Instructions to use hks350d/git-diff-to-commit-gemma-3-270m with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use hks350d/git-diff-to-commit-gemma-3-270m with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="hks350d/git-diff-to-commit-gemma-3-270m",
	filename="gemma-3-finetune.Q8_0.gguf",
)

llm.create_chat_completion(
	messages = "No input example has been defined for this model task."
)

Notebooks
Google Colab
Kaggle
Local Apps

llama.cpp

How to use hks350d/git-diff-to-commit-gemma-3-270m with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf hks350d/git-diff-to-commit-gemma-3-270m:Q8_0
# Run inference directly in the terminal:
llama-cli -hf hks350d/git-diff-to-commit-gemma-3-270m:Q8_0

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf hks350d/git-diff-to-commit-gemma-3-270m:Q8_0
# Run inference directly in the terminal:
llama-cli -hf hks350d/git-diff-to-commit-gemma-3-270m:Q8_0

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 hks350d/git-diff-to-commit-gemma-3-270m:Q8_0
# Run inference directly in the terminal:
./llama-cli -hf hks350d/git-diff-to-commit-gemma-3-270m:Q8_0

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 hks350d/git-diff-to-commit-gemma-3-270m:Q8_0
# Run inference directly in the terminal:
./build/bin/llama-cli -hf hks350d/git-diff-to-commit-gemma-3-270m:Q8_0

Use Docker

docker model run hf.co/hks350d/git-diff-to-commit-gemma-3-270m:Q8_0

LM Studio
Jan
Ollama
How to use hks350d/git-diff-to-commit-gemma-3-270m with Ollama:
```
ollama run hf.co/hks350d/git-diff-to-commit-gemma-3-270m:Q8_0
```

Unsloth Studio new

How to use hks350d/git-diff-to-commit-gemma-3-270m 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 hks350d/git-diff-to-commit-gemma-3-270m 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 hks350d/git-diff-to-commit-gemma-3-270m to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for hks350d/git-diff-to-commit-gemma-3-270m to start chatting

Docker Model Runner
How to use hks350d/git-diff-to-commit-gemma-3-270m with Docker Model Runner:
```
docker model run hf.co/hks350d/git-diff-to-commit-gemma-3-270m:Q8_0
```

Lemonade

How to use hks350d/git-diff-to-commit-gemma-3-270m with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull hks350d/git-diff-to-commit-gemma-3-270m:Q8_0

Run and chat with the model

lemonade run user.git-diff-to-commit-gemma-3-270m-Q8_0

List all available models

lemonade list

hks350d commited on Aug 19, 2025

Commit

71a54db

verified ·

1 Parent(s): 20bf36f

Update README.md

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README.md +11 -1

README.md CHANGED Viewed

@@ -1,3 +1,13 @@
 # Git Diff -> Commit Message (Gemma 3 270M IT + LoRA)
 A small, fast model specialized to turn a git diff into a concise, English commit message. Built on top of `google/gemma-3-270m-it` and fine-tuned with LoRA using MLX on macOS.
@@ -150,4 +160,4 @@ The repository’s `format_commit_message_prompt` builds the correct prompt for
 ## License and credits
 - Base model: Google Gemma 3 (`google/gemma-3-270m-it`). Use subject to the Gemma license terms.
-- Fine-tuning code: MLX and utilities in this repository. See repository license for details.

+---
+license: gemma
+datasets:
+- hks350d/commit-message-generation
+- Maxscha/commitbench
+language:
+- en
+base_model:
+- google/gemma-3-270m-it
+---
 # Git Diff -> Commit Message (Gemma 3 270M IT + LoRA)
 A small, fast model specialized to turn a git diff into a concise, English commit message. Built on top of `google/gemma-3-270m-it` and fine-tuned with LoRA using MLX on macOS.
 ## License and credits
 - Base model: Google Gemma 3 (`google/gemma-3-270m-it`). Use subject to the Gemma license terms.
+- Fine-tuning code: MLX and utilities in this repository. See repository license for details.