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Merge pull request #1422 from FlowiseAI/feature/env-vars 

Feature/Env Variables
This commit is contained in:
Henry Heng 2023-12-27 21:44:17 +00:00 committed by GitHub
parent c88729b129 b6d08268d4
commit 6921967e9d
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GPG Key ID: 4AEE18F83AFDEB23
36 changed files with 2074 additions and 144 deletions
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2
packages/components/nodes/agents/OpenAIAssistant/OpenAIAssistant.ts
View File

@ -265,7 +265,7 @@ class OpenAIAssistant_Agents implements INode {
// Start tool analytics
const toolIds = await analyticHandlers.onToolStart(tool.name, actions[i].toolInput, parentIds)
const toolOutput = await tool.call(actions[i].toolInput)
const toolOutput = await tool.call(actions[i].toolInput, undefined, undefined, threadId)
// End tool analytics
await analyticHandlers.onToolEnd(toolIds, toolOutput)

350
packages/components/nodes/agents/OpenAIFunctionAgent/OpenAIFunctionAgent.ts
View File

@ -1,10 +1,17 @@
import { ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface'
import { initializeAgentExecutorWithOptions, AgentExecutor } from 'langchain/agents'
import { getBaseClasses, mapChatHistory } from '../../../src/utils'
import { BaseLanguageModel } from 'langchain/base_language'
import { FlowiseMemory, ICommonObject, INode, INodeData, INodeParams } from '../../../src/Interface'
import { AgentExecutor as LCAgentExecutor, AgentExecutorInput } from 'langchain/agents'
import { ChainValues, AgentStep, AgentFinish, AgentAction, BaseMessage, FunctionMessage, AIMessage } from 'langchain/schema'
import { OutputParserException } from 'langchain/schema/output_parser'
import { CallbackManagerForChainRun } from 'langchain/callbacks'
import { formatToOpenAIFunction } from 'langchain/tools'
import { ToolInputParsingException, Tool } from '@langchain/core/tools'
import { getBaseClasses } from '../../../src/utils'
import { flatten } from 'lodash'
import { BaseChatMemory } from 'langchain/memory'
import { RunnableSequence } from 'langchain/schema/runnable'
import { ConsoleCallbackHandler, CustomChainHandler, additionalCallbacks } from '../../../src/handler'
import { ChatPromptTemplate, MessagesPlaceholder } from 'langchain/prompts'
import { ChatOpenAI } from 'langchain/chat_models/openai'
import { OpenAIFunctionsAgentOutputParser } from 'langchain/agents/openai/output_parser'
class OpenAIFunctionAgent_Agents implements INode {
label: string
@ -16,8 +23,9 @@ class OpenAIFunctionAgent_Agents implements INode {
category: string
baseClasses: string[]
inputs: INodeParams[]
sessionId?: string
constructor() {
constructor(fields: { sessionId?: string }) {
this.label = 'OpenAI Function Agent'
this.name = 'openAIFunctionAgent'
this.version = 3.0
@ -25,7 +33,7 @@ class OpenAIFunctionAgent_Agents implements INode {
this.category = 'Agents'
this.icon = 'function.svg'
this.description = `An agent that uses Function Calling to pick the tool and args to call`
this.baseClasses = [this.type, ...getBaseClasses(AgentExecutor)]
this.baseClasses = [this.type, ...getBaseClasses(LCAgentExecutor)]
this.inputs = [
{
label: 'Allowed Tools',
@ -52,54 +60,324 @@ class OpenAIFunctionAgent_Agents implements INode {
additionalParams: true
}
]
this.sessionId = fields?.sessionId
}
async init(nodeData: INodeData): Promise<any> {
const model = nodeData.inputs?.model as BaseLanguageModel
const memory = nodeData.inputs?.memory as BaseChatMemory
const systemMessage = nodeData.inputs?.systemMessage as string
const memory = nodeData.inputs?.memory as FlowiseMemory
let tools = nodeData.inputs?.tools
tools = flatten(tools)
const executor = await initializeAgentExecutorWithOptions(tools, model, {
agentType: 'openai-functions',
verbose: process.env.DEBUG === 'true' ? true : false,
agentArgs: {
prefix: systemMessage ?? `You are a helpful AI assistant.`
}
})
const executor = prepareAgent(nodeData, this.sessionId)
if (memory) executor.memory = memory
return executor
}
async run(nodeData: INodeData, input: string, options: ICommonObject): Promise<string> {
const executor = nodeData.instance as AgentExecutor
const memory = nodeData.inputs?.memory as BaseChatMemory
const memory = nodeData.inputs?.memory as FlowiseMemory
if (options && options.chatHistory) {
const chatHistoryClassName = memory.chatHistory.constructor.name
