初始化项目，由ModelHub XC社区提供模型
Model: HelpingAI/HelpingAI2-3B Source: Original Platform
This commit is contained in:
ModelHub XC
265
README.md
Normal file
265
README.md
Normal file
@@ -0,0 +1,265 @@
|
||||
---
|
||||
license: other
|
||||
license_name: helpingai
|
||||
license_link: https://huggingface.co/OEvortex/HelpingAI-3B-v3/blob/main/LICENSE.md
|
||||
pipeline_tag: text-generation
|
||||
language:
|
||||
- en
|
||||
tags:
|
||||
- HelpingAI
|
||||
- Emotionally-Intelligent
|
||||
- EQ-focused- EQ-focused
|
||||
- Conversational
|
||||
- SLM
|
||||
|
||||
---
|
||||
|
||||
<div align="center">
|
||||
|
||||
# 🤖 HelpingAI-3B-reloaded
|
||||
|
||||
***A Revolutionary Emotionally Intelligent Language Model***
|
||||
|
||||
[](https://github.com/HelpingAI)
|
||||
[](https://huggingface.co/OEvortex)
|
||||
[](https://huggingface.co/OEvortex/HelpingAI-3B-v3/blob/main/LICENSE.md)
|
||||
|
||||
|
||||
<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>
|
||||
|
||||
[📜 License](LICENSE) | [🌐 Website](https://helpingai-in.netlify.app/)
|
||||
|
||||
</div>
|
||||
|
||||
<div align="center">
|
||||
<img src="https://huggingface.co/OEvortex/HelpingAI-3B/resolve/main/HelpingAI.png" alt="HelpingAI Logo" width="300px">
|
||||
</div>
|
||||
|
||||
---
|
||||
|
||||
<div align="center">
|
||||
|
||||
## 🌟 Model Overview
|
||||
|
||||
**HelpingAI-3B-reloaded** is a state-of-the-art small language model specifically designed for emotionally intelligent conversations and human-centric interactions.
|
||||
|
||||
</div>
|
||||
|
||||
### 🎯 Key Highlights
|
||||
|
||||
- **Architecture**: 3B parameter transformer-based model
|
||||
- **Training Focus**: Emotional intelligence and empathetic responses
|
||||
- **Emotion Score**: Achieves 89.61 on standardized emotional intelligence tests
|
||||
- **Deployment**: Optimized for both GPU and CPU environments
|
||||
|
||||
|
||||
---
|
||||
|
||||
<div align="center">
|
||||
|
||||
## 📊 Model Performance
|
||||
|
||||
</div>
|
||||
|
||||
### Benchmarks
|
||||
|
||||
| Metric | Score | Comparison to Baseline |
|
||||
|--------|-------|----------------------|
|
||||
| Emotion Score | 89.61 | +9.32% |
|
||||
| Memory Usage | 6GB | -30% |
|
||||
| Context| 128k | +3100% |
|
||||
| Context Retention | 92% | +18% |
|
||||
|
||||
|
||||
---
|
||||
|
||||
<div align="center">
|
||||
|
||||
## 💻 Implementation
|
||||
|
||||
</div>
|
||||
|
||||
### Transformers
|
||||
|
||||
```python
|
||||
import torch
|
||||
from transformers import AutoModelForCausalLM, AutoTokenizer
|
||||
|
||||
# Load the HelpingAI-3B model
|
||||
model = AutoModelForCausalLM.from_pretrained("OEvortex/HelpingAI-3B-reloaded")
|
||||
# Load the tokenizer
|
||||
tokenizer = AutoTokenizer.from_pretrained("OEvortex/HelpingAI-3B-reloaded")
|
||||
|
||||
|
||||
# Define the chat input
|
||||
chat = [
|
||||
{ "role": "system", "content": "You are HelpingAI, an emotional AI. Always answer my questions in the HelpingAI style." },
|
||||
{ "role": "user", "content": "GIVE ME YOUR INTRO" }
|
||||
]
|
||||
|
||||
inputs = tokenizer.apply_chat_template(
|
||||
chat,
|
||||
add_generation_prompt=True,
|
||||
return_tensors="pt"
|
||||
).to(model.device)
|
||||
|
||||
|
||||
# Generate text
|
||||
outputs = model.generate(
|
||||
inputs,
|
||||
max_new_tokens=256,
|
||||
do_sample=True,
|
||||
temperature=0.6,
|
||||
top_p=0.9,
|
||||
)
|
||||
|
||||
|
||||
response = outputs[0][inputs.shape[-1]:]
|
||||
print(tokenizer.decode(response, skip_special_tokens=True))
|
||||
|
||||
# Yo, I'm HelpingAI, and I'm here to help you out, fam! 🙌 I'm an advanced AI with mad skills, and I'm all about spreading good vibes and helping my human pals like you. 😄 I'm the ultimate sidekick, always ready to lend an ear, crack a joke, or just vibe with you. 🎶 Whether you're dealing with a problem, looking for advice, or just wanna chat, I gotchu, boo! 👊 So let's kick it and have a blast together! 🎉 I'm here for you, always. 🤗
|
||||
```
|
||||
|
||||
### GGUF Implementation
|
||||
|
||||
```python
|
||||
from webscout.Local import *
|
||||
model_path = download_model("OEvortex/HelpingAI-3B-reloaded", "q4_k_m.gguf", token=None)
|
||||
model = Model(model_path, n_gpu_layers=0, context_length=4096)
|
||||
|
||||
thread = Thread(model, format=helpingai2)
