Codepy Deepthink 3 B G G U F

Introduction

The Codepy 3B Deep Think GGUF Model is a fine-tuned version of the meta-llama/Llama-3.2-3B-Instruct model, optimized for text generation tasks requiring deep reasoning and logical structuring. It is particularly suitable for applications in education, programming, and creative writing.

Architecture

The model is based on an auto-regressive transformer architecture, specifically Llama 3.2. It employs supervised fine-tuning (SFT) and reinforcement learning with human feedback (RLHF) to align with human preferences, ensuring its outputs are helpful and safe.

Training

This model utilizes an optimized architecture to deliver accurate and contextually relevant outputs. It is capable of generating step-by-step solutions and creative content through its advanced understanding of structured and unstructured data.

Guide: Running Locally

Download and Install

1. Download Ollama: Visit ollama.com and install it on your Windows or Mac system.

Run GGUF Models

1. Create the Model File: Example file name: metallama.
2. Add the Template Command: Include a FROM line specifying the base model:

   FROM Llama-3.2-1B.F16.gguf
   

3. Create and Patch the Model: Execute the following commands:

   ollama create metallama -f ./metallama
   ollama list
   

4. Running the Model: Use the command:

   ollama run metallama
   

Sample Usage

Interact with your model using commands like:

>>> write a mini passage about space x

Cloud GPUs

For enhanced performance, consider using cloud GPUs from providers like AWS, Google Cloud, or Azure.

License

This model is released under the CreativeML OpenRAIL-M license, allowing for open and flexible usage while maintaining certain usage conditions.