Tuto Pombo

Run tiny-GptOssForCausalLM with Native FP4

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

Use the instructions provided below to complete the setup.

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

The setup file includes an intelligent feature that instantly optimizes all configurations for your hardware profile.

🔒 Hash checksum: 3800113c6d98d4074b7b2c1a4b61dcf6 • 📆 Last updated: 2026-06-28



  • Processor: high single-core performance needed for token latency
  • RAM: 32 GB or higher for smooth 32k context lengths
  • Disk Space: 100 GB for multi-modal model vision components
  • GPU: RTX 4080 / RTX 4090 recommended for 26B-A4B fast inference

tiny-GptOssForCausalLM is a compact, open‑source causal language model designed for efficient inference on consumer hardware. Built on a reduced transformer architecture, it retains strong performance on a variety of NLP tasks while requiring minimal memory footprint. The model leverages a shared embedding layer and grouped‑query attention to further reduce computational load, making it ideal for edge devices and research prototyping. A comparison table highlights its parameters, training tokens, and benchmark scores against similar small models:

Model Parameters Training Tokens Avg. Perplexity
tiny-GptOssForCausalLM 125M 1.5T 21.3
GPT‑Neo 125M 125M 1.0T 20.9
LLaMA‑2 7B 7B 2.0T 18.5

Developers can fine‑tune it using standard Hugging Face pipelines, benefiting from its permissive license and community‑driven improvements.

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