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---
base_model:
- meta-llama/Llama-3.2-3B-Instruct
tags:
- text-generation-inference
- reasoning
- transformers
- DeepSeek R1
- llama
- gguf
license: apache-2.0
language:
- en
---

# Uploaded  model

- **Developed by:** johnnietien
- **License:** apache-2.0
- **Finetuned from model :** meta-llama/Llama-3.2-1B-Instruct

This is one of my first Reasoning model can have an “aha moment” same as DeepSeek’s R1. 
We've enhanced the entire GRPO process, making it use 80% less VRAM than Hugging Face + FA2. 
This allows you to reproduce R1-Zero's "aha moment" on just 7GB of VRAM using llama-3.2-1b.
Please note, this isn’t fine-tuning DeepSeek’s R1 distilled models or using distilled data from R1 for tuning.
This is converting a standard model into a full-fledged reasoning model using GRPO.