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- import {
- getConnectedEdges,
- getIncomers,
- getOutgoers,
- } from 'reactflow'
- import { v4 as uuid4 } from 'uuid'
- import {
- groupBy,
- isEqual,
- uniqBy,
- } from 'lodash-es'
- import type {
- ConversationVariable,
- Edge,
- EnvironmentVariable,
- Node,
- Var,
- } from '../types'
- import {
- BlockEnum,
- } from '../types'
- import type { IterationNodeType } from '../nodes/iteration/types'
- import type { LoopNodeType } from '../nodes/loop/types'
- import { VAR_REGEX_TEXT } from '@/config'
- import { formatItem } from '../nodes/_base/components/variable/utils'
- import type { StructuredOutput } from '../nodes/llm/types'
-
- export const canRunBySingle = (nodeType: BlockEnum) => {
- return nodeType === BlockEnum.LLM
- || nodeType === BlockEnum.KnowledgeRetrieval
- || nodeType === BlockEnum.Code
- || nodeType === BlockEnum.TemplateTransform
- || nodeType === BlockEnum.QuestionClassifier
- || nodeType === BlockEnum.HttpRequest
- || nodeType === BlockEnum.Tool
- || nodeType === BlockEnum.ParameterExtractor
- || nodeType === BlockEnum.Iteration
- || nodeType === BlockEnum.Agent
- || nodeType === BlockEnum.DocExtractor
- || nodeType === BlockEnum.Loop
- }
-
- type ConnectedSourceOrTargetNodesChange = {
- type: string
- edge: Edge
- }[]
- export const getNodesConnectedSourceOrTargetHandleIdsMap = (changes: ConnectedSourceOrTargetNodesChange, nodes: Node[]) => {
- const nodesConnectedSourceOrTargetHandleIdsMap = {} as Record<string, any>
-
- changes.forEach((change) => {
- const {
- edge,
- type,
- } = change
- const sourceNode = nodes.find(node => node.id === edge.source)!
- if (sourceNode) {
- nodesConnectedSourceOrTargetHandleIdsMap[sourceNode.id] = nodesConnectedSourceOrTargetHandleIdsMap[sourceNode.id] || {
- _connectedSourceHandleIds: [...(sourceNode?.data._connectedSourceHandleIds || [])],
- _connectedTargetHandleIds: [...(sourceNode?.data._connectedTargetHandleIds || [])],
- }
- }
-
- const targetNode = nodes.find(node => node.id === edge.target)!
- if (targetNode) {
- nodesConnectedSourceOrTargetHandleIdsMap[targetNode.id] = nodesConnectedSourceOrTargetHandleIdsMap[targetNode.id] || {
- _connectedSourceHandleIds: [...(targetNode?.data._connectedSourceHandleIds || [])],
- _connectedTargetHandleIds: [...(targetNode?.data._connectedTargetHandleIds || [])],
- }
- }
-
- if (sourceNode) {
- if (type === 'remove') {
- const index = nodesConnectedSourceOrTargetHandleIdsMap[sourceNode.id]._connectedSourceHandleIds.findIndex((handleId: string) => handleId === edge.sourceHandle)
- nodesConnectedSourceOrTargetHandleIdsMap[sourceNode.id]._connectedSourceHandleIds.splice(index, 1)
- }
-
- if (type === 'add')
- nodesConnectedSourceOrTargetHandleIdsMap[sourceNode.id]._connectedSourceHandleIds.push(edge.sourceHandle || 'source')
- }
-
- if (targetNode) {
- if (type === 'remove') {
- const index = nodesConnectedSourceOrTargetHandleIdsMap[targetNode.id]._connectedTargetHandleIds.findIndex((handleId: string) => handleId === edge.targetHandle)
- nodesConnectedSourceOrTargetHandleIdsMap[targetNode.id]._connectedTargetHandleIds.splice(index, 1)
- }
-
- if (type === 'add')
- nodesConnectedSourceOrTargetHandleIdsMap[targetNode.id]._connectedTargetHandleIds.push(edge.targetHandle || 'target')
- }
- })
-
- return nodesConnectedSourceOrTargetHandleIdsMap
- }
-
- function getParentOutputVarMap(item: Var, path: string, varMap: Record<string, Var>) {
- if (!item.children || (Array.isArray(item.children) && !item.children.length) || ((item.children as StructuredOutput).schema))
- return
- (item.children as Var[]).forEach((child) => {
- const newPath = `${path}.${child.variable}`
- varMap[newPath] = child
- getParentOutputVarMap(child, newPath, varMap)
- })
- }
-
- export const getValidTreeNodes = (nodes: Node[], edges: Edge[], isCollectVar?: boolean) => {
- const startNode = nodes.find(node => node.data.type === BlockEnum.Start)
-
- if (!startNode) {
- return {
- validNodes: [],
- maxDepth: 0,
- }
- }
-
- const list: Node[] = [startNode]
- let maxDepth = 1
-
- const traverse = (root: Node, depth: number) => {
- if (depth > maxDepth)
- maxDepth = depth
-
- const outgoers = getOutgoers(root, nodes, edges)
-
- if (outgoers.length) {
- outgoers.forEach((outgoer) => {
- list.push(outgoer)
-
- if (isCollectVar) {
- const nodeObj = formatItem(root, false, () => true)
- const varMap = {} as Record<string, Var>
- nodeObj.vars.forEach((item) => {
- if (item.variable.startsWith('sys.'))
