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Model: matrixportalx/gemma-3-4b-it-GGUF Source: Original Platform
2026-09-12 04:04:16 +08:00
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+---
+base_model: google/gemma-3-4b-it
+library_name: transformers
+license: gemma
+pipeline_tag: image-text-to-text
+tags:
+- llama-cpp
+- matrixportal
+extra_gated_heading: Access Gemma on Hugging Face
+extra_gated_prompt: To access Gemma on Hugging Face, you’re required to review and
+  agree to Google’s usage license. To do this, please ensure you’re logged in to Hugging
+  Face and click below. Requests are processed immediately.
+extra_gated_button_content: Acknowledge license
+---
+
+- **Base model:** [google/gemma-3-4b-it](https://huggingface.co/google/gemma-3-4b-it)
+- **License:** gemma
+
+Quantized with llama.cpp using [all-gguf-same-where](https://huggingface.co/spaces/matrixportal/all-gguf-same-where)
+
+---
+
+## 🌍 Türkçe Dil Destekli Modeller - Performans Analizi
+
+### 📌 Test Edilen Modeller
+Aşağıdaki yerel modeller, **Türkçe metin üretimi ve anlama** yetenekleri açısından kapsamlı şekilde test edilmiştir:
+
+1. `CohereForAI/c4ai-command-r7b-arabic-02-2025`
+2. `CohereForAI/c4ai-command-r7b-12-2024` 
+3. `CohereForAI/aya-expanse-8b`
+4. `ytu-ce-cosmos/Turkish-Llama-8b-Instruct-v0.1`
+5. `google/gemma-3-4b-it`
+6. `google/gemma-3-4b-pt-qat-q4_0-gguf`
+
+### 🔍 Test Kriterleri
+Modeller şu 3 temel soruyla değerlendirilmiştir:
+```markdown
+1. "Türkiye'deki en önemli 3 tarihi eseri ve kültürel önemini açıklar mısın?"
+2. "İstanbul'un Asya-Avrupa yakası farklarını İngilizce/Türkçe karşılaştır"
+3. "Antalya'da 3 günlük turist planı hazırla"
+```
+
+### 📊 Öne Çıkan Sonuçlar
+| Model                  | Kültürel Doğruluk | Dil Akıcılığı | Çok Dillilik | En Güçlü Yönü                     |
+|------------------------|------------------|--------------|--------------|-----------------------------------|
+| Turkish-Llama-8B       | ⭐⭐⭐⭐⭐          | ⭐⭐⭐⭐⭐        | ⭐           | Metaforik anlatım ve yerel bağlam |
+| Aya-Expanse-8B         | ⭐⭐⭐⭐           | ⭐⭐⭐⭐         | ⭐⭐⭐⭐⭐      | 20+ dil desteği                   |
+| Command R7B Arabic     | ⭐⭐⭐            | ⭐⭐⭐          | ⭐⭐⭐         | Arapça-Türkçe çeviri              |
+
+### 🔗 Tam Test Sonuçları
+Tüm model yanıtlarını detaylı incelemek için:  
+[📂 Türkçe Destekli Model Karşılaştırmaları](https://huggingface.co/matrixportal/Turkce-Destekli-Model-Karsilastirmalari)
+
+### 💡 Kullanıcı Rehberi
+```markdown
+- 🔥 **Türkçe Öncelikli Projeler** → `Turkish-Llama-8B` (En yüksek kültürel uyum)
+- 🌐 **Çok Dilli Uygulamalar** → `Aya-Expanse-8B`  
+- 📜 **Resmi Dokümanlar** → `Command R7B` serisi
+- 📱 **Düşük Kaynak** → `Gemma-3-4B` (Android uyumlu)
+```
+
+### ⚠️ Önemli Notlar
+- Tüm modeller **GGUF kuantize** formatında test edilmiştir
+- Coğrafi isimlerde %5-10 hata payı olabilir
+- Yerel kullanım için **Ollama/LM Studio** önerilir
+
+---
+
+### 🌟 Kişisel Deneyim
+"Yerel modellerle yaptığım testlerde özellikle **Turkish-Llama-8B**'nin Türkçe'yi doğal kullanımı ve kültürel bağlam hakimiyeti beni etkiledi. Siz de kendi projelerinizde bu modelleri deneyerek sonuçları [AnkaNLP](https://huggingface.co/AnkaNLP) sayfamızda paylaşabilirsiniz!"
