Instructions to use TobDeBer/SmartQuant 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 TobDeBer/SmartQuant 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 TobDeBer/SmartQuant # Run inference directly in the terminal: llama cli -hf TobDeBer/SmartQuant
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf TobDeBer/SmartQuant # Run inference directly in the terminal: llama cli -hf TobDeBer/SmartQuant
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 TobDeBer/SmartQuant # Run inference directly in the terminal: ./llama-cli -hf TobDeBer/SmartQuant
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 TobDeBer/SmartQuant # Run inference directly in the terminal: ./build/bin/llama-cli -hf TobDeBer/SmartQuant
Use Docker
docker model run hf.co/TobDeBer/SmartQuant
- Llama new
- LM Studio
- Jan
- Ollama
How to use TobDeBer/SmartQuant with Ollama:
ollama run hf.co/TobDeBer/SmartQuant
- Unsloth Desktop
- Pi
How to use TobDeBer/SmartQuant with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf TobDeBer/SmartQuant
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": "TobDeBer/SmartQuant" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Docker Model Runner
How to use TobDeBer/SmartQuant with Docker Model Runner:
docker model run hf.co/TobDeBer/SmartQuant
- Lemonade
How to use TobDeBer/SmartQuant with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull TobDeBer/SmartQuant
Run and chat with the model
lemonade run user.SmartQuant-{{QUANT_TAG}}List all available models
lemonade list
- Hermes Agent
How to use TobDeBer/SmartQuant with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf TobDeBer/SmartQuant
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 TobDeBer/SmartQuant
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use TobDeBer/SmartQuant with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf TobDeBer/SmartQuant
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 "TobDeBer/SmartQuant" \ --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"
Commit History
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Rename llama-quantize to llama-quantize-sq
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Upload granite-4.0-tiny-preview-iq4_xs_T3UD.gguf with huggingface_hub
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Upload llama-server-6343-cuda with huggingface_hub
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Upload Tiny-Moe.Q6_K_T3.gguf with huggingface_hub
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Upload SmartQuant-Falcon-H1-0.5B-Instruct.gguf with huggingface_hub
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Rename Llama-3.3-70B-Instruct-SmartQuant.gguf to SmartQuant-Llama-3.3-70B-Instruct.gguf
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Rename granite-3.3-8b-instruct-SmartQuant.gguf to SmartQuant-granite-3.3-8b-instruct.gguf
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add quantization tool
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add granite-3.3-8b-instruct-SmartQuant.gguf
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track Llama-3.3-70B-Instruct-SmartQuant.gguf
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initial commit
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