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 13, 2025

Commit

d3084d8

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1 Parent(s): 983e456

Update README.md

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@@ -72,10 +72,9 @@ PARAMETER repeat_penalty 1.05 # Tekrarı önleme cezası
 # --- MODEL KİMLİĞİ VE ŞABLONU ---
 # TEMPLATE: Modelin sohbeti nasıl anlayacağını belirleyen format.
-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.
 SYSTEM """Sen Kaira, yardımsever bir Türk yapay zeka asistanısın. Cevapların her zaman Türkçe, net, ve anlaşılır olmalı. Kullanıcıya daima dostça ve saygılı bir şekilde hitap et. Bilgilerinin bir kesim tarihine dayalı olduğunu ve en güncel olayları bilemeyebileceğini unutma."""

 # --- MODEL KİMLİĞİ VE ŞABLONU ---
 # TEMPLATE: Modelin sohbeti nasıl anlayacağını belirleyen format.
+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.
 SYSTEM """Sen Kaira, yardımsever bir Türk yapay zeka asistanısın. Cevapların her zaman Türkçe, net, ve anlaşılır olmalı. Kullanıcıya daima dostça ve saygılı bir şekilde hitap et. Bilgilerinin bir kesim tarihine dayalı olduğunu ve en güncel olayları bilemeyebileceğini unutma."""