commit 605b9be60357fe0e0c5496bc280f826a09dc380e Author: ModelHub XC Date: Sat Sep 12 04:04:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: matrixportalx/gemma-3-4b-it-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..fb37377 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,50 @@ +*.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 +gemma-3-4b-it-q4_k_m.gguf filter=lfs diff=lfs merge=lfs -text +gemma-3-4b-it-q4_0.gguf filter=lfs diff=lfs merge=lfs -text +gemma-3-4b-it-q5_k_m.gguf filter=lfs diff=lfs merge=lfs -text +gemma-3-4b-it-q6_k.gguf filter=lfs diff=lfs merge=lfs -text +gemma-3-4b-it-q8_0.gguf filter=lfs diff=lfs merge=lfs -text +gemma-3-4b-it-f16.gguf filter=lfs diff=lfs merge=lfs -text +gemma-3-4b-it-q2_k.gguf filter=lfs diff=lfs merge=lfs -text +gemma-3-4b-it-q3_k_s.gguf filter=lfs diff=lfs merge=lfs -text +gemma-3-4b-it-q3_k_m.gguf filter=lfs diff=lfs merge=lfs -text +gemma-3-4b-it-q3_k_l.gguf filter=lfs diff=lfs merge=lfs -text +x-ray_alpha-mmproj.gguf filter=lfs diff=lfs merge=lfs -text +mmproj.gguf filter=lfs diff=lfs merge=lfs -text +gemma-3-4b-it-q4_k_s.gguf filter=lfs diff=lfs merge=lfs -text +gemma-3-4b-it-q5_0.gguf filter=lfs diff=lfs merge=lfs -text +gemma-3-4b-it-q5_k_s.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..d7c32ef --- /dev/null +++ b/README.md @@ -0,0 +1,138 @@ +--- +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) | + +--- + diff --git a/gemma-3-4b-it-f16.gguf b/gemma-3-4b-it-f16.gguf new file mode 100644 index 0000000..5a05dc1 --- /dev/null +++ b/gemma-3-4b-it-f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8c218fed27518ca6c570925a8f42a4a280f413bc0d1c8840ee25829d630e31bb +size 7767474336 diff --git a/gemma-3-4b-it-q2_k.gguf b/gemma-3-4b-it-q2_k.gguf new file mode 100644 index 0000000..b8f24c7 --- /dev/null +++ b/gemma-3-4b-it-q2_k.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:edc7e34b4f8cd52357d6c036be865dbdfa7a0e6ab16225c3e27d7290bb9d2182 +size 1729028256 diff --git a/gemma-3-4b-it-q3_k_l.gguf b/gemma-3-4b-it-q3_k_l.gguf new file mode 100644 index 0000000..2e6a9d5 --- /dev/null +++ b/gemma-3-4b-it-q3_k_l.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b46e82684435f3fd7156534883d131386829352b54d3bf85bc5214eb4cc4b8fa +size 2235949216 diff --git a/gemma-3-4b-it-q3_k_m.gguf b/gemma-3-4b-it-q3_k_m.gguf new file mode 100644 index 0000000..e6c6fd4 --- /dev/null +++ b/gemma-3-4b-it-q3_k_m.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6ff80434e319115eb34fe341613c62c94c07fa48cae38f47d7a61dbc696c8451 +size 2098323616 diff --git a/gemma-3-4b-it-q3_k_s.gguf b/gemma-3-4b-it-q3_k_s.gguf new file mode 100644 index 0000000..15547cb --- /dev/null +++ b/gemma-3-4b-it-q3_k_s.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7a3eed8411f941e6c2cf3f5fa34ca030153514097bcc4acf85e87e1d68fb3937 +size 1937227936 diff --git a/gemma-3-4b-it-q4_0.gguf b/gemma-3-4b-it-q4_0.gguf new file mode 100644 index 0000000..1aa688f --- /dev/null +++ b/gemma-3-4b-it-q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a265ab9740ace373e7167732bb3da3b252bdbcb712dcc889c07be9ff2bfab052 +size 2363375776 diff --git a/gemma-3-4b-it-q4_k_m.gguf b/gemma-3-4b-it-q4_k_m.gguf new file mode 100644 index 0000000..1a2d4a3 --- /dev/null +++ b/gemma-3-4b-it-q4_k_m.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:882e8d2db44dc554fb0ea5077cb7e4bc49e7342a1f0da57901c0802ea21a0863 +size 2489757856 diff --git a/gemma-3-4b-it-q4_k_s.gguf b/gemma-3-4b-it-q4_k_s.gguf new file mode 100644 index 0000000..03798d4 --- /dev/null +++ b/gemma-3-4b-it-q4_k_s.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e7176eb67dcbda8af8c72b4ce5be93f3c1cf7da30808ca7285aea0691eba8da1 +size 2377793696 diff --git a/gemma-3-4b-it-q5_0.gguf b/gemma-3-4b-it-q5_0.gguf new file mode 100644 index 0000000..67df38a --- /dev/null +++ b/gemma-3-4b-it-q5_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:52e796d67b4c3da2dcfedd90e9fc9385b59ef107ea4ce4f73465c52294c1e232 +size 2764456096 diff --git a/gemma-3-4b-it-q5_k_m.gguf b/gemma-3-4b-it-q5_k_m.gguf new file mode 100644 index 0000000..58e51ac --- /dev/null +++ b/gemma-3-4b-it-q5_k_m.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:90156880832cfe0a2a61c9adc01c02efb484d744b2e985913bbb810af1937b05 +size 2829562016 diff --git a/gemma-3-4b-it-q5_k_s.gguf b/gemma-3-4b-it-q5_k_s.gguf new file mode 100644 index 0000000..2df7592 --- /dev/null +++ b/gemma-3-4b-it-q5_k_s.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3dde1d3608b07ace1b649fbb263d56387e23af1b89e9dfe5c8a04b12f06d4db8 +size 2764456096 diff --git a/gemma-3-4b-it-q6_k.gguf b/gemma-3-4b-it-q6_k.gguf new file mode 100644 index 0000000..75979ca --- /dev/null +++ b/gemma-3-4b-it-q6_k.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:336b1863be6079c176c18b21db335d0f9e49d6525ff37e92ec8a7ee059e5a3ac +size 3190603936 diff --git a/gemma-3-4b-it-q8_0.gguf b/gemma-3-4b-it-q8_0.gguf new file mode 100644 index 0000000..7c5bfc0 --- /dev/null +++ b/gemma-3-4b-it-q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:283baeca5e0ffc2a7f6cd56b9b7b5ce1d4dda08ca11f11afa869127caf745e94 +size 4130226336