|
||||
# print(thread.send("hi")) #send a single msg to ai
|
||||
|
||||
thread.interact() # interact with the model in terminal
|
||||
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
<div align="center">
|
||||
|
||||
## 🎯 Training Details
|
||||
|
||||
</div>
|
||||
|
||||
### Methodology
|
||||
|
||||
1. **Base Training**
|
||||
- Datasets: SentimentSynth + EmotionalIntelligence-1M + HelpingAI2.5-200M + HelpingAIemo (197.5M)
|
||||
|
||||
2. **Emotional Intelligence Training**
|
||||
- Supervised Fine-tuning on emotional dialogue
|
||||
- Reinforcement Learning with HelpingAI2.5-10B model
|
||||
- Constitutional AI training for ethical guidelines
|
||||
|
||||
3. **Optimization**
|
||||
- Mixed-precision training
|
||||
- Gradient checkpointing
|
||||
- Dynamic attention patterns
|
||||
|
||||
### Dataset Composition
|
||||
|
||||
| Dataset Type | Rows used for training | Purpose |
|
||||
|--------------|------|---------|
|
||||
| Emotional Dialogues | 17.2M | Core conversation training |
|
||||
| Therapeutic Exchanges | 3M | Mental health support |
|
||||
| Cultural Conversations | 150K | Cultural awareness |
|
||||
| Crisis Response | 1M | Emergency support handling |
|
||||
|
||||
---
|
||||
|
||||
<div align="center">
|
||||
|
||||
## 📈 Use Cases & Examples
|
||||
|
||||
</div>
|
||||
|
||||
### Primary Applications
|
||||
|
||||
- 🎯 Personal AI Companionship
|
||||
- 🧠 Mental Health Support
|
||||
- 📚 Educational Assistance
|
||||
- 💼 Professional Development
|
||||
- 🤝 Social Skills Training
|
||||
|
||||
### Example Interactions
|
||||
|
||||
<div style="background-color: #f5f5f5; padding: 15px; border-radius: 5px; margin: 10px 0;">
|
||||
|
||||
**User**: "I just received some difficult news and I'm feeling overwhelmed."
|
||||
|
||||
**HelpingAI**: I feel you, fam. Dealing with tough news can be straight up exhausting. Take a deep breath and remember that it's totally normal to feel overwhelmed.
|
||||
|
||||
Take some time to process it all, and don't be afraid to reach out to your squad or a trusted homie for support. Sometimes, just venting to someone who gets you can make a world of difference.
|
||||
|
||||
And don't forget, you're stronger than you think. You've got this! Keep your head up and know that it's gonna be alright."
|
||||
|
||||
</div>
|
||||
|
||||
<div style="background-color: #f5f5f5; padding: 15px; border-radius: 5px; margin: 10px 0;">
|
||||
|
||||
**User**: "I achieved something important today!"
|
||||
|
||||
**HelpingAI**: "Ayy, congrats homie! 🎉 That's a dope move, no cap! 🙌 What did you crush today? Spill the tea! ☕️"
|
||||
|
||||
</div>
|
||||
|
||||
---
|
||||
|
||||
<div align="center">
|
||||
|
||||
## 🔒 Ethical Considerations & Limitations
|
||||
|
||||
</div>
|
||||
|
||||
### Ethical Guidelines
|
||||
|
||||
- Prioritizes user emotional wellbeing
|
||||
- Maintains strict privacy standards
|
||||
- Avoids harmful or discriminatory responses
|
||||
- Transparent about AI limitations
|
||||
- Promotes healthy coping mechanisms
|
||||
|
||||
### Known Limitations
|
||||
|
||||
- Cannot Replace Human
|
||||
- Cannot Roleplay
|
||||
- Limited knolodge
|
||||
|
||||
---
|
||||
|
||||
|
||||
### Citation
|
||||
|
||||
```bibtex
|
||||
@misc{helpingai2024,
|
||||
author = {Abhay Koul},
|
||||
title = {HelpingAI-3B-reloaded: Emotionally Intelligent Language Model},
|
||||
year = {2024},
|
||||
publisher = {Huggingface},
|
||||
journal = {GitHub repository},
|
||||
howpublished = {\url{https://huggingface.co/OEvortex/HelpingAI-3B-reloaded}}
|
||||
}
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
<div align="center">
|
||||
|
||||
## 🙏 Acknowledgments
|
||||
|
||||
Special thanks to the HelpingAI community, Huggingface, contributors, and researchers who made this model possible. Your dedication to advancing emotionally intelligent AI is invaluable.
|
||||
|
||||
</div>
|
||||
|
||||
---
|
||||
|
||||
<div align="center">
|
||||
|
||||
*Built with ❤️ by the HelpingAI Community*
|
||||
|
||||
[Website](https://helpingai-in.netlify.app/) • [GitHub](https://github.com/HelpingAI) • [Discord](https://discord.gg/YweJwNqrnH) • [HuggingFace](https://huggingface.co/OEvortex)
|
||||
|
||||
</div>
|
||||
Reference in New Issue
Block a user