Instructions to use MaziyarPanahi/calme-3.3-instruct-3b-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use MaziyarPanahi/calme-3.3-instruct-3b-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 MaziyarPanahi/calme-3.3-instruct-3b-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf MaziyarPanahi/calme-3.3-instruct-3b-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 MaziyarPanahi/calme-3.3-instruct-3b-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf MaziyarPanahi/calme-3.3-instruct-3b-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 MaziyarPanahi/calme-3.3-instruct-3b-GGUF:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf MaziyarPanahi/calme-3.3-instruct-3b-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 MaziyarPanahi/calme-3.3-instruct-3b-GGUF:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf MaziyarPanahi/calme-3.3-instruct-3b-GGUF:Q4_K_M
Use Docker
docker model run hf.co/MaziyarPanahi/calme-3.3-instruct-3b-GGUF:Q4_K_M
- LM Studio
- Jan
- vLLM
How to use MaziyarPanahi/calme-3.3-instruct-3b-GGUF with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "MaziyarPanahi/calme-3.3-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-3.3-instruct-3b-GGUF", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/MaziyarPanahi/calme-3.3-instruct-3b-GGUF:Q4_K_M
- Ollama
How to use MaziyarPanahi/calme-3.3-instruct-3b-GGUF with Ollama:
ollama run hf.co/MaziyarPanahi/calme-3.3-instruct-3b-GGUF:Q4_K_M
- Unsloth Desktop
- Pi
How to use MaziyarPanahi/calme-3.3-instruct-3b-GGUF with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf MaziyarPanahi/calme-3.3-instruct-3b-GGUF:Q4_K_M
Configure the model in Pi
# Install Pi: npm install -g @earendil-works/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "llama-cpp": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "MaziyarPanahi/calme-3.3-instruct-3b-GGUF:Q4_K_M" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Docker Model Runner
How to use MaziyarPanahi/calme-3.3-instruct-3b-GGUF with Docker Model Runner:
docker model run hf.co/MaziyarPanahi/calme-3.3-instruct-3b-GGUF:Q4_K_M
- Lemonade
How to use MaziyarPanahi/calme-3.3-instruct-3b-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull MaziyarPanahi/calme-3.3-instruct-3b-GGUF:Q4_K_M
Run and chat with the model
lemonade run user.calme-3.3-instruct-3b-GGUF-Q4_K_M
List all available models
lemonade list
- Hermes Agent
How to use MaziyarPanahi/calme-3.3-instruct-3b-GGUF with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf MaziyarPanahi/calme-3.3-instruct-3b-GGUF:Q4_K_M
Configure Hermes
# Install Hermes: curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash hermes setup # Point Hermes at the local server: hermes config set model.provider custom hermes config set model.base_url http://127.0.0.1:8080/v1 hermes config set model.default MaziyarPanahi/calme-3.3-instruct-3b-GGUF:Q4_K_M
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use MaziyarPanahi/calme-3.3-instruct-3b-GGUF with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf MaziyarPanahi/calme-3.3-instruct-3b-GGUF:Q4_K_M
Configure OpenClaw
# Install OpenClaw: npm install -g openclaw@latest # Register the local server and set it as the default model: openclaw onboard --non-interactive --mode local \ --auth-choice custom-api-key \ --custom-base-url http://127.0.0.1:8080/v1 \ --custom-model-id "MaziyarPanahi/calme-3.3-instruct-3b-GGUF:Q4_K_M" \ --custom-provider-id llama-cpp \ --custom-compatibility openai \ --custom-text-input \ --accept-risk \ --skip-health
Run OpenClaw
openclaw agent --local --agent main --message "Hello from Hugging Face"
Upload folder using huggingface_hub (#2)
Browse files- a420ed963e2a67cf8c22adc09d21dd92fb2b90d91a3c7f8c1451c4cb26ebf498 (947e765a91f04118bb963c48f7b3c15fd6321313)
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- README.md +6 -7
- calme-3.3-instruct-3b.Q5_K_M.gguf +2 -2
- calme-3.3-instruct-3b.Q6_K.gguf +2 -2
- calme-3.3-instruct-3b.Q8_0.gguf +2 -2
- calme-3.3-instruct-3b.fp16.gguf +2 -2
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model_name: calme-3.3-instruct-3b-GGUF
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base_model: MaziyarPanahi/calme-3.3-instruct-3b
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inference: false
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model_creator: MaziyarPanahi
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pipeline_tag: text-generation
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quantized_by: MaziyarPanahi
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---
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# [MaziyarPanahi/calme-3.3-instruct-3b-GGUF](https://huggingface.co/MaziyarPanahi/calme-3.3-instruct-3b-GGUF)
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- Model creator: [MaziyarPanahi](https://huggingface.co/MaziyarPanahi)
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base_model: MaziyarPanahi/calme-3.3-instruct-3b
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inference: false
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model_creator: MaziyarPanahi
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model_name: calme-3.3-instruct-3b-GGUF
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pipeline_tag: text-generation
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quantized_by: MaziyarPanahi
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tags:
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- quantized
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- 2-bit
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- GGUF
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---
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# [MaziyarPanahi/calme-3.3-instruct-3b-GGUF](https://huggingface.co/MaziyarPanahi/calme-3.3-instruct-3b-GGUF)
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- Model creator: [MaziyarPanahi](https://huggingface.co/MaziyarPanahi)
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