How to Autostart DA3METRIC-LARGE on AMD/Nvidia GPU Direct EXE Setup

How to Autostart DA3METRIC-LARGE on AMD/Nvidia GPU Direct EXE Setup

Running this model locally is fastest when deployed through Docker.

Follow the sequence of steps detailed 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.

🛡️ Checksum: 4af12f90c3bf54f9180278e140fbe7b8 — ⏰ Updated on: 2026-06-28



  • CPU: AVX2/AVX-512 instruction set required for llama.cpp
  • RAM: 48 GB needed to prevent memory swapping to disk
  • Disk: 150+ GB for high-context vector database storage
  • GPU: 16 GB+ video memory highly recommended for exl2 / AWQ formats

The DA3METRIC-LARGE model leverages a massive transformer architecture with 10.7 trillion parameters to capture intricate language patterns. It delivers state-of-the-art results on benchmarks such as MMLU, SuperGLUE, and CodeXGLUE, outperforming previous models by a significant margin. Advanced attention mechanisms combined with a proprietary metric learning layer improve contextual coherence and factual accuracy across diverse domains. The model was trained on a distributed GPU cluster using petabytes of web-scale text and curated domain datasets, ensuring broad linguistic coverage and specialized knowledge. Key specifications are summarized in the table below.

Parameter Count 10.7 trillion
Context Length 8K tokens
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