// Only replace when its In-Memory
if (chatHistoryClassName && chatHistoryClassName === 'ChatMessageHistory') {
memory.chatHistory = mapChatHistory(options)
executor.memory = memory
}
}
;(executor.memory as any).returnMessages = true // Return true for BaseChatModel
const executor = prepareAgent(nodeData, this.sessionId)
const loggerHandler = new ConsoleCallbackHandler(options.logger)
const callbacks = await additionalCallbacks(nodeData, options)
let res: ChainValues = {}
if (options.socketIO && options.socketIOClientId) {
const handler = new CustomChainHandler(options.socketIO, options.socketIOClientId)
const result = await executor.run(input, [loggerHandler, handler, ...callbacks])
return result
res = await executor.invoke({ input }, { callbacks: [loggerHandler, handler, ...callbacks] })
} else {
const result = await executor.run(input, [loggerHandler, ...callbacks])
return result
res = await executor.invoke({ input }, { callbacks: [loggerHandler, ...callbacks] })
}
await memory.addChatMessages(
[
{
text: input,
type: 'userMessage'
},
{
text: res?.output,
type: 'apiMessage'
}
],
this.sessionId
)
return res?.output
}
}
const formatAgentSteps = (steps: AgentStep[]): BaseMessage[] =>
steps.flatMap(({ action, observation }) => {
if ('messageLog' in action && action.messageLog !== undefined) {
const log = action.messageLog as BaseMessage[]
return log.concat(new FunctionMessage(observation, action.tool))
} else {
return [new AIMessage(action.log)]
}
})
const prepareAgent = (nodeData: INodeData, sessionId?: string) => {
const model = nodeData.inputs?.model as ChatOpenAI
const memory = nodeData.inputs?.memory as FlowiseMemory
const systemMessage = nodeData.inputs?.systemMessage as string
let tools = nodeData.inputs?.tools
tools = flatten(tools)
const memoryKey = memory.memoryKey ? memory.memoryKey : 'chat_history'
const inputKey = memory.inputKey ? memory.inputKey : 'input'
const prompt = ChatPromptTemplate.fromMessages([
['ai', systemMessage ? systemMessage : `You are a helpful AI assistant.`],
new MessagesPlaceholder(memoryKey),
['human', `{${inputKey}}`],
new MessagesPlaceholder('agent_scratchpad')
])
const modelWithFunctions = model.bind({
functions: [...tools.map((tool: any) => formatToOpenAIFunction(tool))]
})
const runnableAgent = RunnableSequence.from([
{
[inputKey]: (i: { input: string; steps: AgentStep[] }) => i.input,
agent_scratchpad: (i: { input: string; steps: AgentStep[] }) => formatAgentSteps(i.steps),
[memoryKey]: async (_: { input: string; steps: AgentStep[] }) => {
const messages = (await memory.getChatMessages(sessionId, true)) as BaseMessage[]
return messages ?? []
}
},
prompt,
modelWithFunctions,
new OpenAIFunctionsAgentOutputParser()
])
const executor = AgentExecutor.fromAgentAndTools({
agent: runnableAgent,
tools,
sessionId
})
return executor
}
type AgentExecutorOutput = ChainValues
class AgentExecutor extends LCAgentExecutor {
sessionId?: string
static fromAgentAndTools(fields: AgentExecutorInput & { sessionId?: string }): AgentExecutor {
const newInstance = new AgentExecutor(fields)
if (fields.sessionId) newInstance.sessionId = fields.sessionId
return newInstance
}
shouldContinueIteration(iterations: number): boolean {
return this.maxIterations === undefined || iterations < this.maxIterations
}
async _call(inputs: ChainValues, runManager?: CallbackManagerForChainRun): Promise<AgentExecutorOutput> {
const toolsByName = Object.fromEntries(this.tools.map((t) => [t.name.toLowerCase(), t]))
const steps: AgentStep[] = []
let iterations = 0
const getOutput = async (finishStep: AgentFinish): Promise<AgentExecutorOutput> => {
const { returnValues } = finishStep
const additional = await this.agent.prepareForOutput(returnValues, steps)
if (this.returnIntermediateSteps) {
return { ...returnValues, intermediateSteps: steps, ...additional }
}
await runManager?.handleAgentEnd(finishStep)
return { ...returnValues, ...additional }
}
while (this.shouldContinueIteration(iterations)) {
let output
try {
output = await this.agent.plan(steps, inputs, runManager?.getChild())
} catch (e) {
if (e instanceof OutputParserException) {
let observation
let text = e.message
if (this.handleParsingErrors === true) {
if (e.sendToLLM) {
observation = e.observation
text = e.llmOutput ?? ''
} else {
observation = 'Invalid or incomplete response'
}
