Instructions to use matrixportalx/gemma-3-1b-it-abliterated-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use matrixportalx/gemma-3-1b-it-abliterated-GGUF with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="matrixportalx/gemma-3-1b-it-abliterated-GGUF") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] pipe(text=messages)# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("matrixportalx/gemma-3-1b-it-abliterated-GGUF", dtype="auto") - llama-cpp-python
How to use matrixportalx/gemma-3-1b-it-abliterated-GGUF with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="matrixportalx/gemma-3-1b-it-abliterated-GGUF", filename="gemma-3-1b-it-abliterated-f16.gguf", )
llm.create_chat_completion( messages = [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] ) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use matrixportalx/gemma-3-1b-it-abliterated-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 matrixportalx/gemma-3-1b-it-abliterated-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf matrixportalx/gemma-3-1b-it-abliterated-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 matrixportalx/gemma-3-1b-it-abliterated-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf matrixportalx/gemma-3-1b-it-abliterated-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 matrixportalx/gemma-3-1b-it-abliterated-GGUF:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf matrixportalx/gemma-3-1b-it-abliterated-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 matrixportalx/gemma-3-1b-it-abliterated-GGUF:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf matrixportalx/gemma-3-1b-it-abliterated-GGUF:Q4_K_M
Use Docker
docker model run hf.co/matrixportalx/gemma-3-1b-it-abliterated-GGUF:Q4_K_M
- LM Studio
- Jan
- vLLM
How to use matrixportalx/gemma-3-1b-it-abliterated-GGUF with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "matrixportalx/gemma-3-1b-it-abliterated-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": "matrixportalx/gemma-3-1b-it-abliterated-GGUF", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker
docker model run hf.co/matrixportalx/gemma-3-1b-it-abliterated-GGUF:Q4_K_M
- SGLang
How to use matrixportalx/gemma-3-1b-it-abliterated-GGUF with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "matrixportalx/gemma-3-1b-it-abliterated-GGUF" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "matrixportalx/gemma-3-1b-it-abliterated-GGUF", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "matrixportalx/gemma-3-1b-it-abliterated-GGUF" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "matrixportalx/gemma-3-1b-it-abliterated-GGUF", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }' - Ollama
How to use matrixportalx/gemma-3-1b-it-abliterated-GGUF with Ollama:
ollama run hf.co/matrixportalx/gemma-3-1b-it-abliterated-GGUF:Q4_K_M
- Unsloth Studio
How to use matrixportalx/gemma-3-1b-it-abliterated-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 matrixportalx/gemma-3-1b-it-abliterated-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 matrixportalx/gemma-3-1b-it-abliterated-GGUF to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for matrixportalx/gemma-3-1b-it-abliterated-GGUF to start chatting
- Atomic Chat new
- Docker Model Runner
How to use matrixportalx/gemma-3-1b-it-abliterated-GGUF with Docker Model Runner:
docker model run hf.co/matrixportalx/gemma-3-1b-it-abliterated-GGUF:Q4_K_M
- Lemonade
How to use matrixportalx/gemma-3-1b-it-abliterated-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull matrixportalx/gemma-3-1b-it-abliterated-GGUF:Q4_K_M
Run and chat with the model
lemonade run user.gemma-3-1b-it-abliterated-GGUF-Q4_K_M
List all available models
lemonade list
| base_model: mlabonne/gemma-3-1b-it-abliterated | |
| library_name: transformers | |
| license: gemma | |
| pipeline_tag: image-text-to-text | |
| tags: | |
| - llama-cpp | |
| - matrixportal | |
| # matrixportal/gemma-3-1b-it-abliterated-GGUF | |
| This model was converted to GGUF format from [`mlabonne/gemma-3-1b-it-abliterated`](https://huggingface.co/mlabonne/gemma-3-1b-it-abliterated) using llama.cpp via the ggml.ai's [all-gguf-same-where](https://huggingface.co/spaces/matrixportal/all-gguf-same-where) space. | |
| Refer to the [original model card](https://huggingface.co/mlabonne/gemma-3-1b-it-abliterated) for more details on the model. | |
| ## β Quantized Models Download List | |
| ### π Recommended Quantizations | |
| - **β¨ General CPU Use:** [`Q4_K_M`](https://huggingface.co/matrixportal/gemma-3-1b-it-abliterated-GGUF/resolve/main/gemma-3-1b-it-abliterated-q4_k_m.gguf) (Best balance of speed/quality) | |
| - **π± ARM Devices:** [`Q4_0`](https://huggingface.co/matrixportal/gemma-3-1b-it-abliterated-GGUF/resolve/main/gemma-3-1b-it-abliterated-q4_0.gguf) (Optimized for ARM CPUs) | |
| - **π Maximum Quality:** [`Q8_0`](https://huggingface.co/matrixportal/gemma-3-1b-it-abliterated-GGUF/resolve/main/gemma-3-1b-it-abliterated-q8_0.gguf) (Near-original quality) | |
| ### π¦ Full Quantization Options | |
| | π Download | π’ Type | π Notes | | |
| |:---------|:-----|:------| | |
