---
license: other
license_name: helpingai
license_link: https://helpingai.co/license
pipeline_tag: text-generation
language:
  - en
tags:
  - HelpingAI
  - Cipher
  - Code Generation
  - Programming
  - AI Assistant
library_name: transformers
---

<div align="center">
  💻 <span style="background: linear-gradient(45deg, #FF6347, #FFD700); -webkit-background-clip: text; -webkit-text-fill-color: transparent;">Cipher-20B</span>
</div>

<div align="center" style="display: flex; justify-content: center; gap: 4px;">
  <a href="https://github.com/HelpingAI"><img src="https://img.shields.io/badge/GitHub-Organization-blue.svg" alt="GitHub Organization"></a>
  <a href="https://huggingface.co/HelpingAI"><img src="https://img.shields.io/badge/🤗%20Hugging%20Face-Organization-yellow" alt="Hugging Face"></a>
  <a href="https://helpingai.co/license"><img src="https://img.shields.io/badge/License-HelpingAI-green.svg" alt="Model License"></a>
  <a href="https://github.com/HelpingAI/community/discussions"><img src="https://img.shields.io/badge/Join-Community%20Discussion-blue?style=for-the-badge&logo=github" alt="Join Community Discussion"></a>
</div>

<div align="center">
  [📜 License](https://helpingai.co/license) | [🌐 Website](https://helpingai.co)
</div>

<div align="center" style="display: flex; justify-content: center; gap: 4px;">
  <img src="https://img.shields.io/badge/Model%20Size-20B-ff6347" alt="Model Size">
    <img src="https://img.shields.io/badge/Task-Code%20Generation-blue" alt="Task">
  <img src="https://img.shields.io/badge/Deployment-Efficient%20&%20Fast-yellow" alt="Deployment Speed">
</div>

## 🌟 <span style="background: linear-gradient(45deg, #FF6347, #FFD700); -webkit-background-clip: text; -webkit-text-fill-color: transparent;">About Cipher-20B</span>

**Cipher-20B** is a 20 billion parameter causal language model designed for code generation.

### 💻 <span style="background: linear-gradient(45deg, #FF6347, #FFD700); -webkit-background-clip: text; -webkit-text-fill-color: transparent;">Implementation</span>

### <span style="color: #FF6347;">Using Transformers</span>

```python
from transformers import AutoModelForCausalLM, AutoTokenizer

# Load Cipher-20B
model = AutoModelForCausalLM.from_pretrained("HelpingAI/Cipher-20B")
tokenizer = AutoTokenizer.from_pretrained("HelpingAI/Cipher-20B")

# Example usage
code_task = [
    {"role": "system", "content": "You are Cipher"},
    {"role": "user", "content": "Write a Python function to calculate the Fibonacci sequence."}
]

inputs = tokenizer.apply_chat_template(
    code_task,
    add_generation_prompt=True,
    return_tensors="pt"
)

outputs = model.generate(
    inputs,
    max_new_tokens=256,
    temperature=0.7,
    top_p=0.9,
)

print(tokenizer.decode(outputs[0], skip_special_tokens=True))
```

## ⚙️  <span style="background: linear-gradient(45deg, #FF6347, #FFD700); -webkit-background-clip: text; -webkit-text-fill-color: transparent;">Training Details</span>

### <span style="color: #FF6347;">Training Data</span>
*   Trained on a large dataset of code, programming tasks, and technical documentation.
* Fine-tuned for multiple programming languages like Python, JavaScript, and C++.

### <span style="color: #FFD700;">Capabilities</span>
*   Generates code in multiple languages.
*   Detects and corrects common coding errors.
*   Provides clear explanations of code.

## ⚠️ <span style="background: linear-gradient(45deg, #FF6347, #FFD700); -webkit-background-clip: text; -webkit-text-fill-color: transparent;">Limitations</span>

*   May generate verbose code depending on the input.
*   Long code generation may exceed token limits.
*   Ambiguous instructions can lead to incomplete or incorrect code.
*   Prioritizes efficiency in code generation.

### <span style="color: #FF6347;">Safety</span>
*   Avoids generating harmful or malicious code.
*   Will not assist with illegal or unethical activities.

## 📚 <span style="background: linear-gradient(45deg, #FF6347, #FFD700); -webkit-background-clip: text; -webkit-text-fill-color: transparent;">Citation</span>

```bibtex
@misc{cipher2024,
  author = {Abhay Koul},
  title = {Cipher-20B: Your Ultimate Code Buddy},
  year = {2024},
  publisher = {HelpingAI},
  journal = {HuggingFace},
  howpublished = {\url{https://huggingface.co/HelpingAI/Cipher-20B}}
}
```

*Built with dedication, precision, and passion by HelpingAI*

[Website](https://helpingai.co) • [GitHub](https://github.com/HelpingAI) • [Discord](https://discord.gg/YweJwNqrnH) • [HuggingFace](https://huggingface.co/HelpingAI)