} else if (typeof this.handleParsingErrors === 'string') {
observation = this.handleParsingErrors
} else if (typeof this.handleParsingErrors === 'function') {
observation = this.handleParsingErrors(e)
} else {
throw e
}
output = {
tool: '_Exception',
toolInput: observation,
log: text
} as AgentAction
} else {
throw e
}
}
// Check if the agent has finished
if ('returnValues' in output) {
return getOutput(output)
}
let actions: AgentAction[]
if (Array.isArray(output)) {
actions = output as AgentAction[]
} else {
actions = [output as AgentAction]
}
const newSteps = await Promise.all(
actions.map(async (action) => {
await runManager?.handleAgentAction(action)
const tool = action.tool === '_Exception' ? new ExceptionTool() : toolsByName[action.tool?.toLowerCase()]
let observation
try {
// here we need to override Tool call method to include sessionId as parameter
observation = tool
? // @ts-ignore
await tool.call(action.toolInput, runManager?.getChild(), undefined, this.sessionId)
: `${action.tool} is not a valid tool, try another one.`
} catch (e) {
if (e instanceof ToolInputParsingException) {
if (this.handleParsingErrors === true) {
observation = 'Invalid or incomplete tool input. Please try again.'
} else if (typeof this.handleParsingErrors === 'string') {
observation = this.handleParsingErrors
} else if (typeof this.handleParsingErrors === 'function') {
observation = this.handleParsingErrors(e)
} else {
throw e
}
observation = await new ExceptionTool().call(observation, runManager?.getChild())
return { action, observation: observation ?? '' }
}
}
return { action, observation: observation ?? '' }
})
)
steps.push(...newSteps)
const lastStep = steps[steps.length - 1]
const lastTool = toolsByName[lastStep.action.tool?.toLowerCase()]
if (lastTool?.returnDirect) {
return getOutput({
returnValues: { [this.agent.returnValues[0]]: lastStep.observation },
log: ''
})
}
iterations += 1
}
const finish = await this.agent.returnStoppedResponse(this.earlyStoppingMethod, steps, inputs)
return getOutput(finish)
}
async _takeNextStep(
nameToolMap: Record<string, Tool>,
inputs: ChainValues,
intermediateSteps: AgentStep[],
runManager?: CallbackManagerForChainRun
): Promise<AgentFinish | AgentStep[]> {
let output
try {
output = await this.agent.plan(intermediateSteps, inputs, runManager?.getChild())
} catch (e) {
if (e instanceof OutputParserException) {
let observation
let text = e.message
if (this.handleParsingErrors === true) {
if (e.sendToLLM) {
observation = e.observation
text = e.llmOutput ?? ''
} else {
observation = 'Invalid or incomplete response'
}
} else if (typeof this.handleParsingErrors === 'string') {
observation = this.handleParsingErrors
} else if (typeof this.handleParsingErrors === 'function') {
observation = this.handleParsingErrors(e)
} else {
throw e
}
output = {
tool: '_Exception',
toolInput: observation,
log: text
} as AgentAction
} else {
throw e
}
}
if ('returnValues' in output) {
return output
}
let actions: AgentAction[]
if (Array.isArray(output)) {
actions = output as AgentAction[]
} else {
actions = [output as AgentAction]
}
const result: AgentStep[] = []
for (const agentAction of actions) {
let observation = ''
if (runManager) {
await runManager?.handleAgentAction(agentAction)
}
if (agentAction.tool in nameToolMap) {
const tool = nameToolMap[agentAction.tool]
try {
// here we need to override Tool call method to include sessionId as parameter
// @ts-ignore
observation = await tool.call(agentAction.toolInput, runManager?.getChild(), undefined, this.sessionId)
} catch (e) {
if (e instanceof ToolInputParsingException) {
if (this.handleParsingErrors === true) {
observation = 'Invalid or incomplete tool input. Please try again.'
} else if (typeof this.handleParsingErrors === 'string') {
observation = this.handleParsingErrors
} else if (typeof this.handleParsingErrors === 'function') {
observation = this.handleParsingErrors(e)
} else {
throw e
}
observation = await new ExceptionTool().call(observation, runManager?.getChild())
}
}
} else {
observation = `${agentAction.tool} is not a valid tool, try another available tool: ${Object.keys(nameToolMap).join(', ')}`
}
result.push({
action: agentAction,
observation
})
}
return result
}
}
class ExceptionTool extends Tool {
name = '_Exception'
description = 'Exception tool'
async _call(query: string) {
return query
}
}

