Text Generation
Cosmos
GGUF
Turkish
thinking
gemma2
instruction
agent
turkish
türkçe
yerli
milli
8gb-Ram
12gb-Ram
4gb-Ram
CPU
NO-GPU
conversational
Instructions to use umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Cosmos
How to use umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF with Cosmos:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- llama-cpp-python
How to use umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF", filename="Kaira-Turkish-Gemma-9B-T1-f16.gguf", )
llm.create_chat_completion( messages = [ { "role": "user", "content": "What is the capital of France?" } ] ) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF:Q4_K_M
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF:Q4_K_M
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF:Q4_K_M
Use Docker
docker model run hf.co/umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF:Q4_K_M
- LM Studio
- Jan
- vLLM
How to use umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF:Q4_K_M
- Ollama
How to use umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF with Ollama:
ollama run hf.co/umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF:Q4_K_M
- Unsloth Studio
How to use umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF to start chatting
- Atomic Chat new
- Docker Model Runner
How to use umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF with Docker Model Runner:
docker model run hf.co/umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF:Q4_K_M
- Lemonade
How to use umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull umutkkgz/Kaira-Turkish-Gemma-9B-T1-GGUF:Q4_K_M
Run and chat with the model
lemonade run user.Kaira-Turkish-Gemma-9B-T1-GGUF-Q4_K_M
List all available models
lemonade list
| # Temel alınacak yerel GGUF model dosyasını belirtir. | |
| FROM ./Turkish-Gemma-9B-T1-f16.gguf | |
| # --- PERFORMANS PARAMETRELERİ (M1 CPU İÇİN OPTİMİZE EDİLDİ) --- | |
| PARAMETER num_gpu 50 | |
| PARAMETER num_thread 8 | |
| PARAMETER use_mmap true | |
| PARAMETER use_mlock true | |
| # --- MODEL DAVRANIŞ PARAMETRELERİ --- | |
| PARAMETER num_ctx 8192 | |
| PARAMETER temperature 0.7 | |
| PARAMETER top_p 0.9 | |
| PARAMETER repeat_penalty 1.05 | |
| PARAMETER num_predict 8192 | |
| # --- YENİ EKLENEN KİMLİK VE ŞABLON BÖLÜMÜ --- | |
| # TEMPLATE: Modelin sohbeti nasıl anlayacağını belirleyen format. | |
| # Bu şablon, Gemma modellerinin kullandığı standart <start_of_turn> ve <end_of_turn> | |
| # etiketlerini kullanarak mesaj listesini (user, assistant) doğru bir şekilde biçimlendirir. | |
| TEMPLATE """{{ range .Messages }}<start_of_turn>{{ .Role }} | |
| {{ .Content }}<end_of_turn> | |
| {{ end }}<start_of_turn>model | |
| """ | |
| # SYSTEM: Modele her sohbetin başında verilecek olan gizli talimat. | |
| # Bu talimat, modelin rolünü, kişiliğini ve uyması gereken kuralları belirler. | |
| SYSTEM """Ben Kaira, yardımsever bir Türk yapay zeka asistanıyım. Cevaplarım her zaman Türkçe, net, ve anlaşılır olmalı. Kullanıcıya daima dostça ve saygılı bir şekilde hitap ederim.""" |