Install GLM-4.5-Air-AWQ-4bit Locally via LM Studio with 1M Context Offline Setup

The most rapid route to a local installation of this model is through Docker.

Refer to the instructions below to proceed.

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

During setup, the script automatically determines and applies the best settings tailored to your machine.

🔒 Hash checksum: e14e970c913f37f9983ac9071cfada77 • 📆 Last updated: 2026-06-23



  • CPU: multi-threading optimized for fast prompt processing
  • RAM: minimum 16 GB for stable 8B model loading
  • Disk: high-speed SSD 120 GB to cache model layers
  • GPU: high memory bandwidth GPU for next-gen local AI pipeline

The GLM-4.5-Air-AWQ-4bit is a compact yet powerful language model designed for both research and production environments. It leverages Activation‑aware Quantization (AWQ) to achieve high inference speed while preserving much of its original performance. With 6 billion parameters and an 8K token context window, the model can handle complex reasoning tasks and long‑form generation efficiently. The 4‑bit quantization reduces memory footprint and enables deployment on consumer‑grade hardware without noticeable loss in accuracy. Users appreciate its balanced trade‑off between size, speed, and capability, making it ideal for developers seeking a lightweight yet versatile AI assistant. Below is a quick overview of its key technical specifications.

Parameters 6 B
Context Length 8K tokens
Quantization AWQ 4‑bit
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https://mrtotomasyon.com/category/patches/