Zero-Click Run GLM-OCR with Native FP4

Zero-Click Run GLM-OCR with Native FP4

Deploying this model locally is quickest when done via Docker.

Just follow the guidelines provided below.

The setup auto-downloads all needed files (several GBs).

You don’t need to tweak anything, as the installer will automatically pick the highest performing setup for you.

🛠 Hash code: deb68d0de50998a4c9a3f848b1c6ae13 — Last modification: 2026-06-26



  • CPU: modern architecture (Zen 3 / Alder Lake minimum)
  • RAM: at least 32 GB in dual-channel mode for bandwidth
  • Disk Space: at least 100 GB for multiple local LLM variants
  • Graphics: stable 30+ tk/s at 4-bit quantization on medium setup

GLM-OCR is a lightweight vision-language model tailored specifically for advanced document understanding and structure preservation. The architecture integrates a 400M parameter CogViT visual encoder alongside a compact 500M parameter GLM language decoder to maximize layout analysis precision. Unlike classic character recognition engines, this framework introduces an innovative Multi-Token Prediction (MTP) loss mechanism to increase decoding throughput substantially while lowering system memory demands. It effortlessly reconstructs intricate multilingual tables, LaTeX formulas, and handwritten text into semantic Markdown or structured JSON outputs. The compact blueprint allows for highly accurate, state-of-the-art multi-page processing directly within resource-constrained edge computing environments.

Specification Detail
Total Parameters 0.9 Billion
Visual Encoder CogViT (400M)
Language Decoder GLM-0.5B (500M)
Output Formats Markdown, JSON, LaTeX
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