary directory\r\n};\r\n\r\nconst imagePaths = await converter.convertPDFToImages(pdfPath, imageOptions);\r\n```\r\n\r\n## Output Features\r\n\r\nThe generated HTML includes:\r\n\r\n- **Clean styling** with modern CSS\r\n- **Responsive design** that works on mobile devices\r\n- **Page separation** with clear page headers\r\n- **Structured content** with proper headings and lists\r\n- **Conversion metadata** showing date and model used\r\n\r\n## Performance Notes\r\n\r\n- **Processing time**: Approximately 1-3 minutes per page (depending on content complexity)\r\n- **Model**: Uses the optimized `mlx-bf16` variant for better performance\r\n- **Image optimization**: Automatically resizes images for optimal model processing\r\n- **Retry logic**: Handles model loading delays with automatic retries\r\n\r\n## Comparison: Docling vs Chandra vs Paddle OCR\r\n\r\nDocling stands out for its emphasis on preserving semantic structure and producing highly accurate markdown or HTML outputs, making it particularly valuable for documents with complex layouts, tables, and formulas. Compared to Chandra OCR, Docling offers robust formula extraction with a specialized model and excels in maintaining layout/heading hierarchy for finance, legal, and scientific PDFs. However, Chandra surpasses Docling in overall extraction accuracy, especially for advanced table detection, handwriting, and multilingual documents, and is generally faster in batch scenarios due to efficient architecture and optional quantization. Chandra is thus preferred for large-scale, highly diverse datasets, while Docling is favored for projects that require deep structure recovery and granular content annotation.\r\n\r\nWhen compared to PaddleOCR, Docling delivers superior structured output and semantic fidelity, ensuring table and figure relationships are retained in markdown/HTML even from complex scanned PDFs. PaddleOCR is renowned for its speed, scalability, and ease of deployment, which makes it ideal for rapid processing and commercial batches. However, PaddleOCR often produces less accurate table and layout segmentation, sometimes misaligning content from scientific papers or multi-column documents, whereas Docling’s transformer-based approach better preserves the source document’s logical flow and structure. PaddleOCR is an excellent choice for multilingual and quick turnaround applications, but Docling remains the go-to tool for projects where document detail and structured output are essential.\r\n\r\n| Model                | Made by              |                  Size | License             | Link                                                          | Release year | Accuracy                                                                                                                                                                                  |                                                                                                                                              File size | Ease   |  Monthly cost |\r\n| -------------------- | -------------------- | --------------------: | ------------------- | ------------------------------------------------------------- | -----------: | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -----------------------------------------------------------------------------------------------------------------------------------------------------: | ------ | ------------: |\r\n| Nanonets-OCR2–3B    | Nanonets             |                 3–4B | Apache 2.0          | [Hugging Face](https://huggingface.co/nanonets/Nanonets-OCR2-3B) |         2025 | 78.56% ChartQA, 89.43% DocVQA[huggingface](https://huggingface.co/nanonets/Nanonets-OCR2-3B)                                                                                                 |                                                                                  ~6–12 GB[huggingface](https://huggingface.co/nanonets/Nanonets-OCR2-3B) | Easy   |    $150–$500 |\r\n| PaddleOCR-VL         | Baidu / PaddlePaddle |                  0.9B | Open source         | [PaddleOCR](https://github.com/PaddlePaddle/PaddleOCR)           |         2025 | 92.6 OmniDocBench v1.5[atul4u.medium](https://atul4u.medium.com/beyond-text-extraction-the-2025-open-ocr-revolution-powered-by-vision-language-models-89ad33d36bbf)                          |                                                                               ~2–4 GB[huggingface](https://huggingface.co/PaddlePaddle/PaddleOCR-VL-1.5) | Easy   |    $100–$400 |\r\n| dots.ocr             | RedNote HiLab        |                  1.7B | MIT                 | [Hugging Face](https://huggingface.co/rednote-hilab/dots.ocr)    |         2025 | EN edit distance 0.032, ZH 0.066[huggingface](https://huggingface.co/rednote-hilab/dots.ocr)                                                                                                 |                                                                                      ~3–6 GB[huggingface](https://huggingface.co/rednote-hilab/dots.ocr) | Medium |    $150–$600 |\r\n| olmOCR-2             | Allen AI             |                    7B | Apache 2.0          | [Project](https://github.com/allenai/olmocr)                     |         2025 | 0.875 GPT-4o alignment; +14.2 on olmOCR-Bench[atul4u.medium](https://atul4u.medium.com/beyond-text-extraction-the-2025-open-ocr-revolution-powered-by-vision-language-models-89ad33d36bbf)   |   ~14–28 GB[atul4u.medium](https://atul4u.medium.com/beyond-text-extraction-the-2025-open-ocr-revolution-powered-by-vision-language-models-89ad33d36bbf) | Medium |  $300–$1,000 |\r\n| Granite-Docling-258M | IBM                  |                  258M | Apache 2.0          | [IBM on Hugging Face](https://huggingface.co/ibm)                |         2025 | OCRBench 500; OCR F1 0.84[atul4u.medium](https://atul4u.medium.com/beyond-text-extraction-the-2025-open-ocr-revolution-powered-by-vision-language-models-89ad33d36bbf)                       | ~0.5–1.5 GB[atul4u.medium](https://atul4u.medium.com/beyond-text-extraction-the-2025-open-ocr-revolution-powered-by-vision-language-models-89ad33d36bbf) | Easy   |     $50–$250 |\r\n| DeepSeek-OCR         | DeepSeek             | 3B total, 570M active | MIT                 | [Project](https://github.com/deepseek-ai/DeepSeek-OCR)           |         2025 | 97% decoding precision at 10x compression[atul4u.medium](https://atul4u.medium.com/beyond-text-extraction-the-2025-open-ocr-revolution-powered-by-vision-language-models-89ad33d36bbf)       |    ~6–12 GB[atul4u.medium](https://atul4u.medium.com/beyond-text-extraction-the-2025-open-ocr-revolution-powered-by-vision-language-models-89ad33d36bbf) | Medium |    $250–$900 |\r\n| Chandra              | datalab-to           |                ~3–7B | Modified OpenRAIL-M | [Hugging Face](https://huggingface.co/)                          |         2025 | Math 80.3, tables 88.0, tiny text 92.3[atul4u.medium](https://atul4u.medium.com/beyond-text-extraction-the-2025-open-ocr-revolution-powered-by-vision-language-models-89ad33d36bbf)          |    ~6–14 GB[atul4u.medium](https://atul4u.medium.com/beyond-text-extraction-the-2025-open-ocr-revolution-powered-by-vision-language-models-89ad33d36bbf) | Medium |    $200–$800 |\r\n| Qwen3-VL             | Alibaba / Qwen       |              2B–235B | Apache 2.0 / Tongyi | [Family](https://huggingface.co/Qwen)                            |         2025 | Top-tier across OCRBench and related benchmarks[atul4u.medium](https://atul4u.medium.com/beyond-text-extraction-the-2025-open-ocr-revolution-powered-by-vision-language-models-89ad33d36bbf) |   ~4–470 GB[atul4u.medium](https://atul4u.medium.com/beyond-text-extraction-the-2025-open-ocr-revolution-powered-by-vision-language-models-89ad33d36bbf) | Hard   | $500–$3,000+ |\r\n","readmeFilename":"README.md"}