Instructions to use decisionlabs/mobilitydb-sql 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 decisionlabs/mobilitydb-sql 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 decisionlabs/mobilitydb-sql:Q8_0 # Run inference directly in the terminal: llama cli -hf decisionlabs/mobilitydb-sql:Q8_0
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf decisionlabs/mobilitydb-sql:Q8_0 # Run inference directly in the terminal: llama cli -hf decisionlabs/mobilitydb-sql:Q8_0
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 decisionlabs/mobilitydb-sql:Q8_0 # Run inference directly in the terminal: ./llama-cli -hf decisionlabs/mobilitydb-sql:Q8_0
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 decisionlabs/mobilitydb-sql:Q8_0 # Run inference directly in the terminal: ./build/bin/llama-cli -hf decisionlabs/mobilitydb-sql:Q8_0
Use Docker
docker model run hf.co/decisionlabs/mobilitydb-sql:Q8_0
- LM Studio
- Jan
- Ollama
How to use decisionlabs/mobilitydb-sql with Ollama:
ollama run hf.co/decisionlabs/mobilitydb-sql:Q8_0
- Unsloth Desktop
- Pi
How to use decisionlabs/mobilitydb-sql with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf decisionlabs/mobilitydb-sql:Q8_0
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": "decisionlabs/mobilitydb-sql:Q8_0" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Docker Model Runner
How to use decisionlabs/mobilitydb-sql with Docker Model Runner:
docker model run hf.co/decisionlabs/mobilitydb-sql:Q8_0
- Lemonade
How to use decisionlabs/mobilitydb-sql with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull decisionlabs/mobilitydb-sql:Q8_0
Run and chat with the model
lemonade run user.mobilitydb-sql-Q8_0
List all available models
lemonade list
- Hermes Agent
How to use decisionlabs/mobilitydb-sql with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf decisionlabs/mobilitydb-sql:Q8_0
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 decisionlabs/mobilitydb-sql:Q8_0
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use decisionlabs/mobilitydb-sql with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf decisionlabs/mobilitydb-sql:Q8_0
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 "decisionlabs/mobilitydb-sql:Q8_0" \ --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"
| license: apache-2.0 | |
| base_model: Qwen/Qwen3-0.6B | |
| tags: | |
| - gguf | |
| - mobilitydb | |
| - text-to-sql | |
| - qwen3 | |
| # mobilitydb-sql | |
| Qwen3-0.6B LoRA for **MobilityDB SQL** (workshop AIS). Not the Gazet geocoder. | |
| - Base: `Qwen/Qwen3-0.6B` (596M) | |
| - File: `mobilitydb-sql-q8_0.gguf` (Q8, ~610 MB) | |
| - Code: [decision-labs/speculative-ideas](https://github.com/decision-labs/speculative-ideas) → `mobilitydb-sql/` | |
| - Run: [QUICKSTART.md](https://github.com/decision-labs/speculative-ideas/blob/main/mobilitydb-sql/QUICKSTART.md) | |
| ```bash | |
| hf download decisionlabs/mobilitydb-sql mobilitydb-sql-q8_0.gguf \ | |
| --local-dir mobilitydb-sql-train/out | |
| llama-server -m mobilitydb-sql-train/out/mobilitydb-sql-q8_0.gguf \ | |
| --host 127.0.0.1 --port 9000 --ctx-size 2048 --reasoning off | |
| ``` | |