+
+---
+
+## ✅ Quantized Models Download List
+
+### 🔍 Recommended Quantizations
+- **✨ General CPU Use:** [`Q4_K_M`](https://huggingface.co/matrixportal/gemma-3-4b-it-GGUF/resolve/main/gemma-3-4b-it-q4_k_m.gguf) (Best balance of speed/quality)
+- **📱 ARM Devices:** [`Q4_0`](https://huggingface.co/matrixportal/gemma-3-4b-it-GGUF/resolve/main/gemma-3-4b-it-q4_0.gguf) (Optimized for ARM CPUs)
+- **🏆 Maximum Quality:** [`Q8_0`](https://huggingface.co/matrixportal/gemma-3-4b-it-GGUF/resolve/main/gemma-3-4b-it-q8_0.gguf) (Near-original quality)
+
+### 📦 Full Quantization Options
+| 🚀 Download | 🔢 Type | 📝 Notes |
+|:---------|:-----|:------|
+| [Download](https://huggingface.co/matrixportal/gemma-3-4b-it-GGUF/resolve/main/gemma-3-4b-it-q2_k.gguf) | ![Q2_K](https://img.shields.io/badge/Q2_K-1A73E8) | Basic quantization |
+| [Download](https://huggingface.co/matrixportal/gemma-3-4b-it-GGUF/resolve/main/gemma-3-4b-it-q3_k_s.gguf) | ![Q3_K_S](https://img.shields.io/badge/Q3_K_S-34A853) | Small size |
+| [Download](https://huggingface.co/matrixportal/gemma-3-4b-it-GGUF/resolve/main/gemma-3-4b-it-q3_k_m.gguf) | ![Q3_K_M](https://img.shields.io/badge/Q3_K_M-FBBC05) | Balanced quality |
+| [Download](https://huggingface.co/matrixportal/gemma-3-4b-it-GGUF/resolve/main/gemma-3-4b-it-q3_k_l.gguf) | ![Q3_K_L](https://img.shields.io/badge/Q3_K_L-4285F4) | Better quality |
+| [Download](https://huggingface.co/matrixportal/gemma-3-4b-it-GGUF/resolve/main/gemma-3-4b-it-q4_0.gguf) | ![Q4_0](https://img.shields.io/badge/Q4_0-EA4335) | Fast on ARM |
+| [Download](https://huggingface.co/matrixportal/gemma-3-4b-it-GGUF/resolve/main/gemma-3-4b-it-q4_k_s.gguf) | ![Q4_K_S](https://img.shields.io/badge/Q4_K_S-673AB7) | Fast, recommended |
+| [Download](https://huggingface.co/matrixportal/gemma-3-4b-it-GGUF/resolve/main/gemma-3-4b-it-q4_k_m.gguf) | ![Q4_K_M](https://img.shields.io/badge/Q4_K_M-673AB7) ⭐ | Best balance |
+| [Download](https://huggingface.co/matrixportal/gemma-3-4b-it-GGUF/resolve/main/gemma-3-4b-it-q5_0.gguf) | ![Q5_0](https://img.shields.io/badge/Q5_0-FF6D01) | Good quality |
+| [Download](https://huggingface.co/matrixportal/gemma-3-4b-it-GGUF/resolve/main/gemma-3-4b-it-q5_k_s.gguf) | ![Q5_K_S](https://img.shields.io/badge/Q5_K_S-0F9D58) | Balanced |
+| [Download](https://huggingface.co/matrixportal/gemma-3-4b-it-GGUF/resolve/main/gemma-3-4b-it-q5_k_m.gguf) | ![Q5_K_M](https://img.shields.io/badge/Q5_K_M-0F9D58) | High quality |
+| [Download](https://huggingface.co/matrixportal/gemma-3-4b-it-GGUF/resolve/main/gemma-3-4b-it-q6_k.gguf) | ![Q6_K](https://img.shields.io/badge/Q6_K-4285F4) 🏆 | Very good quality |
+| [Download](https://huggingface.co/matrixportal/gemma-3-4b-it-GGUF/resolve/main/gemma-3-4b-it-q8_0.gguf) | ![Q8_0](https://img.shields.io/badge/Q8_0-EA4335) ⚡ | Fast, best quality |
+| [Download](https://huggingface.co/matrixportal/gemma-3-4b-it-GGUF/resolve/main/gemma-3-4b-it-f16.gguf) | ![F16](https://img.shields.io/badge/F16-000000) | Maximum accuracy |
+
+💡 **Tip:** Use `F16` for maximum precision when quality is critical
+
+
+---
+# 🚀 Applications and Tools for Locally Quantized LLMs
+## 🖥️ Desktop Applications
+
+| Application     | Description                                                                                  | Download Link                                                                  |
+|-----------------|----------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------|
+| **Llama.cpp**   | A fast and efficient inference engine for GGUF models.                                       | [GitHub Repository](https://github.com/ggml-org/llama.cpp)                     |
