Instructions to use MaziyarPanahi/calme-3.1-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-3.1-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-3.1-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
Install from WinGet (Windows)
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
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-3.1-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
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-3.1-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
Use Docker
docker model run hf.co/MaziyarPanahi/calme-3.1-instruct-3b-GGUF:Q4_K_M
- LM Studio
- Jan
- vLLM
How to use MaziyarPanahi/calme-3.1-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-3.1-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?" } ] }'Use Docker
docker model run hf.co/MaziyarPanahi/calme-3.1-instruct-3b-GGUF:Q4_K_M
- Ollama
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
- Unsloth Desktop
- Docker Model Runner
How to use MaziyarPanahi/calme-3.1-instruct-3b-GGUF with Docker Model Runner:
docker model run hf.co/MaziyarPanahi/calme-3.1-instruct-3b-GGUF:Q4_K_M
- Lemonade
How to use MaziyarPanahi/calme-3.1-instruct-3b-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull MaziyarPanahi/calme-3.1-instruct-3b-GGUF:Q4_K_M
Run and chat with the model
lemonade run user.calme-3.1-instruct-3b-GGUF-Q4_K_M
List all available models
lemonade list
- Atomic Chat
Upload folder using huggingface_hub (#2)
Browse files- 2648e2c4e38f24baea8c31203710b8bbc985ce357d2dd8b9ec44381e51f18265 (87fcee5cfa05464b3fa60aec27672065b3d7d211)
- d18c23d74bb3559108f4f30701aba7117fd1f80295219da21d4388fba4bfafbe (e1b6b519ccd65e6755be510a35863269f48f4382)
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- 50d6e37421c5995a6ec4b175eb43111d2064fd2c56ae6a8da04d76b7d37bd066 (d88381122c36ec30e118844c3971ff209744a339)
- README.md +6 -7
- calme-3.1-instruct-3b.Q5_K_M.gguf +2 -2
- calme-3.1-instruct-3b.Q6_K.gguf +2 -2
- calme-3.1-instruct-3b.Q8_0.gguf +2 -2
- calme-3.1-instruct-3b.fp16.gguf +2 -2
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model_name: calme-3.1-instruct-3b-GGUF
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base_model: MaziyarPanahi/calme-3.1-instruct-3b
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inference: false
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model_creator: MaziyarPanahi
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---
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# [MaziyarPanahi/calme-3.1-instruct-3b-GGUF](https://huggingface.co/MaziyarPanahi/calme-3.1-instruct-3b-GGUF)
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- Model creator: [MaziyarPanahi](https://huggingface.co/MaziyarPanahi)
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base_model: MaziyarPanahi/calme-3.1-instruct-3b
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model_creator: MaziyarPanahi
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model_name: calme-3.1-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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# [MaziyarPanahi/calme-3.1-instruct-3b-GGUF](https://huggingface.co/MaziyarPanahi/calme-3.1-instruct-3b-GGUF)
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- Model creator: [MaziyarPanahi](https://huggingface.co/MaziyarPanahi)
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