File size: 11,988 Bytes
4304c6d |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 |
import {
Position,
getConnectedEdges,
getOutgoers,
} from 'reactflow'
import dagre from 'dagre'
import { v4 as uuid4 } from 'uuid'
import {
cloneDeep,
uniqBy,
} from 'lodash-es'
import type {
Edge,
InputVar,
Node,
ToolWithProvider,
} from './types'
import { BlockEnum } from './types'
import {
NODE_WIDTH_X_OFFSET,
START_INITIAL_POSITION,
} from './constants'
import type { QuestionClassifierNodeType } from './nodes/question-classifier/types'
import type { ToolNodeType } from './nodes/tool/types'
import { CollectionType } from '@/app/components/tools/types'
import { toolParametersToFormSchemas } from '@/app/components/tools/utils/to-form-schema'
const WHITE = 'WHITE'
const GRAY = 'GRAY'
const BLACK = 'BLACK'
const isCyclicUtil = (nodeId: string, color: Record<string, string>, adjaList: Record<string, string[]>, stack: string[]) => {
color[nodeId] = GRAY
stack.push(nodeId)
for (let i = 0; i < adjaList[nodeId].length; ++i) {
const childId = adjaList[nodeId][i]
if (color[childId] === GRAY) {
stack.push(childId)
return true
}
if (color[childId] === WHITE && isCyclicUtil(childId, color, adjaList, stack))
return true
}
color[nodeId] = BLACK
if (stack.length > 0 && stack[stack.length - 1] === nodeId)
stack.pop()
return false
}
const getCycleEdges = (nodes: Node[], edges: Edge[]) => {
const adjaList: Record<string, string[]> = {}
const color: Record<string, string> = {}
const stack: string[] = []
for (const node of nodes) {
color[node.id] = WHITE
adjaList[node.id] = []
}
for (const edge of edges)
adjaList[edge.source]?.push(edge.target)
for (let i = 0; i < nodes.length; i++) {
if (color[nodes[i].id] === WHITE)
isCyclicUtil(nodes[i].id, color, adjaList, stack)
}
const cycleEdges = []
if (stack.length > 0) {
const cycleNodes = new Set(stack)
for (const edge of edges) {
if (cycleNodes.has(edge.source) && cycleNodes.has(edge.target))
cycleEdges.push(edge)
}
}
return cycleEdges
}
export const initialNodes = (originNodes: Node[], originEdges: Edge[]) => {
const nodes = cloneDeep(originNodes)
const edges = cloneDeep(originEdges)
const firstNode = nodes[0]
if (!firstNode?.position) {
nodes.forEach((node, index) => {
node.position = {
x: START_INITIAL_POSITION.x + index * NODE_WIDTH_X_OFFSET,
y: START_INITIAL_POSITION.y,
}
})
}
return nodes.map((node) => {
node.type = 'custom'
const connectedEdges = getConnectedEdges([node], edges)
node.data._connectedSourceHandleIds = connectedEdges.filter(edge => edge.source === node.id).map(edge => edge.sourceHandle || 'source')
node.data._connectedTargetHandleIds = connectedEdges.filter(edge => edge.target === node.id).map(edge => edge.targetHandle || 'target')
if (node.data.type === BlockEnum.IfElse) {
node.data._targetBranches = [
{
id: 'true',
name: 'IS TRUE',
},
{
id: 'false',
name: 'IS FALSE',
},
]
}
if (node.data.type === BlockEnum.QuestionClassifier) {
node.data._targetBranches = (node.data as QuestionClassifierNodeType).classes.map((topic) => {
return topic
})
}
return node
})
}
export const initialEdges = (originEdges: Edge[], originNodes: Node[]) => {
const nodes = cloneDeep(originNodes)
const edges = cloneDeep(originEdges)
let selectedNode: Node | null = null
const nodesMap = nodes.reduce((acc, node) => {
acc[node.id] = node
if (node.data?.selected)
selectedNode = node
return acc
}, {} as Record<string, Node>)
const cycleEdges = getCycleEdges(nodes, edges)
return edges.filter((edge) => {
return !cycleEdges.find(cycEdge => cycEdge.source === edge.source && cycEdge.target === edge.target)
}).map((edge) => {
edge.type = 'custom'
if (!edge.sourceHandle)
edge.sourceHandle = 'source'
if (!edge.targetHandle)
edge.targetHandle = 'target'
if (!edge.data?.sourceType && edge.source && nodesMap[edge.source]) {
edge.data = {
...edge.data,
sourceType: nodesMap[edge.source].data.type!,
} as any
}
if (!edge.data?.targetType && edge.target && nodesMap[edge.target]) {
edge.data = {
...edge.data,
targetType: nodesMap[edge.target].data.type!,
} as any
}
if (selectedNode) {
edge.data = {
...edge.data,
_connectedNodeIsSelected: edge.source === selectedNode.id || edge.target === selectedNode.id,
} as any
}
