初始化项目，由ModelHub XC社区提供模型

Model: HelpingAI/HelpingAI2-3B
Source: Original Platform

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README.md

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+---
+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***
+
+[![GitHub Organization](https://img.shields.io/badge/GitHub-Organization-blue.svg)](https://github.com/HelpingAI)
+[![Hugging Face](https://img.shields.io/badge/🤗%20Hugging%20Face-Organization-yellow)](https://huggingface.co/OEvortex)
+[![Model License](https://img.shields.io/badge/License-HelpingAI-green.svg)](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>

config.json

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+
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+    "LlamaForCausalLM"
+  ],
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+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": [
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+    128008,
+    128009
+  ],
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+  "hidden_act": "silu",
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+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 24,
+  "num_hidden_layers": 24,
+  "num_key_value_heads": 8,
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+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 32.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": true,
+  "torch_dtype": "float16",
+  "transformers_version": "4.44.2",
+  "use_cache": true,
+  "vocab_size": 128256
+}

configuration.json

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