Dagre with React Flow
Dagre is a JavaScript library for laying out directed graphs. It computes optimal node positions for hierarchical/tree layouts. React Flow handles rendering; dagre handles positioning.
Quick Start
pnpm add @dagrejs/dagre
import dagre from '@dagrejs/dagre';
import { Node, Edge } from '@xyflow/react';
const getLayoutedElements = (
nodes: Node[],
edges: Edge[],
direction: 'TB' | 'LR' = 'TB'
) => {
const g = new dagre.graphlib.Graph();
g.setGraph({ rankdir: direction });
g.setDefaultEdgeLabel(() => ({}));
nodes.forEach((node) => {
g.setNode(node.id, { width: 172, height: 36 });
});
edges.forEach((edge) => {
g.setEdge(edge.source, edge.target);
});
dagre.layout(g);
const layoutedNodes = nodes.map((node) => {
const pos = g.node(node.id);
return {
...node,
position: { x: pos.x - 86, y: pos.y - 18 }, // Center to top-left
};
});
return { nodes: layoutedNodes, edges };
};
Core Concepts
Coordinate System Difference
Critical: Dagre returns center coordinates; React Flow uses top-left.
// Dagre output: center of node
const dagrePos = g.node(nodeId); // { x: 100, y: 50 } = center
// React Flow expects: top-left corner
const rfPosition = {
x: dagrePos.x - nodeWidth / 2,
y: dagrePos.y - nodeHeight / 2,
};
Node Dimensions
Dagre requires explicit dimensions. Three approaches:
1. Fixed dimensions (simplest):
g.setNode(node.id, { width: 172, height: 36 });
2. Per-node dimensions from data:
g.setNode(node.id, {
width: node.data.width ?? 172,
height: node.data.height ?? 36,
});
3. Measured dimensions (most accurate):
// After React Flow measures nodes
g.setNode(node.id, {
width: node.measured?.width ?? 172,
height: node.measured?.height ?? 36,
});
Layout Directions
| Value | Direction | Use Case | |-------|-----------|----------| | TB | Top to Bottom | Org charts, decision trees | | BT | Bottom to Top | Dependency graphs (deps at bottom) | | LR | Left to Right | Timelines, horizontal flows | | RL | Right to Left | RTL layouts |
g.setGraph({ rankdir: 'LR' }); // Horizontal layout
Hard gates
Run these in order before treating layout as correct (each step has an objective pass condition):
- Dimensions match conversion — For every node id, the
widthandheightgiven tog.setNodefor that id are the same numbers used to computeposition.x/position.yfromg.node(id)(half-width / half-height must match the dagre node box). - Center → top-left —
positionis{ x: centerX - width/2, y: centerY - height/2 }, not rawg.node(id).x/.yalone. - React Flow state update — After programmatic layout,
setNodes/setEdgesreceive a new array instance (e.g.[...layouted]orlayouted.map(...)), not the previous reference unchanged. - Optional sanity — If you use
fitViewafter layout, it runs after nodes are committed (e.g. nextrequestAnimationFrameorsetTimeout(0)), not in the same synchronous tick assetNodeswith stale measurements.
