Command Line Interface¶ unsprawl Usage: unsprawl [OPTIONS] COMMAND [ARGS]... A hardware-accelerated compound AI system for high-fidelity urban simulation and autonomous infrastructure resilience. ╭─ Options ─────────────────────────────────────────────────────╮ │--helpShow this message and exit.│ ╰───────────────────────────────────────────────────────────────╯ ╭─ Commands ────────────────────────────────────────────────────╮ │docs Launch Sphinx documentation server with live │ │reload. │ │cache Manage transport scoring cache. │ │fetch Fetch and cache regional datasets. │ │advect Run GPU-accelerated agent advection │ │simulation. │ │advect-replay Generate replay frames for Streamlit │ │dashboard. │ │valuate Run property valuation and scoring pipeline. │ │showcase 🚀 Launch the Full Stack Showcase (Backend + │ │Frontend). │ ╰───────────────────────────────────────────────────────────────╯ docs Usage: unsprawl docs [OPTIONS] Launch Sphinx documentation server with live reload. ╭─ Options ─────────────────────────────────────────────────────╮ │--portINTEGERDocs server │ │port │ │[default: 8000]│ │--open-browser--no-open-brow…Open browser │ │after launch │ │[default: │ │open-browser] │ │--helpShow this │ │message and │ │exit. │ ╰───────────────────────────────────────────────────────────────╯ cache Usage: unsprawl cache [OPTIONS] Manage transport scoring cache. ╭─ Options ─────────────────────────────────────────────────────╮ │--clear--no-clearClear transport │ │cache and exit │ │[default: │ │no-clear] │ │--transport-cache-…TEXTTransport cache │ │directory │ │--helpShow this message │ │and exit. │ ╰───────────────────────────────────────────────────────────────╯ fetch Usage: unsprawl fetch [OPTIONS] Fetch and cache regional datasets. ╭─ Options ─────────────────────────────────────────────────────╮ │--regionTEXT Region (currently SG)│ │[default: SG] │ │--limitINTEGERSynthetic fallback row │ │cap │ │[default: 5000] │ │--datasetsTEXT Datasets: all|resale|mrt│ │[default: all] │ │--force--no-forceForce │ │re-download/regenerate │ │[default: no-force] │ │--helpShow this message and │ │exit. │ ╰───────────────────────────────────────────────────────────────╯ advect Usage: unsprawl advect [OPTIONS] Run GPU-accelerated agent advection simulation. ╭─ Options ─────────────────────────────────────────────────────╮ │--agentsINTEGER[default: 100000]│ │--stepsINTEGER[default: 600]│ │--grid-resINTEGER[default: 256]│ │--deviceTEXT │ │--amplitudeFLOAT [default: 1.0]│ │--frequencyFLOAT [default: 3.0]│ │--phaseFLOAT [default: 0.0]│ │--dtFLOAT [default: │ │0.016666666666666666] │ │--outputTEXT │ │--output-formatTEXT [default: npy]│ │--helpShow this message and exit.│ ╰───────────────────────────────────────────────────────────────╯ advect-replay Usage: unsprawl advect-replay [OPTIONS] Generate replay frames for Streamlit dashboard. ╭─ Options ─────────────────────────────────────────────────────╮ │--agentsINTEGER[default: 100000]│ │--framesINTEGER[default: 60]│ │--steps-per-frameINTEGER[default: 5]│ │--grid-resINTEGER[default: 256]│ │--deviceTEXT │ │--out-dirTEXT [default: │ │dashboard/data/advect_fram…│ │--strideINTEGER[default: 10]│ │--parquetTEXT │ │--fpsFLOAT [default: 10.0]│ │--helpShow this message and exit.│ ╰───────────────────────────────────────────────────────────────╯ valuate Usage: unsprawl valuate [OPTIONS] Run property valuation and scoring pipeline. ╭─ Options ─────────────────────────────────────────────────────╮ │--regionTEXT Region code │ │[default: SG]│ │--inputTEXT Path to resale │ │CSV │ │--mrt-catalogTEXT MRT GeoJSON/CSV│ │path (or blank │ │to skip) │ │--transport-ca…TEXT Transport cache│ │directory │ │--clear-transp…--no-clear-tr…Clear cache │ │before scoring │ │[default: │ │no-clear-trans…│ │--townTEXT Exact town │ │filter │ │--town-likeTEXT Substring town │ │filter │ │--flat-typeTEXT Exact flat type│ │--flat-type-li…TEXT Substring flat │ │type │ │--flat-modelTEXT Exact flat │ │model │ │--flat-model-l…TEXT Substring flat │ │model │ │--storey-minINTEGERMinimum storey│ │--storey-maxINTEGERMaximum storey│ │--area-minFLOAT Minimum area│ │--area-maxFLOAT Maximum area│ │--lease-minFLOAT Minimum lease │ │years │ │--lease-maxFLOAT Maximum lease │ │years │ │--budgetFLOAT Maximum price│ │--group-byTEXT Group-by │ │columns for │ │z-scores │ │(comma-separat…│ │--topINTEGERTop-N to │ │display │ │[default: 10] │ │--no-accessibi…--no-no-acces…Do not adjust │ │price_efficien…│ │[default: │ │no-no-accessib…│ │--outputTEXT Optional export│ │path │ │(csv/json/parq…│ │--export-full--no-export-f…Export full │ │filtered │ │dataset │ │[default: │ │no-export-full]│ │--output-formatTEXT Export format: │ │csv|json|parqu…│ │[default: csv] │ │--helpShow this │ │message and │ │exit. │ ╰───────────────────────────────────────────────────────────────╯ showcase Usage: unsprawl showcase [OPTIONS] [SCENARIO] 🚀 Launch the Full Stack Showcase (Backend + Frontend). ╭─ Arguments ───────────────────────────────────────────────────╮ │scenario[SCENARIO]Simulation scenario to load│ │[default: genesis] │ ╰───────────────────────────────────────────────────────────────╯ ╭─ Options ─────────────────────────────────────────────────────╮ │--dev--no-devRun in dev mode (hot reload)│ │[default: dev] │ │--helpShow this message and exit.│ ╰───────────────────────────────────────────────────────────────╯