Cipher-20B / README.md
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---
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">
πŸ’» <span style="background: linear-gradient(45deg, #FF6347, #FFD700); -webkit-background-clip: text; -webkit-text-fill-color: transparent;">Cipher-20B</span>
</div>
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<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/πŸ€—%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>
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[πŸ“œ License](https://helpingai.co/license) | [🌐 Website](https://helpingai.co)
</div>
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<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.
### πŸ’» <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))
```
## βš™οΈ <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.
## πŸ“š <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) β€’ [GitHub](https://github.com/HelpingAI) β€’ [Discord](https://discord.gg/YweJwNqrnH) β€’ [HuggingFace](https://huggingface.co/HelpingAI)