- return
- const newPath = `${nodeObj.nodeId}.${item.variable}`
- varMap[newPath] = item
- getParentOutputVarMap(item, newPath, varMap)
- })
- outgoer._parentOutputVarMap = { ...(root._parentOutputVarMap ?? {}), ...varMap }
- }
-
- if (outgoer.data.type === BlockEnum.Iteration)
- list.push(...nodes.filter(node => node.parentId === outgoer.id))
- if (outgoer.data.type === BlockEnum.Loop)
- list.push(...nodes.filter(node => node.parentId === outgoer.id))
-
- traverse(outgoer, depth + 1)
- })
- }
- else {
- list.push(root)
-
- if (root.data.type === BlockEnum.Iteration)
- list.push(...nodes.filter(node => node.parentId === root.id))
- if (root.data.type === BlockEnum.Loop)
- list.push(...nodes.filter(node => node.parentId === root.id))
- }
- }
-
- traverse(startNode, maxDepth)
-
- return {
- validNodes: uniqBy(list, 'id'),
- maxDepth,
- }
- }
-
- export const changeNodesAndEdgesId = (nodes: Node[], edges: Edge[]) => {
- const idMap = nodes.reduce((acc, node) => {
- acc[node.id] = uuid4()
-
- return acc
- }, {} as Record<string, string>)
-
- const newNodes = nodes.map((node) => {
- return {
- ...node,
- id: idMap[node.id],
- }
- })
-
- const newEdges = edges.map((edge) => {
- return {
- ...edge,
- source: idMap[edge.source],
- target: idMap[edge.target],
- }
- })
-
- return [newNodes, newEdges] as [Node[], Edge[]]
- }
-
- type ParallelInfoItem = {
- parallelNodeId: string
- depth: number
- isBranch?: boolean
- }
- type NodeParallelInfo = {
- parallelNodeId: string
- edgeHandleId: string
- depth: number
- }
- type NodeHandle = {
- node: Node
- handle: string
- }
- type NodeStreamInfo = {
- upstreamNodes: Set<string>
- downstreamEdges: Set<string>
- }
- export const getParallelInfo = (nodes: Node[], edges: Edge[], parentNodeId?: string) => {
- let startNode
-
- if (parentNodeId) {
- const parentNode = nodes.find(node => node.id === parentNodeId)
- if (!parentNode)
- throw new Error('Parent node not found')
-
- startNode = nodes.find(node => node.id === (parentNode.data as (IterationNodeType | LoopNodeType)).start_node_id)
- }
- else {
- startNode = nodes.find(node => node.data.type === BlockEnum.Start)
- }
- if (!startNode)
- throw new Error('Start node not found')
-
- const parallelList = [] as ParallelInfoItem[]
- const nextNodeHandles = [{ node: startNode, handle: 'source' }]
- let hasAbnormalEdges = false
-
- const traverse = (firstNodeHandle: NodeHandle) => {
- const nodeEdgesSet = {} as Record<string, Set<string>>
- const totalEdgesSet = new Set<string>()
- const nextHandles = [firstNodeHandle]
- const streamInfo = {} as Record<string, NodeStreamInfo>
- const parallelListItem = {
- parallelNodeId: '',
- depth: 0,
- } as ParallelInfoItem
- const nodeParallelInfoMap = {} as Record<string, NodeParallelInfo>
- nodeParallelInfoMap[firstNodeHandle.node.id] = {
- parallelNodeId: '',
- edgeHandleId: '',
- depth: 0,
- }
-
- while (nextHandles.length) {
- const currentNodeHandle = nextHandles.shift()!
