💻 programming

olmOCR

olmOCR is a toolkit for linearizing PDFs for training on LLM datasets.

#natural language processing
#machine learning
#PDF processing
#LLM training
#Text parsing
olmOCR

Product Details

olmOCR is an open source toolkit developed by the Allen Institute for Artificial Intelligence (AI2), designed to linearize PDF documents for use in the training of large language models (LLM). This toolkit solves the problem that traditional PDF documents have complex structures and are difficult to directly use for model training by converting PDF documents into a format suitable for LLM processing. It supports a variety of functions, including natural text parsing, multi-version comparison, language filtering, and SEO spam removal. The main advantage of olmOCR is that it can efficiently process a large number of PDF documents and improve the accuracy and efficiency of text parsing through optimized prompt strategies and model fine-tuning. This toolkit is intended for researchers and developers who need to process large amounts of PDF data, especially in the fields of natural language processing and machine learning.

Main Features

1
Provides efficient natural text parsing strategies and supports models such as ChatGPT 4o.
2
Supports multi-version comparison tools to evaluate the effects of different processing processes.
3
It has basic language filtering function and can remove SEO spam.
4
Supports model fine-tuning and adapts to models such as Qwen2-VL and Molmo-O.
5
Capable of processing millions of PDF documents and performing efficient inference with Sglang.

How to Use

1
1. Install dependencies: Install poppler-utils and related fonts on Ubuntu/Debian system.
2
2. Set up the conda environment: Create and activate a conda environment named olmocr.
3
3. Clone the olmOCR repository and install: Use pip to install olmOCR.
4
4. Install sglang: If you need to run inference on the GPU, install sglang and related dependencies.
5
5. Use the command line to run olmOCR: specify the PDF file path and workspace, and run pipeline.py for PDF processing.

Target Users

olmOCR is primarily intended for researchers and developers who need to process large amounts of PDF documents, especially in the fields of natural language processing and machine learning. It is suitable for users who need to convert PDF documents into datasets suitable for LLM training, as well as for teams who need to efficiently process and parse PDF text.

Examples

Researchers use olmOCR to convert large amounts of academic paper PDFs into training data for developing natural language processing models.

Developers use olmOCR's text parsing function to provide chatbots with more accurate PDF content understanding capabilities.

Enterprise users use olmOCR to clean SEO junk information in PDF documents and optimize document quality.

Quick Access

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Categories

💻 programming
› Development and Tools
› research tools

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