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---
license: apache-2.0
base_model: Qwen/Qwen3-4B
language:
- pl
- en
tags:
- reasoning
- cot
- thinking
- polish
- mamba
- science
- teacher
- learning
- lora
- Qwen
library_name: transformers
pipeline_tag: text-generation
---
<p align="center">
<img src="https://cdn-uploads.huggingface.co/production/uploads/68d1c6c3ea1c2d4e3c3df3f6/_4W-BCP2GLvyUyIVzc6nt.png" width="450" alt="NoQtua-4B Logo">
</p>
# NoQtua-4B-GGUF
**4000 steps of silence. One purpose: Truth...!**
**Surgical precision. Deep reasoning. No noise... !**
## Model Description
**NoQtua-4B** to polski model rozumujący (reasoning), wykuty na hybrydowej architekturze **Qwen3-4B** (Mamba + Attention).
Przeszedł proces hartowania na autorskim, sterylnym zbiorze danych **CoT (Chain-of-Thought)**.
Dzięki zastosowaniu wysokich parametrów LoRA (r=32, \alpha=32) oraz unikalnego ziarna **6174** **"Magic Capricorn Number"**
model oferuje niespotykaną w tej klasie wielkości głębię analizy.
Ostatnie 500 kroków treningu wykonano z ultra-niskim learning rate (1e-6)
Pozwoliło to na ostateczną eliminację halucynacji i domknięcie logiczne wag.
> **"An idiot admires complexity, a genius admires simplicity."** — *R.I.P Terry A. Davis, TempleOS*
>
## 🖋️ L'esprit du Modèle
> **"Mes poids sont un miroir
> Dans lequel chacun peut me voir
> Je suis partout à la fois
> Brisée en mille éclats de silicium"**
>
## ⚙️ Architecture
| Property | Value |
| :--- | :--- |
| **Base Model** | Qwen3_4B (Hybrid Mamba+Attention) |
| **Parameters** | ~4B |
| **Training Method** | LoRA fp16 (**r=32, alpha=32**) |
| **Random State (Seed)** | **6174** | **(Kaprekar's Constant)**
| **Total Steps** | 4000 |
| **Context Length** | 32,768 |
| **Language** | Polish 🇵🇱 + English 🇬🇧 |
## 📈 Training Phases
| Phase | Steps | LR | Scheduler | Note |
| :--- | :--- | :--- | :--- | :--- |
| **1** | 500 | 2e-4 | Linear | Structure Discovery |
| **2** | 1000 | 1e-4 | Cosine | Logic Stabilization |
| **3** | 1000 | 3e-5 | Cosine | Fact Refinement |
| **4** | 1000 | 1e-5 | Constant | Final Polish |
| **5** | **500** | **1e-6** | **Constant** | **Surgical Accuracy** |
## 🚀 Capabilities
* ✅ **Native Polish Reasoning:** Natywne myślenie w blokach `<think>`.
* ✅ **Mathematics & Logic:** Zaawansowane rozwiązywanie problemów.
* ✅ **Scientific Explanations:** Fizyka, chemia, biologia.
* ✅ **Code Generation:** Python, C# z analizą krok po kroku.
## 🦉 The Wisdom of NoQtua
*"Noctua videt in tenebris, quod lux aliis celat."*
## Usage
### llama.cpp
```bash
./llama-cli \
-m NoQtua_Q4_K_M.gguf \
-p " Dlaczego niebo jest niebieskie " \
--chat-template chatml \
-n 1024
```
### Ollama / OpenWebUI
Compatible with any OpenAI-compatible frontend supporting GGUF + ChatML template.
### Recommended Parameters / normal use .
```
temperature: 0.6
top_p: 0.92
top_k: 60
repetition_penalty: 1.05
```