Create README.md

README.md

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+# 🧠 Phyen — Fine-Tuned Qwen Model for Physics and Engineering Reasoning
+
+**Model ID:** [parani01/phyen](https://huggingface.co/parani01/phyen)  
+**Base Model:** Qwen (7B or equivalent)  
+**Type:** Fully fine-tuned and merged model (not LoRA)  
+**Framework:** PyTorch + Transformers  
+**Files:** 4 × `.safetensors` shards + tokenizer  
+
+---
+
+## 🧩 Model Summary
+**Phyen** is a specialized variant of the Qwen model, fine-tuned for **physics**, **engineering**, and **technical scientific reasoning**.  
+It has been trained and merged to perform better on domain-specific text such as:
+- Thermodynamics  
+- Fluid mechanics  
+- Structural analysis  
+- General physics conceptual reasoning  
+
+It retains general Qwen language ability but prioritizes scientific precision.
+
+---
+
+## 🚀 Usage Example
+
+```python
+from transformers import AutoTokenizer, AutoModelForCausalLM
+
+model_id = "parani01/phyen"
+tokenizer = AutoTokenizer.from_pretrained(model_id)
+model = AutoModelForCausalLM.from_pretrained(model_id, device_map="auto")
+
+prompt = "Explain the laws of thermodynamics in simple words."
+inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
+outputs = model.generate(**inputs, max_new_tokens=120)
+print(tokenizer.decode(outputs[0], skip_special_tokens=True))
+```
+
+---
+
+## 📘 Intended Use
+**Intended for:**
+- Physics and engineering question answering  
+- Scientific writing and conceptual reasoning  
+- Educational or research assistants  
+
+**Not intended for:**
+- General conversation  
+- Legal or medical advice  
+- Sensitive or factual decision-making outside the training domain  
+
+---
+
+## ⚙️ Technical Details
+
+| Field | Description |
+|-------|--------------|
+| **Architecture** | Qwen-style Transformer |
+| **Parameters** | ~7 Billion |
+| **Precision** | bfloat16 / float16 (auto-detect) |
+| **Framework** | PyTorch + safetensors |
+| **Tokenizer** | Qwen tokenizer |
+
+---
+
+## ⚠️ Limitations
+- May hallucinate answers outside scientific domains  
+- Requires GPU (≥16GB VRAM recommended) for efficient inference  
+- Does not guarantee factual correctness in all contexts  
+
+---
+
+## 🧩 Training Information
+- **Base Model:** Qwen-7B (open-source base)  
+- **Fine-tuned with:** domain-specific corpus of physics and engineering text  
+- **Merged into:** full model weights (`merged_vlm_physics`)  
+
+---
+
+## 🏷️ License
+Add your license here (for example, Apache-2.0 or MIT).  
+Ensure you comply with the original Qwen base model’s license.
+
+---
+
+## 👨‍💻 Author
+Developed and fine-tuned by **Parani Dharan**  
+Published at: [Hugging Face — parani01](https://huggingface.co/parani01)
+
+---
+
+## 💬 Citation
+
+If you use this model, please cite it as:
+
+```
+@model{parani2025phyen,
+  title={Phyen: Fine-tuned Qwen Model for Physics and Engineering Reasoning},
+  author={Parani Dharan},
+  year={2025},
+  publisher={Hugging Face}
+}
+```