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Force-directed Graph · How it works & code

Force-directed simulation for group clustering: charge, link, and collision forces with temperature cooling.

Runtime logic

Visiting `/dataviz/d3-force`, DemoHost lazy-loads `demos/kits/kit-dataviz.js` (registry `mod: 'kit-dataviz'`) and calls `mount(host, { variant: 'd3-force' })`. mount resolves the variant to family `d3-force`; `withControls` builds the control panel (6 presets + sliders). `createCanvasStage` creates the `<canvas>` (HiDPI ≤ 2×, ResizeObserver) and the info panel. The family’s `build(S)` initialises state and returns the per-frame callback. Every `requestAnimationFrame`: read controls, advance a speed-scaled clock (dt ≤ 50 ms), run the frame callback; returned readouts go to the info panel. Pointer down/drag/move updates the interaction (drag handles, hover readouts); when untouched and auto-demo is on, the pointer follows a Lissajous path. Changing parameters: colour/speed/size apply live; structural ones remount; leaving the page cancels rAF, removes listeners and frees resources.

Environment

Canvas 2D: 2D canvas drawing; requestAnimationFrame: Display-synced animation loop; ResizeObserver: Canvas follows container size; Pointer Events: Unified mouse/touch/pen events; devicePixelRatio: Crisp HiDPI rendering (capped at 2×) · react 18.3.1, react-router-dom 6.30.6, vite 5.4.21

Dependencies

react 18.3.1

Imported APIs

withControls — Wraps the demo in the shared control panel (presets, sliders, reset); hot-updates or remounts on change; paramsFromSpec — Turns the spec (colour/speed/size/count/extras) into control-panel parameter definitions; createCanvasStage — Shared Canvas 2D stage: canvas + info panel, HiDPI, one rAF loop, pointer state, idle auto-pointer; rng — Seeded deterministic PRNG (same seed, same result); hueOf — Hue of a colour (0–360°); clamp — Clamps a value to a range; TAU — Constant 2π; fmt — Number formatting (fixed decimals); F — Formula block HTML; S.onDown — Pointer down; S.onUp — Pointer up; S.clear — Clears with the background colour (translucent = trails); S.get — Reads current control values; S.onFrame — Registers a per-frame callback; its return value feeds the info panel; ctx.beginPath() — Starts a new path; ctx.moveTo() — Moves the pen without drawing; ctx.lineTo() — Adds a straight line to a point; ctx.stroke() — Strokes the current path; ctx.arc() — Adds a circular arc (center, radius, start/end angle); ctx.fill() — Fills the current path; ctx.fillRect() — Fills a rectangle; ctx.arcTo() — Adds an arc using tangent lines; ctx.closePath() — Closes the current sub-path; ctx.fillText() — Draws filled text

Source code

frontend/src/demos/kits/kit-dataviz.js: FAM.d3-force (L904-L939)

Code walkthrough

L906-906: Control definitions (colour/speed/size/count/extras): Starting hue, Node Radius, Node count, Number of Groups, Charge Strength, Link Distance. L907-907: Preset buttons: name → parameter overrides (6). L908-916: Info-panel content: live rows(v), formula, notes, params, steps. L917-938: Init function: sets up state and returns the per-frame callback: registers pointer handlers `S.onDown`, `S.onUp`; draws with Canvas 2D `beginPath`, `moveTo`, `lineTo`, `stroke`, `arc`, `fill` …; math via `Math.max`, `Math.round`, `Math.floor`, `Math.min`, `Math.sqrt`, `Math.cos` …; returns readouts `n`, `m`, `g`, `alpha`, `at`, `node`, `grp` … to the info panel.

Principles

Multiple strength: Fᵢⱼ = −Electric charge · α / d² (The same symbol) Connectivity: pull both ends to distance L Group location (forceX 58.0.) / Forcey: Pull the node to the center of the group Cool:α ← α + (αTarget − α) × 0.02, Speed per step × α Zoom This is it d3-force Approach: Three forces per node——Between All Nodes Power charge , Connected Spring pull , Prevention of duplication Collision Force . One more to pull the node Unit Centre Positioning Power(s) d3 Lee forceX / forceY),同组节点之间连线又更多,所以会聚成一团一团。 d3 One more" Temperature α ": At first α = 1, High-power, nodal flying; later α Gradually Cool , Node moves slowly until it stabilizes. When you drag a node, you start again"Heat", Let the layout adjust. The pointer suspends to see the number of groups and links to which the node is located and can be held towed.

Open the interactive demo · GitHub