move lightrag_webui folder to top directory
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209
lightrag_webui/src/hooks/useLightragGraph.tsx
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209
lightrag_webui/src/hooks/useLightragGraph.tsx
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import Graph, { DirectedGraph } from 'graphology'
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import { useCallback, useEffect } from 'react'
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import { randomColor, errorMessage } from '@/lib/utils'
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import * as Constants from '@/lib/constants'
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import { useGraphStore, RawGraph } from '@/stores/graph'
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import { queryGraphs } from '@/api/lightrag'
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import { useBackendState } from '@/stores/state'
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import { useSettingsStore } from '@/stores/settings'
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import seedrandom from 'seedrandom'
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const validateGraph = (graph: RawGraph) => {
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if (!graph) {
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return false
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}
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if (!Array.isArray(graph.nodes) || !Array.isArray(graph.edges)) {
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return false
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}
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for (const node of graph.nodes) {
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if (!node.id || !node.labels || !node.properties) {
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return false
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}
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}
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for (const edge of graph.edges) {
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if (!edge.id || !edge.source || !edge.target || !edge.type || !edge.properties) {
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return false
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}
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}
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for (const edge of graph.edges) {
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const source = graph.getNode(edge.source)
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const target = graph.getNode(edge.target)
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if (source == undefined || target == undefined) {
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return false
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}
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}
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return true
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}
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export type NodeType = {
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x: number
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y: number
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label: string
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size: number
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color: string
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highlighted?: boolean
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}
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export type EdgeType = { label: string }
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const fetchGraph = async (label: string) => {
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let rawData: any = null
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try {
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rawData = await queryGraphs(label)
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} catch (e) {
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useBackendState.getState().setErrorMessage(errorMessage(e), 'Query Graphs Error!')
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return null
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}
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let rawGraph = null
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if (rawData) {
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const nodeIdMap: Record<string, number> = {}
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const edgeIdMap: Record<string, number> = {}
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for (let i = 0; i < rawData.nodes.length; i++) {
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const node = rawData.nodes[i]
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nodeIdMap[node.id] = i
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// const seed = node.labels.length > 0 ? node.labels[0] : node.id
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seedrandom(node.id, { global: true })
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node.color = randomColor()
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node.x = Math.random()
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node.y = Math.random()
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node.degree = 0
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node.size = 10
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}
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for (let i = 0; i < rawData.edges.length; i++) {
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const edge = rawData.edges[i]
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edgeIdMap[edge.id] = i
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const source = nodeIdMap[edge.source]
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const target = nodeIdMap[edge.target]
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if (source !== undefined && source !== undefined) {
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const sourceNode = rawData.nodes[source]
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const targetNode = rawData.nodes[target]
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sourceNode.degree += 1
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targetNode.degree += 1
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}
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}
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// generate node size
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let minDegree = Number.MAX_SAFE_INTEGER
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let maxDegree = 0
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for (const node of rawData.nodes) {
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minDegree = Math.min(minDegree, node.degree)
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maxDegree = Math.max(maxDegree, node.degree)
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}
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const range = maxDegree - minDegree
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if (range > 0) {
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const scale = Constants.maxNodeSize - Constants.minNodeSize
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for (const node of rawData.nodes) {
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node.size = Math.round(
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Constants.minNodeSize + scale * Math.pow((node.degree - minDegree) / range, 0.5)
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)
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}
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}
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rawGraph = new RawGraph()
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rawGraph.nodes = rawData.nodes
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rawGraph.edges = rawData.edges
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rawGraph.nodeIdMap = nodeIdMap
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rawGraph.edgeIdMap = edgeIdMap
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if (!validateGraph(rawGraph)) {
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rawGraph = null
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console.error('Invalid graph data')
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}
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console.log('Graph data loaded')
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}
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// console.debug({ data: JSON.parse(JSON.stringify(rawData)) })
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return rawGraph
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}
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const createSigmaGraph = (rawGraph: RawGraph | null) => {
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const graph = new DirectedGraph()
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for (const rawNode of rawGraph?.nodes ?? []) {
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graph.addNode(rawNode.id, {
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label: rawNode.labels.join(', '),
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color: rawNode.color,
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x: rawNode.x,
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y: rawNode.y,
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size: rawNode.size,
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// for node-border
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borderColor: Constants.nodeBorderColor,
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borderSize: 0.2
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})
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}
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for (const rawEdge of rawGraph?.edges ?? []) {
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rawEdge.dynamicId = graph.addDirectedEdge(rawEdge.source, rawEdge.target, {
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label: rawEdge.type
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})
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}
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return graph
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}
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const lastQueryLabel = { label: '' }
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const useLightrangeGraph = () => {
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const queryLabel = useSettingsStore.use.queryLabel()
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const rawGraph = useGraphStore.use.rawGraph()
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const sigmaGraph = useGraphStore.use.sigmaGraph()
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const getNode = useCallback(
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(nodeId: string) => {
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return rawGraph?.getNode(nodeId) || null
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},
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[rawGraph]
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)
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const getEdge = useCallback(
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(edgeId: string, dynamicId: boolean = true) => {
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return rawGraph?.getEdge(edgeId, dynamicId) || null
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},
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[rawGraph]
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)
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useEffect(() => {
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if (queryLabel) {
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if (lastQueryLabel.label !== queryLabel) {
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lastQueryLabel.label = queryLabel
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const state = useGraphStore.getState()
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state.reset()
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fetchGraph(queryLabel).then((data) => {
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// console.debug('Query label: ' + queryLabel)
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state.setSigmaGraph(createSigmaGraph(data))
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data?.buildDynamicMap()
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state.setRawGraph(data)
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})
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}
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} else {
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const state = useGraphStore.getState()
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state.reset()
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state.setSigmaGraph(new DirectedGraph())
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}
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}, [queryLabel])
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const lightrageGraph = useCallback(() => {
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if (sigmaGraph) {
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return sigmaGraph as Graph<NodeType, EdgeType>
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}
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const graph = new DirectedGraph()
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useGraphStore.getState().setSigmaGraph(graph)
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return graph as Graph<NodeType, EdgeType>
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}, [sigmaGraph])
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return { lightrageGraph, getNode, getEdge }
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}
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export default useLightrangeGraph
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