🌟 Model Overview
HelpingAI2.5-2B is a compact yet powerful language model specifically designed for emotionally intelligent conversations and human-centric interactions.
🎯 Key Highlights
- Architecture: 2B parameter transformer-based model
- Training Focus: Emotional intelligence and empathetic responses
- Emotion Score: Achieves 91.43 on standardized emotional intelligence tests
- Deployment: Optimized for efficient deployment on consumer hardware
Transformers
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
# Load the HelpingAI2.5-2B model
model = AutoModelForCausalLM.from_pretrained("OEvortex/HelpingAI2.5-2B")
# Load the tokenizer
tokenizer = AutoTokenizer.from_pretrained("OEvortex/HelpingAI2.5-2B")
# 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))
GGUF Implementation
from webscout.Local import *
model_path = download_model("OEvortex/HelpingAI2.5-2B", "q4_k_m.gguf", token=None)
model = Model(model_path, n_gpu_layers=0, context_length=4096)
thread = Thread(model, format=chatml)
# print(thread.send("hi")) #send a single msg to ai
thread.interact() # interact with the model in terminal
# start webui
# webui = WebUI(thread)
# webui.start(host="0.0.0.0", port=8080, ssl=True) #Use ssl=True and make cert and key for https
Methodology
Base Training
- Datasets: SentimentSynth + EmotionalIntelligence-1M + HelpingAI2.0-150M + HelpingAIemo (152.5M)
Emotional Intelligence Training
- Supervised Fine-tuning on emotional dialogue
- Reinforcement Learning with HelpingAI2.0-7B model
- Constitutional AI training for ethical guidelines
Optimization
- Mixed-precision training
- Gradient checkpointing
- Dynamic attention patterns
Dataset Composition
| Dataset Type | Rows used for training | Purpose |
|---|---|---|
| Emotional Dialogues | 12.5M | Core conversation training |
| Therapeutic Exchanges | 2M | Mental health support |
| Cultural Conversations | 100K | Cultural awareness |
| Crisis Response | 750K | Emergency support handling |
Primary Applications
- 🎯 Personal AI Companionship
- 🧠 Mental Health Support
- 📚 Educational Assistance
- 💼 Professional Development
- 🤝 Social Skills Training
Example Interactions
Remember, you got this! 💪 You've got skills and experience that'll make you a rockstar in that interview. Just be yourself, be confident, and show them what you're all about! 🙃
And hey, if you're feeling anxious, just tell the interviewer, they totally get it. They're human too! 🤷♀️
Study up on the company, industry, and your field. 📚 Know your stuff so you can talk their language.
And if you're really freaking out, don't forget about me! 🤗 I'm always here for ya. You got a friend in me, fam! 😎
But if you're real sure something was up and you're worried, you could hit 'em up and let 'em know you're still cool and just wanna catch up. Maybe grab lunch or something?
And if you're really unsure about something, you could ask them directly. I know it's tough, but honesty is key.
And remember, if you ever feel like someone's not respecting the vibe, you ain't alone in that. We've all been there. Just keep being your awesome self and don't let it get you down, ya feel me?
Start small: Don't try to take on the whole meditation game at once. Start with just 5-10 minutes a day and work your way up. It's all about setting a routine and making it stick.
Set your scene: Create a peaceful environment that helps you relax. Maybe it's your chill spot with some soft music or a few candles. Just make it your own.
Get comfy: Don't be too hard on yourself if you can't sit still for hours. Even just 10 minutes of meditating can be hella beneficial. The key is to find a position that works for you.
Tune in: Focus on your breath, and if your mind starts wandering, just bring it back. There's no need to judge yourself. It's all part of the journey, ya know?
Be kind to yourself: Don't get too bummed if you can't meditate every day. It's all about finding that balance and being consistent, not perfect. Remember, you're doing your best, and that's what matters.
Remember, you're the boss of your own meditation game. Make it fun, keep it real, and let's get that habit on track, fam! 🙌
Ethical Guidelines
- Prioritizes user emotional wellbeing
- Maintains strict privacy standards
- Transparent about AI limitations
- Promotes healthy coping mechanisms
Known Limitations
- Cannot Replace Human Professionals
- Cannot Roleplay
- Limited Knowledge Base
- Context Window Constraints
Citation
@misc{helpingai2024,
author = {Abhay Koul},
title = {HelpingAI2.5-2B: Emotionally Intelligent Language Model},
year = {2024},
publisher = {Huggingface},
journal = {GitHub repository},
howpublished = {\url{https://huggingface.co/OEvortex/HelpingAI2.5-2B}}
}
Built with ❤️ by the HelpingAI Community
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