---
base_model: unsloth/qwen2.5-coder-1.5b-instruct
tags:
- text-generation-inference
- transformers
- unsloth
- qwen2
- trl
license: apache-2.0
language:
- en
datasets:
- Daemontatox/math_conv
library_name: transformers
---


# Zireal 1.5 - Fast Reasoning Model

**Developed by:** Daemontatox  
**Finetuned from:** [unsloth/qwen2.5-coder-1.5b-instruct](https://huggingface.co./unsloth/qwen2.5-coder-1.5b-instruct)  
**License:** Apache 2.0  

## Overview  
**Zireal 1.5** is a **fast, efficient reasoning model** designed for structured problem-solving and mathematical inference. It has been fine-tuned using **GRPO (General Reinforcement Policy Optimization)** on **24,000 high-quality mathematical examples**, making it highly effective for step-by-step reasoning and logic-based tasks.  

## Features  
- **Optimized for fast, structured reasoning** with minimal computational overhead.  
- **GRPO-trained** for superior decision-making in mathematical contexts.  
- **Lightweight yet highly capable**, leveraging Qwen2.5's instruction-tuned efficiency.  
- **Ideal for logic, algebra, arithmetic, and structured problem-solving.**  

## Usage  
You can load **Zireal 1.5** using `transformers`:  

```python
from transformers import AutoModelForCausalLM, AutoTokenizer

model_name = "Daemontatox/Zireal-1.5"  # Replace with actual model name
tokenizer = AutoTokenizer.from_pretrained(model_name)
model = AutoModelForCausalLM.from_pretrained(model_name)

inputs = tokenizer("Solve: 3x - 7 = 11", return_tensors="pt")
outputs = model.generate(**inputs, max_new_tokens=50)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))
```

## Intended Use  
- **Mathematical reasoning** (algebra, arithmetic, logic-based problems).  
- **Step-by-step structured problem-solving** for computational tasks.  
- **Lightweight inference** for fast, efficient reasoning applications.  

## Limitations  
- Primarily designed for structured reasoning rather than open-ended text generation.  
- Best suited for logic and mathematics rather than creative or conversational AI.  

## Acknowledgments  
**Zireal 1.5** is part of the **Zireal** model series, focusing on efficient and necessary reasoning. It is built on **Qwen2.5** and optimized using **Unsloth** for high-performance inference.  

---  

🔗 **[Hugging Face Model Card](https://huggingface.co./Daemontatox/Zireal-1.5)** (Replace with actual link)  
📜 **License:** Apache 2.0  
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