初始化项目，由ModelHub XC社区提供模型

Model: HattoriHanzo1/NoQtua-4B-GGUF
Source: Original Platform

.gitattributes

@@ -0,0 +1,44 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+NoQtua_Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+NoQtua_f16.gguf filter=lfs diff=lfs merge=lfs -text
+NoQtua_Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
+NoQtua_Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+NoQtua_IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
+NoQtua_Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+NoQtua_Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
+NoQtua_Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
+NoQtua_Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text

NoQtua_IQ4_XS.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a4670394543714266ebb3a28a70a8d5f62e6bda7209a559820641043edf1989d
+size 2286316352

NoQtua_Q3_K_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e40220160e00a833183085b61706f7a9c7338d7cd5a8508cfb19546863dfb4ba
+size 2075618112

NoQtua_Q4_K_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:874280b0205f242ea64ee7ab66066d2ac5fb119f969794be2b174dca294ca94f
+size 2497280832

NoQtua_Q4_K_S.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7a65e6619dd9360b98ce8bbab2510120fa6c5c6fe2ce103a55df1c28176763c1
+size 2383309632

NoQtua_Q5_K_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:077d19b3c00a9850cd81cbf60f5111ec1b145dd98d727ce052db0da21dafc27e
+size 2889513792

NoQtua_Q5_K_S.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:535dcee7cb39879f8be3d0ed9d25b69ff145758fcbc1b28ee403299b2efe329b
+size 2823711552

NoQtua_Q6_K.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2f4e45e7c0606a68a28264872c42455a4068078cb8b44acb81bf73244491d549
+size 3306261312

NoQtua_Q8_0.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:75a3cf377403a69aa4ae2cd4cb125b9bfb698f77ba453b32d11f778a5e09eccb
+size 4280405312

NoQtua_f16.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a0a34271b74d68e31b7093a11433ffb8b21c7a9e02fe47851e7725259adb8ade
+size 8051285312

README.md

@@ -0,0 +1,100 @@
+---
+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
+```
+