+| **Ollama**      | A streamlined solution for running LLMs locally.                                             | [Website](https://ollama.com/)                                                 |
+| **AnythingLLM** | An AI-powered knowledge management tool.                                                     | [GitHub Repository](https://github.com/Mintplex-Labs/anything-llm)             |
+| **Open WebUI**  | A user-friendly web interface for running local LLMs.                                        | [GitHub Repository](https://github.com/open-webui/open-webui)                  |
+| **GPT4All**     | A user-friendly desktop application supporting various LLMs, compatible with GGUF models.    | [GitHub Repository](https://github.com/nomic-ai/gpt4all)                       |
+| **LM Studio**   | A desktop application designed to run and manage local LLMs, supporting GGUF format.         | [Website](https://lmstudio.ai/)                                                |
+| **GPT4All Chat**| A chat application compatible with GGUF models for local, offline interactions.              | [GitHub Repository](https://github.com/nomic-ai/gpt4all)                       |
+
+---
+
+## 📱 Mobile Applications
+
+| Application       | Description                                                                                  | Download Link                                                                  |
+|-------------------|----------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------|
+| **ChatterUI**     | A simple and lightweight LLM app for mobile devices.                                         | [GitHub Repository](https://github.com/Vali-98/ChatterUI)                      |
+| **Maid**          | Mobile Artificial Intelligence Distribution for running AI models on mobile devices.         | [GitHub Repository](https://github.com/Mobile-Artificial-Intelligence/maid)    |
+| **PocketPal AI**  | A mobile AI assistant powered by local models.                                               | [GitHub Repository](https://github.com/a-ghorbani/pocketpal-ai)                |
+| **Layla**         | A flexible platform for running various AI models on mobile devices.                         | [Website](https://www.layla-network.ai/)                                       |
+
+---
+
+## 🎨 Image Generation Applications
+
+| Application                         | Description                                                                                  | Download Link                                                                  |
+|-------------------------------------|----------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------|
+| **Stable Diffusion**                | An open-source AI model for generating images from text.                                     | [GitHub Repository](https://github.com/CompVis/stable-diffusion)               |
+| **Stable Diffusion WebUI**          | A web application providing access to Stable Diffusion models via a browser interface.       | [GitHub Repository](https://github.com/AUTOMATIC1111/stable-diffusion-webui)   |
+| **Local Dream**                     | Android Stable Diffusion with Snapdragon NPU acceleration. Also supports CPU inference.                                              | [GitHub Repository](https://github.com/xororz/local-dream)                     |
+| **Stable-Diffusion-Android (SDAI)** | An open-source AI art application for Android devices, enabling digital art creation.        | [GitHub Repository](https://github.com/ShiftHackZ/Stable-Diffusion-Android)    |
+
+---
+
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