File size: 4,591 Bytes
69e935c |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 |
---
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)
|