| | [Download](https://huggingface.co/matrixportal/gemma-3-1b-it-abliterated-GGUF/resolve/main/gemma-3-1b-it-abliterated-q2_k.gguf) |  | Basic quantization | | |
| | [Download](https://huggingface.co/matrixportal/gemma-3-1b-it-abliterated-GGUF/resolve/main/gemma-3-1b-it-abliterated-q3_k_s.gguf) |  | Small size | | |
| | [Download](https://huggingface.co/matrixportal/gemma-3-1b-it-abliterated-GGUF/resolve/main/gemma-3-1b-it-abliterated-q3_k_m.gguf) |  | Balanced quality | | |
| | [Download](https://huggingface.co/matrixportal/gemma-3-1b-it-abliterated-GGUF/resolve/main/gemma-3-1b-it-abliterated-q3_k_l.gguf) |  | Better quality | | |
| | [Download](https://huggingface.co/matrixportal/gemma-3-1b-it-abliterated-GGUF/resolve/main/gemma-3-1b-it-abliterated-q4_0.gguf) |  | Fast on ARM | | |
| | [Download](https://huggingface.co/matrixportal/gemma-3-1b-it-abliterated-GGUF/resolve/main/gemma-3-1b-it-abliterated-q4_k_s.gguf) |  | Fast, recommended | | |
| | [Download](https://huggingface.co/matrixportal/gemma-3-1b-it-abliterated-GGUF/resolve/main/gemma-3-1b-it-abliterated-q4_k_m.gguf) |  β | Best balance | | |
| | [Download](https://huggingface.co/matrixportal/gemma-3-1b-it-abliterated-GGUF/resolve/main/gemma-3-1b-it-abliterated-q5_0.gguf) |  | Good quality | | |
| | [Download](https://huggingface.co/matrixportal/gemma-3-1b-it-abliterated-GGUF/resolve/main/gemma-3-1b-it-abliterated-q5_k_s.gguf) |  | Balanced | | |
| | [Download](https://huggingface.co/matrixportal/gemma-3-1b-it-abliterated-GGUF/resolve/main/gemma-3-1b-it-abliterated-q5_k_m.gguf) |  | High quality | | |
| | [Download](https://huggingface.co/matrixportal/gemma-3-1b-it-abliterated-GGUF/resolve/main/gemma-3-1b-it-abliterated-q6_k.gguf) |  π | Very good quality | | |
| | [Download](https://huggingface.co/matrixportal/gemma-3-1b-it-abliterated-GGUF/resolve/main/gemma-3-1b-it-abliterated-q8_0.gguf) |  β‘ | Fast, best quality | | |
| | [Download](https://huggingface.co/matrixportal/gemma-3-1b-it-abliterated-GGUF/resolve/main/gemma-3-1b-it-abliterated-f16.gguf) |  | Maximum accuracy | | |
| π‘ **Tip:** Use `F16` for maximum precision when quality is critical | |
| --- | |
| # π Applications and Tools for Locally Quantized LLMs | |
| ## π₯οΈ Desktop Applications | |
| | Application | Description | Download Link | | |
| |-----------------|----------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------| | |
| | **Llama.cpp** | A fast and efficient inference engine for GGUF models. | [GitHub Repository](https://github.com/ggml-org/llama.cpp) | | |
| | **Ollama** | A streamlined solution for running LLMs locally. | [Website](https://ollama.com/) | | |
| | **AnythingLLM** | An AI-powered knowledge management tool. | [GitHub Repository](https://github.com/Mintplex-Labs/anything-llm) | | |
| | **Open WebUI** | A user-friendly web interface for running local LLMs. | [GitHub Repository](https://github.com/open-webui/open-webui) | | |
| | **GPT4All** | A user-friendly desktop application supporting various LLMs, compatible with GGUF models. | [GitHub Repository](https://github.com/nomic-ai/gpt4all) | | |
| | **LM Studio** | A desktop application designed to run and manage local LLMs, supporting GGUF format. | [Website](https://lmstudio.ai/) | | |
| | **GPT4All Chat**| A chat application compatible with GGUF models for local, offline interactions. | [GitHub Repository](https://github.com/nomic-ai/gpt4all) | | |
| --- | |
| ## π± Mobile Applications | |
| | Application | Description | Download Link | | |
| |-------------------|----------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------| | |
| | **ChatterUI** | A simple and lightweight LLM app for mobile devices. | [GitHub Repository](https://github.com/Vali-98/ChatterUI) | | |
| | **Maid** | Mobile Artificial Intelligence Distribution for running AI models on mobile devices. | [GitHub Repository](https://github.com/Mobile-Artificial-Intelligence/maid) | | |
| | **PocketPal AI** | A mobile AI assistant powered by local models. | [GitHub Repository](https://github.com/a-ghorbani/pocketpal-ai) | | |
| | **Layla** | A flexible platform for running various AI models on mobile devices. | [Website](https://www.layla-network.ai/) | | |
| --- | |
| ## π¨ Image Generation Applications | |
| | Application | Description | Download Link | | |
| |-------------------------------------|----------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------| | |
| | **Stable Diffusion** | An open-source AI model for generating images from text. | [GitHub Repository](https://github.com/CompVis/stable-diffusion) | | |
| | **Stable Diffusion WebUI** | A web application providing access to Stable Diffusion models via a browser interface. | [GitHub Repository](https://github.com/AUTOMATIC1111/stable-diffusion-webui) | | |
| | **Local Dream** | Android Stable Diffusion with Snapdragon NPU acceleration. Also supports CPU inference. | [GitHub Repository](https://github.com/xororz/local-dream) | | |
| | **Stable-Diffusion-Android (SDAI)** | An open-source AI art application for Android devices, enabling digital art creation. | [GitHub Repository](https://github.com/ShiftHackZ/Stable-Diffusion-Android) | | |
| --- | |