- const { node: currentNode, handle: currentHandle = 'source' } = currentNodeHandle
- const currentNodeHandleKey = currentNode.id
- const connectedEdges = edges.filter(edge => edge.source === currentNode.id && edge.sourceHandle === currentHandle)
- const connectedEdgesLength = connectedEdges.length
- const outgoers = nodes.filter(node => connectedEdges.some(edge => edge.target === node.id))
- const incomers = getIncomers(currentNode, nodes, edges)
-
- if (!streamInfo[currentNodeHandleKey]) {
- streamInfo[currentNodeHandleKey] = {
- upstreamNodes: new Set<string>(),
- downstreamEdges: new Set<string>(),
- }
- }
-
- if (nodeEdgesSet[currentNodeHandleKey]?.size > 0 && incomers.length > 1) {
- const newSet = new Set<string>()
- for (const item of totalEdgesSet) {
- if (!streamInfo[currentNodeHandleKey].downstreamEdges.has(item))
- newSet.add(item)
- }
- if (isEqual(nodeEdgesSet[currentNodeHandleKey], newSet)) {
- parallelListItem.depth = nodeParallelInfoMap[currentNode.id].depth
- nextNodeHandles.push({ node: currentNode, handle: currentHandle })
- break
- }
- }
-
- if (nodeParallelInfoMap[currentNode.id].depth > parallelListItem.depth)
- parallelListItem.depth = nodeParallelInfoMap[currentNode.id].depth
-
- outgoers.forEach((outgoer) => {
- const outgoerConnectedEdges = getConnectedEdges([outgoer], edges).filter(edge => edge.source === outgoer.id)
- const sourceEdgesGroup = groupBy(outgoerConnectedEdges, 'sourceHandle')
- const incomers = getIncomers(outgoer, nodes, edges)
-
- if (outgoers.length > 1 && incomers.length > 1)
- hasAbnormalEdges = true
-
- Object.keys(sourceEdgesGroup).forEach((sourceHandle) => {
- nextHandles.push({ node: outgoer, handle: sourceHandle })
- })
- if (!outgoerConnectedEdges.length)
- nextHandles.push({ node: outgoer, handle: 'source' })
-
- const outgoerKey = outgoer.id
- if (!nodeEdgesSet[outgoerKey])
- nodeEdgesSet[outgoerKey] = new Set<string>()
-
- if (nodeEdgesSet[currentNodeHandleKey]) {
- for (const item of nodeEdgesSet[currentNodeHandleKey])
- nodeEdgesSet[outgoerKey].add(item)
- }
-
- if (!streamInfo[outgoerKey]) {
- streamInfo[outgoerKey] = {
- upstreamNodes: new Set<string>(),
- downstreamEdges: new Set<string>(),
- }
- }
-
- if (!nodeParallelInfoMap[outgoer.id]) {
- nodeParallelInfoMap[outgoer.id] = {
- ...nodeParallelInfoMap[currentNode.id],
- }
- }
-
- if (connectedEdgesLength > 1) {
- const edge = connectedEdges.find(edge => edge.target === outgoer.id)!
- nodeEdgesSet[outgoerKey].add(edge.id)
- totalEdgesSet.add(edge.id)
-
- streamInfo[currentNodeHandleKey].downstreamEdges.add(edge.id)
- streamInfo[outgoerKey].upstreamNodes.add(currentNodeHandleKey)
-
- for (const item of streamInfo[currentNodeHandleKey].upstreamNodes)
- streamInfo[item].downstreamEdges.add(edge.id)
-
- if (!parallelListItem.parallelNodeId)
- parallelListItem.parallelNodeId = currentNode.id
-
- const prevDepth = nodeParallelInfoMap[currentNode.id].depth + 1
- const currentDepth = nodeParallelInfoMap[outgoer.id].depth
-
- nodeParallelInfoMap[outgoer.id].depth = Math.max(prevDepth, currentDepth)
- }
- else {
- for (const item of streamInfo[currentNodeHandleKey].upstreamNodes)
- streamInfo[outgoerKey].upstreamNodes.add(item)
-
- nodeParallelInfoMap[outgoer.id].depth = nodeParallelInfoMap[currentNode.id].depth
- }
- })
- }
-
- parallelList.push(parallelListItem)
- }
-
- while (nextNodeHandles.length) {
- const nodeHandle = nextNodeHandles.shift()!
- traverse(nodeHandle)
- }
-
- return {
- parallelList,
- hasAbnormalEdges,
- }
- }
-
- export const hasErrorHandleNode = (nodeType?: BlockEnum) => {
- return nodeType === BlockEnum.LLM || nodeType === BlockEnum.Tool || nodeType === BlockEnum.HttpRequest || nodeType === BlockEnum.Code
- }
-
- export const transformStartNodeVariables = (chatVarList: ConversationVariable[], environmentVariables: EnvironmentVariable[]) => {
- const variablesMap: Record<string, ConversationVariable | EnvironmentVariable> = {}
- chatVarList.forEach((variable) => {
- variablesMap[`conversation.${variable.name}`] = variable
- })
- environmentVariables.forEach((variable) => {
- variablesMap[`env.${variable.name}`] = variable
- })
- return variablesMap
- }
-
- export const getNotExistVariablesByText = (text: string, varMap: Record<string, Var>) => {
- const var_warnings: string[] = []
- text?.replace(VAR_REGEX_TEXT, (str, id_name) => {
- if (id_name.startsWith('sys.'))
- return str
- if (varMap[id_name])
- return str
- const arr = id_name.split('.')
- arr.shift()
- var_warnings.push(arr.join('.'))
- return str
- })
- return var_warnings
- }
-
- export const getNotExistVariablesByArray = (array: string[][], varMap: Record<string, Var>) => {
- if (!array.length)
- return []
- const var_warnings: string[] = []
- array.forEach((item) => {
- if (!item.length)
- return
- if (['sys'].includes(item[0]))
- return
- const var_warning = varMap[item.join('.')]
- if (var_warning)
- return
- const arr = [...item]
- arr.shift()
- var_warnings.push(arr.join('.'))
- })
- return var_warnings
- }
|