return edge
})
}
const dagreGraph = new dagre.graphlib.Graph()
dagreGraph.setDefaultEdgeLabel(() => ({}))
export const getLayoutByDagre = (originNodes: Node[], originEdges: Edge[]) => {
const nodes = cloneDeep(originNodes)
const edges = cloneDeep(originEdges)
dagreGraph.setGraph({
rankdir: 'LR',
align: 'UL',
nodesep: 40,
ranksep: 60,
})
nodes.forEach((node) => {
dagreGraph.setNode(node.id, { width: node.width, height: node.height })
})
edges.forEach((edge) => {
dagreGraph.setEdge(edge.source, edge.target)
})
dagre.layout(dagreGraph)
return dagreGraph
}
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
}
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')
nodesConnectedSourceOrTargetHandleIdsMap[sourceNode.id]._connectedSourceHandleIds = nodesConnectedSourceOrTargetHandleIdsMap[sourceNode.id]._connectedSourceHandleIds.filter((handleId: string) => handleId !== edge.sourceHandle)
if (type === 'add')
nodesConnectedSourceOrTargetHandleIdsMap[sourceNode.id]._connectedSourceHandleIds.push(edge.sourceHandle || 'source')
}
if (targetNode) {
if (type === 'remove')
nodesConnectedSourceOrTargetHandleIdsMap[targetNode.id]._connectedTargetHandleIds = nodesConnectedSourceOrTargetHandleIdsMap[targetNode.id]._connectedTargetHandleIds.filter((handleId: string) => handleId !== edge.targetHandle)
if (type === 'add')
nodesConnectedSourceOrTargetHandleIdsMap[targetNode.id]._connectedTargetHandleIds.push(edge.targetHandle || 'target')
}
})
return nodesConnectedSourceOrTargetHandleIdsMap
}
export const generateNewNode = ({ data, position, id }: Pick<Node, 'data' | 'position'> & { id?: string }) => {
return {
id: id || `${Date.now()}`,
type: 'custom',
data,
position,
targetPosition: Position.Left,
sourcePosition: Position.Right,
} as Node
}
export const getValidTreeNodes = (nodes: Node[], edges: Edge[]) => {
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)
traverse(outgoer, depth + 1)
})
}
else {
list.push(root)
}
}
traverse(startNode, maxDepth)
return {
validNodes: uniqBy(list, 'id'),
maxDepth,
}
}
export const getToolCheckParams = (
toolData: ToolNodeType,
buildInTools: ToolWithProvider[],
customTools: ToolWithProvider[],
language: string,
) => {
const { provider_id, provider_type, tool_name } = toolData
const isBuiltIn = provider_type === CollectionType.builtIn
const currentTools = isBuiltIn ? buildInTools : customTools
const currCollection = currentTools.find(item => item.id === provider_id)
const currTool = currCollection?.tools.find(tool => tool.name === tool_name)
const formSchemas = currTool ? toolParametersToFormSchemas(currTool.parameters) : []
const toolInputVarSchema = formSchemas.filter((item: any) => item.form === 'llm')
const toolSettingSchema = formSchemas.filter((item: any) => item.form !== 'llm')
return {
toolInputsSchema: (() => {
const formInputs: InputVar[] = []
toolInputVarSchema.forEach((item: any) => {
formInputs.push({
label: item.label[language] || item.label.en_US,
variable: item.variable,
type: item.type,
required: item.required,
})
})
return formInputs
})(),
notAuthed: isBuiltIn && !!currCollection?.allow_delete && !currCollection?.is_team_authorization,
toolSettingSchema,
language,
}
}
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[]]
}
export const isMac = () => {
return navigator.userAgent.toUpperCase().includes('MAC')
}
const specialKeysNameMap: Record<string, string | undefined> = {
ctrl: '⌘',
alt: '⌥',
}
export const getKeyboardKeyNameBySystem = (key: string) => {
if (isMac())
return specialKeysNameMap[key] || key
return key
}
const specialKeysCodeMap: Record<string, string | undefined> = {
ctrl: 'meta',
}
export const getKeyboardKeyCodeBySystem = (key: string) => {
if (isMac())
return specialKeysCodeMap[key] || key
return key
}
export const getTopLeftNodePosition = (nodes: Node[]) => {
let minX = Infinity
let minY = Infinity
nodes.forEach((node) => {
if (node.position.x < minX)
minX = node.position.x
if (node.position.y < minY)
minY = node.position.y
})
return {
x: minX,
y: minY,
}
}
export const isEventTargetInputArea = (target: HTMLElement) => {
if (target.tagName === 'INPUT' || target.tagName === 'TEXTAREA')
return true
if (target.contentEditable === 'true')
return true
}
|