Upload README (2).md

README (2).md

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+---
+license: mit
+language:
+- ru
+- en
+- uk
+---
+### **🔥 PyroNet-mini**
+
+**PyroNet-mini** is a fine-tuned lightweight variant of [microsoft/Phi-4-mini-instruct](https://huggingface.co/microsoft/Phi-4-mini-instruct),  
+trained with a **custom multilingual instruction dataset** (English, Ukrainian, Russian).  
+It belongs to the **PyroNet family**, serving as the **mini version** of the main [PyroNet](https://huggingface.co/Kenan023214/PyroNet).  
+
+---
+
+### ✨ Features
+- 🔹 Based on **Phi-4-mini-instruct**  
+- 🔹 Fine-tuned with **LoRA adapters**  
+- 🔹 Multilingual (English / Українська / Русский)  
+- 🔹 Softer safety alignment for more natural answers  
+- 🔹 Optimized for dialogue, coding help, and educational purposes  
+
+---
+
+### 🚀 Usage
+
+## Inference with Transformers
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+import torch
+
+model_id = "Kenan023214/PyroNet-mini"
+
+tokenizer = AutoTokenizer.from_pretrained(model_id)
+model = AutoModelForCausalLM.from_pretrained(
+    model_id,
+    device_map="auto",
+    torch_dtype="auto"
+)
+
+messages = [
+    {"role": "system", "content": system_prompt},
+    {"role": "user", "content": "Explain quantum entanglement in simple words."}
+]
+
+
+input_text = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
+inputs = tokenizer(input_text, return_tensors="pt").to(model.device)
+
+# Generate the response
+outputs = model.generate(
+    inputs,
+    max_new_tokens=256,
+    pad_token_id=tokenizer.eos_token_id
+)
+
+print(tokenizer.decode(outputs[0], skip_special_tokens=True))
+```
+
+---
+
+
+### 📊 Intended Use
+
+Educational Q&A
+
+Coding assistance
+
+Multilingual chatbots
+
+Creative writing and storytelling
+
+
+
+---
+
+### ⚡ Limitations
+
+Being a mini model, it is less capable than larger PyroNet variants
+
+May produce factual inaccuracies
+
+Softer censorship may allow sensitive content
+
+
+
+---
+
+👤 Author & Contact
+
+Author: IceL1ghtning
+
+Maintainer: KenanAI
+
+Contact:
+
+
+<p align="left">
+  <a href="https://t.me/LogovoOfEngineer">
+    <img src="https://img.shields.io/badge/Telegram-Contact-blue?logo=telegram&style=for-the-badge" />
+  </a>
+  <a href="mailto:engineerglab@gmail.com">
+    <img src="https://img.shields.io/badge/Email-Contact-red?logo=gmail&style=for-the-badge" />
+  </a>
+</p>
+---