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import moment from 'moment'
export const getUniqueNodeId = (nodeData, nodes) => {
// Get amount of same nodes
let totalSameNodes = 0
for (let i = 0; i < nodes.length; i += 1) {
const node = nodes[i]
if (node.data.name === nodeData.name) {
totalSameNodes += 1
}
}
// Get unique id
let nodeId = `${nodeData.name}_${totalSameNodes}`
for (let i = 0; i < nodes.length; i += 1) {
const node = nodes[i]
if (node.id === nodeId) {
totalSameNodes += 1
nodeId = `${nodeData.name}_${totalSameNodes}`
}
}
return nodeId
}
export const initializeDefaultNodeData = (nodeParams) => {
const initialValues = {}
for (let i = 0; i < nodeParams.length; i += 1) {
const input = nodeParams[i]
initialValues[input.name] = input.default || ''
}
return initialValues
}
export const initNode = (nodeData, newNodeId) => {
const inputAnchors = []
const inputParams = []
const incoming = nodeData.inputs ? nodeData.inputs.length : 0
const outgoing = 1
const whitelistTypes = ['options', 'string', 'number', 'boolean', 'password', 'json', 'code', 'date', 'file', 'folder']
for (let i = 0; i < incoming; i += 1) {
const newInput = {
...nodeData.inputs[i],
id: `${newNodeId}-input-${nodeData.inputs[i].name}-${nodeData.inputs[i].type}`
}
if (whitelistTypes.includes(nodeData.inputs[i].type)) {
inputParams.push(newInput)
} else {
inputAnchors.push(newInput)
}
}
const outputAnchors = []
for (let i = 0; i < outgoing; i += 1) {
if (nodeData.outputs && nodeData.outputs.length) {
const options = []
for (let j = 0; j < nodeData.outputs.length; j += 1) {
let baseClasses = ''
let type = ''
const outputBaseClasses = nodeData.outputs[j].baseClasses ?? []
if (outputBaseClasses.length > 1) {
baseClasses = outputBaseClasses.join('|')
type = outputBaseClasses.join(' | ')
} else if (outputBaseClasses.length === 1) {
baseClasses = outputBaseClasses[0]
type = outputBaseClasses[0]
}
const newOutputOption = {
id: `${newNodeId}-output-${nodeData.outputs[j].name}-${baseClasses}`,
name: nodeData.outputs[j].name,
label: nodeData.outputs[j].label,
type
}
options.push(newOutputOption)
}
const newOutput = {
name: 'output',
label: 'Output',
type: 'options',
options,
default: nodeData.outputs[0].name
}
outputAnchors.push(newOutput)
} else {
const newOutput = {
id: `${newNodeId}-output-${nodeData.name}-${nodeData.baseClasses.join('|')}`,
name: nodeData.name,
label: nodeData.type,
type: nodeData.baseClasses.join(' | ')
}
outputAnchors.push(newOutput)
}
}
/* Initial
inputs = [
{
label: 'field_label_1',
name: 'string'
},
{
label: 'field_label_2',
name: 'CustomType'
}
]
=> Convert to inputs, inputParams, inputAnchors
=> inputs = { 'field': 'defaultvalue' } // Turn into inputs object with default values
=> // For inputs that are part of whitelistTypes
inputParams = [
{
label: 'field_label_1',
name: 'string'
}
]
=> // For inputs that are not part of whitelistTypes
inputAnchors = [
{
label: 'field_label_2',
name: 'CustomType'
}
]
*/
if (nodeData.inputs) {
nodeData.inputAnchors = inputAnchors
nodeData.inputParams = inputParams
nodeData.inputs = initializeDefaultNodeData(nodeData.inputs)
} else {
nodeData.inputAnchors = []
nodeData.inputParams = []
nodeData.inputs = {}
}
if (nodeData.outputs) {
nodeData.outputs = initializeDefaultNodeData(outputAnchors)
} else {
nodeData.outputs = {}
}
nodeData.outputAnchors = outputAnchors
nodeData.id = newNodeId
return nodeData
}
export const getEdgeLabelName = (source) => {
const sourceSplit = source.split('-')
if (sourceSplit.length && sourceSplit[0].includes('ifElse')) {
const outputAnchorsIndex = sourceSplit[sourceSplit.length - 1]
return outputAnchorsIndex === '0' ? 'true' : 'false'
}
return ''
}
export const isValidConnection = (connection, reactFlowInstance) => {
const sourceHandle = connection.sourceHandle
const targetHandle = connection.targetHandle
const target = connection.target
//sourceHandle: "llmChain_0-output-llmChain-BaseChain"
//targetHandle: "mrlkAgentLLM_0-input-model-BaseLanguageModel"
const sourceTypes = sourceHandle.split('-')[sourceHandle.split('-').length - 1].split('|')
const targetTypes = targetHandle.split('-')[targetHandle.split('-').length - 1].split('|')
if (targetTypes.some((t) => sourceTypes.includes(t))) {
let targetNode = reactFlowInstance.getNode(target)
if (!targetNode) {
