How to use MaziyarPanahi/calme-3.1-instruct-3b-GGUF with llama.cpp:
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf MaziyarPanahi/calme-3.1-instruct-3b-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf MaziyarPanahi/calme-3.1-instruct-3b-GGUF:Q4_K_M
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf MaziyarPanahi/calme-3.1-instruct-3b-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf MaziyarPanahi/calme-3.1-instruct-3b-GGUF:Q4_K_M
# 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 MaziyarPanahi/calme-3.1-instruct-3b-GGUF:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf MaziyarPanahi/calme-3.1-instruct-3b-GGUF:Q4_K_M
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 MaziyarPanahi/calme-3.1-instruct-3b-GGUF:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf MaziyarPanahi/calme-3.1-instruct-3b-GGUF:Q4_K_M
docker model run hf.co/MaziyarPanahi/calme-3.1-instruct-3b-GGUF:Q4_K_M
How to use MaziyarPanahi/calme-3.1-instruct-3b-GGUF with vLLM:
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "MaziyarPanahi/calme-3.1-instruct-3b-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": "MaziyarPanahi/calme-3.1-instruct-3b-GGUF", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'
How to use MaziyarPanahi/calme-3.1-instruct-3b-GGUF with Ollama:
ollama run hf.co/MaziyarPanahi/calme-3.1-instruct-3b-GGUF:Q4_K_M
How to use MaziyarPanahi/calme-3.1-instruct-3b-GGUF with Docker Model Runner:
How to use MaziyarPanahi/calme-3.1-instruct-3b-GGUF with Lemonade:
# Download Lemonade from https://lemonade-server.ai/ lemonade pull MaziyarPanahi/calme-3.1-instruct-3b-GGUF:Q4_K_M
lemonade run user.calme-3.1-instruct-3b-GGUF-Q4_K_M
lemonade list
