Libraries Transformers How to use QuantFactory/Qwen2.5-0.5b-RBase-GGUF with Transformers:
# pip install -U transformers accelerate
# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("QuantFactory/Qwen2.5-0.5b-RBase-GGUF", device_map="auto") Notebooks Google Colab Kaggle Local Apps Settings llama.cpp How to use QuantFactory/Qwen2.5-0.5b-RBase-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 QuantFactory/Qwen2.5-0.5b-RBase-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf QuantFactory/Qwen2.5-0.5b-RBase-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 QuantFactory/Qwen2.5-0.5b-RBase-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf QuantFactory/Qwen2.5-0.5b-RBase-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 QuantFactory/Qwen2.5-0.5b-RBase-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf QuantFactory/Qwen2.5-0.5b-RBase-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 QuantFactory/Qwen2.5-0.5b-RBase-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf QuantFactory/Qwen2.5-0.5b-RBase-GGUF:Q4_K_M Use Docker docker model run hf.co/QuantFactory/Qwen2.5-0.5b-RBase-GGUF:Q4_K_M LM Studio Jan Ollama How to use QuantFactory/Qwen2.5-0.5b-RBase-GGUF with Ollama:
ollama run hf.co/QuantFactory/Qwen2.5-0.5b-RBase-GGUF:Q4_K_M Unsloth Desktop Docker Model Runner How to use QuantFactory/Qwen2.5-0.5b-RBase-GGUF with Docker Model Runner:
docker model run hf.co/QuantFactory/Qwen2.5-0.5b-RBase-GGUF:Q4_K_M Lemonade How to use QuantFactory/Qwen2.5-0.5b-RBase-GGUF with Lemonade:
Pull the model # Download Lemonade from https://lemonade-server.ai/
lemonade pull QuantFactory/Qwen2.5-0.5b-RBase-GGUF:Q4_K_M Run and chat with the model lemonade run user.Qwen2.5-0.5b-RBase-GGUF-Q4_K_M List all available models lemonade list Atomic Chat 