if (!reactFlowInstance.getEdges().find((e) => e.targetHandle === targetHandle)) {
return true
}
} else {
const targetNodeInputAnchor =
targetNode.data.inputAnchors.find((ancr) => ancr.id === targetHandle) ||
targetNode.data.inputParams.find((ancr) => ancr.id === targetHandle)
if (
(targetNodeInputAnchor &&
!targetNodeInputAnchor?.list &&
!reactFlowInstance.getEdges().find((e) => e.targetHandle === targetHandle)) ||
targetNodeInputAnchor?.list
) {
return true
}
}
}
return false
}
export const convertDateStringToDateObject = (dateString) => {
if (dateString === undefined || !dateString) return undefined
const date = moment(dateString)
if (!date.isValid) return undefined
// Sat Sep 24 2022 07:30:14
return new Date(date.year(), date.month(), date.date(), date.hours(), date.minutes())
}
export const getFileName = (fileBase64) => {
let fileNames = []
if (fileBase64.startsWith('[') && fileBase64.endsWith(']')) {
const files = JSON.parse(fileBase64)
for (const file of files) {
const splitDataURI = file.split(',')
const filename = splitDataURI[splitDataURI.length - 1].split(':')[1]
fileNames.push(filename)
}
return fileNames.join(', ')
} else {
const splitDataURI = fileBase64.split(',')
const filename = splitDataURI[splitDataURI.length - 1].split(':')[1]
return filename
}
}
export const getFolderName = (base64ArrayStr) => {
try {
const base64Array = JSON.parse(base64ArrayStr)
const filenames = []
for (let i = 0; i < base64Array.length; i += 1) {
const fileBase64 = base64Array[i]
const splitDataURI = fileBase64.split(',')
const filename = splitDataURI[splitDataURI.length - 1].split(':')[1]
filenames.push(filename)
}
return filenames.length ? filenames.join(',') : ''
} catch (e) {
return ''
}
}
export const generateExportFlowData = (flowData) => {
const nodes = flowData.nodes
const edges = flowData.edges
for (let i = 0; i < nodes.length; i += 1) {
nodes[i].selected = false
const node = nodes[i]
const newNodeData = {
id: node.data.id,
label: node.data.label,
name: node.data.name,
type: node.data.type,
baseClasses: node.data.baseClasses,
category: node.data.category,
description: node.data.description,
inputParams: node.data.inputParams,
inputAnchors: node.data.inputAnchors,
inputs: {},
outputAnchors: node.data.outputAnchors,
outputs: node.data.outputs,
selected: false
}
// Remove password, file & folder
if (node.data.inputs && Object.keys(node.data.inputs).length) {
const nodeDataInputs = {}
for (const input in node.data.inputs) {
const inputParam = node.data.inputParams.find((inp) => inp.name === input)
if (inputParam && inputParam.type === 'password') continue
if (inputParam && inputParam.type === 'file') continue
if (inputParam && inputParam.type === 'folder') continue
nodeDataInputs[input] = node.data.inputs[input]
}
newNodeData.inputs = nodeDataInputs
}
nodes[i].data = newNodeData
}
const exportJson = {
nodes,
edges
}
return exportJson
}
export const getAvailableNodesForVariable = (nodes, edges, target, targetHandle) => {
// example edge id = "llmChain_0-llmChain_0-output-outputPrediction-string-llmChain_1-llmChain_1-input-promptValues-string"
// {source} -{sourceHandle} -{target} -{targetHandle}
const parentNodes = []
const inputEdges = edges.filter((edg) => edg.target === target && edg.targetHandle === targetHandle)
if (inputEdges && inputEdges.length) {
for (let j = 0; j < inputEdges.length; j += 1) {
const node = nodes.find((nd) => nd.id === inputEdges[j].source)
parentNodes.push(node)
}
}
return parentNodes
}
export const rearrangeToolsOrdering = (newValues, sourceNodeId) => {
// RequestsGet and RequestsPost have to be in order before other tools
newValues.push(`{{${sourceNodeId}.data.instance}}`)
const sortKey = (item) => {
if (item.includes('requestsGet') || item.includes('readFile')) {
return 0
} else if (item.includes('requestsPost') || item.includes('writeFile')) {
return 1
} else {
return 2
}
}
newValues.sort((a, b) => sortKey(a) - sortKey(b))
}
export const throttle = (func, limit) => {
let lastFunc
let lastRan
return (...args) => {
if (!lastRan) {
func(...args)
lastRan = Date.now()
} else {
clearTimeout(lastFunc)
lastFunc = setTimeout(() => {
if (Date.now() - lastRan >= limit) {
func(...args)
lastRan = Date.now()
}
}, limit - (Date.now() - lastRan))
}
}
}
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