Instructions to use olegshulyakov/codegemma-1.1-2b-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use olegshulyakov/codegemma-1.1-2b-GGUF with Transformers:

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("olegshulyakov/codegemma-1.1-2b-GGUF", dtype="auto")

llama-cpp-python

How to use olegshulyakov/codegemma-1.1-2b-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="olegshulyakov/codegemma-1.1-2b-GGUF",
	filename="codegemma-1.1-2b-Q5_K_XL.gguf",
)

output = llm(
	"Once upon a time,",
	max_tokens=512,
	echo=True
)
print(output)

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use olegshulyakov/codegemma-1.1-2b-GGUF with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf olegshulyakov/codegemma-1.1-2b-GGUF:Q5_K_XL
# Run inference directly in the terminal:
llama-cli -hf olegshulyakov/codegemma-1.1-2b-GGUF:Q5_K_XL

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf olegshulyakov/codegemma-1.1-2b-GGUF:Q5_K_XL
# Run inference directly in the terminal:
llama-cli -hf olegshulyakov/codegemma-1.1-2b-GGUF:Q5_K_XL

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 olegshulyakov/codegemma-1.1-2b-GGUF:Q5_K_XL
# Run inference directly in the terminal:
./llama-cli -hf olegshulyakov/codegemma-1.1-2b-GGUF:Q5_K_XL

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 olegshulyakov/codegemma-1.1-2b-GGUF:Q5_K_XL
# Run inference directly in the terminal:
./build/bin/llama-cli -hf olegshulyakov/codegemma-1.1-2b-GGUF:Q5_K_XL

Use Docker

docker model run hf.co/olegshulyakov/codegemma-1.1-2b-GGUF:Q5_K_XL

LM Studio
Jan
Ollama
How to use olegshulyakov/codegemma-1.1-2b-GGUF with Ollama:
```
ollama run hf.co/olegshulyakov/codegemma-1.1-2b-GGUF:Q5_K_XL
```

Unsloth Studio

How to use olegshulyakov/codegemma-1.1-2b-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 olegshulyakov/codegemma-1.1-2b-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 olegshulyakov/codegemma-1.1-2b-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for olegshulyakov/codegemma-1.1-2b-GGUF to start chatting

Docker Model Runner
How to use olegshulyakov/codegemma-1.1-2b-GGUF with Docker Model Runner:
```
docker model run hf.co/olegshulyakov/codegemma-1.1-2b-GGUF:Q5_K_XL
```

Lemonade

How to use olegshulyakov/codegemma-1.1-2b-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull olegshulyakov/codegemma-1.1-2b-GGUF:Q5_K_XL

Run and chat with the model

lemonade run user.codegemma-1.1-2b-GGUF-Q5_K_XL

List all available models

lemonade list

codegemma-1.1-2b

Model creator: google
Original model: google/codegemma-1.1-2b
GGUF quantization: provided by olegshulyakov using llama.cpp

Special thanks

🙏 Special thanks to Georgi Gerganov and the whole team working on llama.cpp for making all of this possible.

Use with Ollama

ollama run "hf.co/olegshulyakov/codegemma-1.1-2b-GGUF:Q5_K_XL"

Use with LM Studio

lms load "olegshulyakov/codegemma-1.1-2b-GGUF"

Use with llama.cpp CLI

llama-cli -hf olegshulyakov/codegemma-1.1-2b-GGUF:Q5_K_XL -p "The meaning to life and the universe is"

Use with llama.cpp Server:

llama-server -hf olegshulyakov/codegemma-1.1-2b-GGUF:Q5_K_XL -c 4096

Downloads last month: 17

GGUF

Model size

3B params

Architecture

gemma

Hardware compatibility

5-bit

View +1 variant

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Model tree for olegshulyakov/codegemma-1.1-2b-GGUF

Base model

google/codegemma-1.1-2b

Quantized

(3)

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