| | --- |
| | 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> |
| | --- |
