Llama Thinker 3 B Preview2 G G U F

Introduction

Llama-Thinker-3B-Preview2-GGUF is a pretrained and instruction-tuned language model designed for text generation and complex reasoning tasks across multiple languages. It leverages an optimized transformer architecture based on Llama 3.2, incorporating advanced techniques such as supervised fine-tuning (SFT) and reinforcement learning with human feedback (RLHF).

Architecture

The model uses an autoregressive transformer architecture, optimized for multilingual applications. It is trained on synthetic datasets that simulate long chains of thought, enhancing its ability to tackle complex reasoning tasks. The model's architecture incorporates SFT and RLHF to align with human preferences for safety and helpfulness.

Training

Llama-Thinker-3B-Preview2-GGUF undergoes supervised fine-tuning and reinforcement learning to adapt to human feedback. This training process aligns the model to perform effectively in generating coherent text and reasoning through complex scenarios.

Guide: Running Locally

Basic Steps

1. Download the Model: Use the command ollama run llama-thinker-3b-preview2.gguf to download the model.
2. Model Initialization: The download will initialize the model, pulling necessary files and verifying integrity.
3. Interact with the Model: Once loaded, interact by sending prompts such as "How can you assist me today?"
4. Exit: Type /exit to quit the program.

Suggested Cloud GPUs

For efficient performance, consider using cloud GPUs with sufficient VRAM or CPU resources to handle model inference.

License

The model is released under the CreativeML OpenRAIL-M license, which governs its use and distribution.