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

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

umutkkgz commited on Sep 12, 2025

Commit

dadec9c

verified ·

1 Parent(s): fd70f37

Update README.md

Browse files

Files changed (1) hide show

README.md +2 -2

README.md CHANGED Viewed

@@ -1,5 +1,5 @@
 ---
-license: mit
 language:
 - tr
 base_model:
@@ -110,7 +110,7 @@ llama.cpp klasörünün içindeyken aşağıdaki komutları kullanabilirsiniz.
 ./main -m /path/to/kaira-turkish-gemma-9b-t1.Q4_K_M.gguf -n 512 --repeat-penalty 1.1 -p "Yapay zeka etiği hakkında kısa bir bilgi verir misin?"
 # Lisans
-Bu model, taban model olan ytu-ce-cosmos/Turkish-Gemma-9b-T1'in lisansına tabidir. MIT lisansı altında dağıtılmaktadır.
 # Teşekkür ve Atıf (Acknowledgements & Citation)
 # Bu projenin kalbi olan Turkish-Gemma-9b-T1 modelini eğiten ve açık bir şekilde toplulukla paylaşan Yıldız Teknik Üniversitesi Bilgisayar Mühendisliği Bölümü COSMOS ekibine en içten teşekkürler. Asıl bilimsel ve akademik çalışma onlara aittir.

 ---
+license: gemma
 language:
 - tr
 base_model:
 ./main -m /path/to/kaira-turkish-gemma-9b-t1.Q4_K_M.gguf -n 512 --repeat-penalty 1.1 -p "Yapay zeka etiği hakkında kısa bir bilgi verir misin?"
 # Lisans
+Bu model, taban model olan ytu-ce-cosmos/Turkish-Gemma-9b-T1'in lisansına tabidir. Gemma lisansı altında dağıtılmaktadır.
 # Teşekkür ve Atıf (Acknowledgements & Citation)
 # Bu projenin kalbi olan Turkish-Gemma-9b-T1 modelini eğiten ve açık bir şekilde toplulukla paylaşan Yıldız Teknik Üniversitesi Bilgisayar Mühendisliği Bölümü COSMOS ekibine en içten teşekkürler. Asıl bilimsel ve akademik çalışma onlara aittir.