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---
base_model: atasoglu/Turkish-Llama-3-8B-function-calling
datasets:
- atasoglu/turkish-function-calling-20k
language:
- en
- tr
license: apache-2.0
pipeline_tag: text-generation
tags:
- text-generation-inference
- transformers
- unsloth
- llama
- trl
- sft
- llama-cpp
- matrixportal
---
# matrixportal/Turkish-Llama-3-8B-function-calling-GGUF
This model was converted to GGUF format from [`atasoglu/Turkish-Llama-3-8B-function-calling`](https://huggingface.co/atasoglu/Turkish-Llama-3-8B-function-calling) using llama.cpp via the ggml.ai's [all-gguf-same-where](https://huggingface.co/spaces/matrixportal/all-gguf-same-where) space.
Refer to the [original model card](https://huggingface.co/atasoglu/Turkish-Llama-3-8B-function-calling) for more details on the model.
## ✅ Quantized Models Download List
### 🔍 Recommended Quantizations
- **✨ General CPU Use:** [`Q4_K_M`](https://huggingface.co/matrixportal/Turkish-Llama-3-8B-function-calling-GGUF/resolve/main/turkish-llama-3-8b-function-calling-q4_k_m.gguf) (Best balance of speed/quality)
- **📱 ARM Devices:** [`Q4_0`](https://huggingface.co/matrixportal/Turkish-Llama-3-8B-function-calling-GGUF/resolve/main/turkish-llama-3-8b-function-calling-q4_0.gguf) (Optimized for ARM CPUs)
- **🏆 Maximum Quality:** [`Q8_0`](https://huggingface.co/matrixportal/Turkish-Llama-3-8B-function-calling-GGUF/resolve/main/turkish-llama-3-8b-function-calling-q8_0.gguf) (Near-original quality)
### 📦 Full Quantization Options
| 🚀 Download | 🔢 Type | 📝 Notes |
|:---------|:-----|:------|
| [Download](https://huggingface.co/matrixportal/Turkish-Llama-3-8B-function-calling-GGUF/resolve/main/turkish-llama-3-8b-function-calling-q2_k.gguf) |  | Basic quantization |
| [Download](https://huggingface.co/matrixportal/Turkish-Llama-3-8B-function-calling-GGUF/resolve/main/turkish-llama-3-8b-function-calling-q3_k_s.gguf) |  | Small size |
| [Download](https://huggingface.co/matrixportal/Turkish-Llama-3-8B-function-calling-GGUF/resolve/main/turkish-llama-3-8b-function-calling-q3_k_m.gguf) |  | Balanced quality |
| [Download](https://huggingface.co/matrixportal/Turkish-Llama-3-8B-function-calling-GGUF/resolve/main/turkish-llama-3-8b-function-calling-q3_k_l.gguf) |  | Better quality |
| [Download](https://huggingface.co/matrixportal/Turkish-Llama-3-8B-function-calling-GGUF/resolve/main/turkish-llama-3-8b-function-calling-q4_0.gguf) |  | Fast on ARM |
| [Download](https://huggingface.co/matrixportal/Turkish-Llama-3-8B-function-calling-GGUF/resolve/main/turkish-llama-3-8b-function-calling-q4_k_s.gguf) |  | Fast, recommended |
| [Download](https://huggingface.co/matrixportal/Turkish-Llama-3-8B-function-calling-GGUF/resolve/main/turkish-llama-3-8b-function-calling-q4_k_m.gguf) |  ⭐ | Best balance |
| [Download](https://huggingface.co/matrixportal/Turkish-Llama-3-8B-function-calling-GGUF/resolve/main/turkish-llama-3-8b-function-calling-q5_0.gguf) |  | Good quality |
| [Download](https://huggingface.co/matrixportal/Turkish-Llama-3-8B-function-calling-GGUF/resolve/main/turkish-llama-3-8b-function-calling-q5_k_s.gguf) |  | Balanced |
| [Download](https://huggingface.co/matrixportal/Turkish-Llama-3-8B-function-calling-GGUF/resolve/main/turkish-llama-3-8b-function-calling-q5_k_m.gguf) |  | High quality |
| [Download](https://huggingface.co/matrixportal/Turkish-Llama-3-8B-function-calling-GGUF/resolve/main/turkish-llama-3-8b-function-calling-q6_k.gguf) |  🏆 | Very good quality |
| [Download](https://huggingface.co/matrixportal/Turkish-Llama-3-8B-function-calling-GGUF/resolve/main/turkish-llama-3-8b-function-calling-q8_0.gguf) |  ⚡ | Fast, best quality |
| [Download](https://huggingface.co/matrixportal/Turkish-Llama-3-8B-function-calling-GGUF/resolve/main/turkish-llama-3-8b-function-calling-f16.gguf) |  | 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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