Instructions to use XXXXyu/bitnet_b1_58-3B-vlut-gguf with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use XXXXyu/bitnet_b1_58-3B-vlut-gguf with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="XXXXyu/bitnet_b1_58-3B-vlut-gguf",
	filename="ggml-model-I1_V.gguf",
)

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

Notebooks
Google Colab
Kaggle
Local Apps

llama.cpp

How to use XXXXyu/bitnet_b1_58-3B-vlut-gguf with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf XXXXyu/bitnet_b1_58-3B-vlut-gguf
# Run inference directly in the terminal:
llama-cli -hf XXXXyu/bitnet_b1_58-3B-vlut-gguf

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf XXXXyu/bitnet_b1_58-3B-vlut-gguf
# Run inference directly in the terminal:
llama-cli -hf XXXXyu/bitnet_b1_58-3B-vlut-gguf

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 XXXXyu/bitnet_b1_58-3B-vlut-gguf
# Run inference directly in the terminal:
./llama-cli -hf XXXXyu/bitnet_b1_58-3B-vlut-gguf

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 XXXXyu/bitnet_b1_58-3B-vlut-gguf
# Run inference directly in the terminal:
./build/bin/llama-cli -hf XXXXyu/bitnet_b1_58-3B-vlut-gguf

Use Docker

docker model run hf.co/XXXXyu/bitnet_b1_58-3B-vlut-gguf

LM Studio
Jan

vLLM

How to use XXXXyu/bitnet_b1_58-3B-vlut-gguf with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "XXXXyu/bitnet_b1_58-3B-vlut-gguf"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "XXXXyu/bitnet_b1_58-3B-vlut-gguf",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/XXXXyu/bitnet_b1_58-3B-vlut-gguf

Ollama
How to use XXXXyu/bitnet_b1_58-3B-vlut-gguf with Ollama:
```
ollama run hf.co/XXXXyu/bitnet_b1_58-3B-vlut-gguf
```

Unsloth Studio new

How to use XXXXyu/bitnet_b1_58-3B-vlut-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 XXXXyu/bitnet_b1_58-3B-vlut-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 XXXXyu/bitnet_b1_58-3B-vlut-gguf to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for XXXXyu/bitnet_b1_58-3B-vlut-gguf to start chatting

Docker Model Runner
How to use XXXXyu/bitnet_b1_58-3B-vlut-gguf with Docker Model Runner:
```
docker model run hf.co/XXXXyu/bitnet_b1_58-3B-vlut-gguf
```

Lemonade

How to use XXXXyu/bitnet_b1_58-3B-vlut-gguf with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull XXXXyu/bitnet_b1_58-3B-vlut-gguf

Run and chat with the model

lemonade run user.bitnet_b1_58-3B-vlut-gguf-{{QUANT_TAG}}

List all available models

lemonade list

XXXXyu commited on Dec 30, 2025

Commit

0e57268

verified ·

1 Parent(s): cae6ebb

Upload folder using huggingface_hub

Browse files

Files changed (6) hide show

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ggml-model-I1_V.gguf +3 -0
ggml-model-I1_V_2.gguf +3 -0
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ggml-model-I2_V_8.gguf +3 -0

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