From eaec7a685bac5cfd7eabcbab45bf7ba11b778db6 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Sat, 11 Apr 2026 10:38:00 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: HattoriHanzo1/NoQtua-4B-GGUF Source: Original Platform --- .gitattributes | 44 ++++++++++++++++++++ NoQtua_IQ4_XS.gguf | 3 ++ NoQtua_Q3_K_M.gguf | 3 ++ NoQtua_Q4_K_M.gguf | 3 ++ NoQtua_Q4_K_S.gguf | 3 ++ NoQtua_Q5_K_M.gguf | 3 ++ NoQtua_Q5_K_S.gguf | 3 ++ NoQtua_Q6_K.gguf | 3 ++ NoQtua_Q8_0.gguf | 3 ++ NoQtua_f16.gguf | 3 ++ README.md | 100 +++++++++++++++++++++++++++++++++++++++++++++ 11 files changed, 171 insertions(+) create mode 100644 .gitattributes create mode 100644 NoQtua_IQ4_XS.gguf create mode 100644 NoQtua_Q3_K_M.gguf create mode 100644 NoQtua_Q4_K_M.gguf create mode 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+ NoQtua-4B Logo +

+ +# 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 ``. +* ✅ **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 +``` +