Complete Implementation
Basic Layout Function
import dagre from '@dagrejs/dagre';
import type { Node, Edge } from '@xyflow/react';
interface LayoutOptions {
direction?: 'TB' | 'BT' | 'LR' | 'RL';
nodeWidth?: number;
nodeHeight?: number;
nodesep?: number; // Horizontal spacing
ranksep?: number; // Vertical spacing (between ranks)
}
export function getLayoutedElements(
nodes: Node[],
edges: Edge[],
options: LayoutOptions = {}
): { nodes: Node[]; edges: Edge[] } {
const {
direction = 'TB',
nodeWidth = 172,
nodeHeight = 36,
nodesep = 50,
ranksep = 50,
} = options;
const g = new dagre.graphlib.Graph();
g.setGraph({ rankdir: direction, nodesep, ranksep });
g.setDefaultEdgeLabel(() => ({}));
nodes.forEach((node) => {
const width = node.measured?.width ?? nodeWidth;
const height = node.measured?.height ?? nodeHeight;
g.setNode(node.id, { width, height });
});
edges.forEach((edge) => {
g.setEdge(edge.source, edge.target);
});
dagre.layout(g);
const layoutedNodes = nodes.map((node) => {
const pos = g.node(node.id);
const width = node.measured?.width ?? nodeWidth;
const height = node.measured?.height ?? nodeHeight;
return {
...node,
position: {
x: pos.x - width / 2,
y: pos.y - height / 2,
},
};
});
return { nodes: layoutedNodes, edges };
}
React Flow Integration
import { useCallback } from 'react';
import {
ReactFlow,
useNodesState,
useEdgesState,
useReactFlow,
ReactFlowProvider,
} from '@xyflow/react';
import { getLayoutedElements } from './layout';
const initialNodes = [
{ id: '1', data: { label: 'Start' }, position: { x: 0, y: 0 } },
{ id: '2', data: { label: 'Process' }, position: { x: 0, y: 0 } },
{ id: '3', data: { label: 'End' }, position: { x: 0, y: 0 } },
];
const initialEdges = [
{ id: 'e1-2', source: '1', target: '2' },
{ id: 'e2-3', source: '2', target: '3' },
];
// Apply initial layout
const { nodes: layoutedNodes, edges: layoutedEdges } = getLayoutedElements(
initialNodes,
initialEdges,
{ direction: 'TB' }
);
function Flow() {
const [nodes, setNodes, onNodesChange] = useNodesState(layoutedNodes);
const [edges, setEdges, onEdgesChange] = useEdgesState(layoutedEdges);
const { fitView } = useReactFlow();
const onLayout = useCallback((direction: 'TB' | 'LR') => {
const { nodes: newNodes, edges: newEdges } = getLayoutedElements(
nodes,
edges,
{ direction }
);
setNodes([...newNodes]);
setEdges([...newEdges]);
// Fit view after layout with animation
window.requestAnimationFrame(() => {
fitView({ duration: 300 });
});
}, [nodes, edges, setNodes, setEdges, fitView]);
return (
<div style={{ width: '100%', height: '100vh' }}>
<div style={{ position: 'absolute', zIndex: 10, padding: 10 }}>
<button onClick={() => onLayout('TB')}>Vertical</button>
<button onClick={() => onLayout('LR')}>Horizontal</button>
</div>
<ReactFlow
nodes={nodes}
edges={edges}
onNodesChange={onNodesChange}
onEdgesChange={onEdgesChange}
fitView
/>
</div>
);
}
export default function App() {
return (
<ReactFlowProvider>
<Flow />
</ReactFlowProvider>
);
}
useAutoLayout Hook
Reusable hook for automatic layout:
import { useCallback, useEffect, useRef } from 'react';
import {
useReactFlow,
useNodesInitialized,
type Node,
type Edge,
} from '@xyflow/react';
import dagre from '@dagrejs/dagre';
interface UseAutoLayoutOptions {
direction?: 'TB' | 'BT' | 'LR' | 'RL';
nodesep?: number;
ranksep?: number;
}
export function useAutoLayout(options: UseAutoLayoutOptions = {}) {
const { direction = 'TB', nodesep = 50, ranksep = 50 } = options;
const { getNodes, getEdges, setNodes, fitView } = useReactFlow();
const nodesInitialized = useNodesInitialized();
const layoutApplied = useRef(false);
const runLayout = useCallback(() => {
const nodes = getNodes();
const edges = getEdges();
const g = new dagre.graphlib.Graph();
g.setGraph({ rankdir: direction, nodesep, ranksep });
g.setDefaultEdgeLabel(() => ({}));
nodes.forEach((node) => {
g.setNode(node.id, {
width: node.measured?.width ?? 172,
height: node.measured?.height ?? 36,
});
});
edges.forEach((edge) => {
g.setEdge(edge.source, edge.target);
});
dagre.layout(g);
const layouted = nodes.map((node) => {
const pos = g.node(node.id);
const width = node.measured?.width ?? 172;
const height = node.measured?.height ?? 36;
return {
...node,
position: { x: pos.x - width / 2,