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How to Run DA3METRIC-LARGE Using Pinokio Direct EXE Setup

How to Run DA3METRIC-LARGE Using Pinokio Direct EXE Setup

To install this model locally in the shortest time, opt for Docker.

Follow the guidelines below to continue.

The setup auto-streams the model assets (expect a multi-GB download).

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

🛠 Hash code: 261cf80a4295a24d3dd67a42a446bcb9 — Last modification: 2026-06-28



  • Processor: 6-core 3.5 GHz minimum required
  • RAM: 32 GB or higher for smooth 32k context lengths
  • Disk: high-speed SSD 120 GB to cache model layers
  • Graphics: CUDA Compute Capability 8.0+ required for flash-attention

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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