46
packages/components/nodes/memory/BufferMemory/BufferMemory.ts
View File

@ -1,6 +1,7 @@
import { INode, INodeData, INodeParams } from '../../../src/Interface'
import { getBaseClasses } from '../../../src/utils'
import { BufferMemory } from 'langchain/memory'
import { FlowiseMemory, IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } from '../../../src/Interface'
import { convertBaseMessagetoIMessage, getBaseClasses } from '../../../src/utils'
import { BufferMemory, BufferMemoryInput } from 'langchain/memory'
import { BaseMessage } from 'langchain/schema'
class BufferMemory_Memory implements INode {
label: string
@ -41,7 +42,7 @@ class BufferMemory_Memory implements INode {
async init(nodeData: INodeData): Promise<any> {
const memoryKey = nodeData.inputs?.memoryKey as string
const inputKey = nodeData.inputs?.inputKey as string
return new BufferMemory({
return new BufferMemoryExtended({
returnMessages: true,
memoryKey,
inputKey
@ -49,4 +50,41 @@ class BufferMemory_Memory implements INode {
}
}
class BufferMemoryExtended extends FlowiseMemory implements MemoryMethods {
constructor(fields: BufferMemoryInput) {
super(fields)
}
async getChatMessages(_?: string, returnBaseMessages = false): Promise<IMessage[] | BaseMessage[]> {
const memoryResult = await this.loadMemoryVariables({})
const baseMessages = memoryResult[this.memoryKey ?? 'chat_history']
return returnBaseMessages ? baseMessages : convertBaseMessagetoIMessage(baseMessages)
}
async addChatMessages(msgArray: { text: string; type: MessageType }[]): Promise<void> {
const input = msgArray.find((msg) => msg.type === 'userMessage')
const output = msgArray.find((msg) => msg.type === 'apiMessage')
const inputValues = { [this.inputKey ?? 'input']: input?.text }
const outputValues = { output: output?.text }
await this.saveContext(inputValues, outputValues)
}
async clearChatMessages(): Promise<void> {
await this.clear()
}
async resumeMessages(messages: IMessage[]): Promise<void> {
// Clear existing chatHistory to avoid duplication
if (messages.length) await this.clear()
// Insert into chatHistory
for (const msg of messages) {
if (msg.type === 'userMessage') await this.chatHistory.addUserMessage(msg.message)
else if (msg.type === 'apiMessage') await this.chatHistory.addAIChatMessage(msg.message)
}
}
}
module.exports = { nodeClass: BufferMemory_Memory }

44
packages/components/nodes/memory/BufferWindowMemory/BufferWindowMemory.ts
View File

@ -1,6 +1,7 @@
import { INode, INodeData, INodeParams } from '../../../src/Interface'
import { getBaseClasses } from '../../../src/utils'
import { FlowiseWindowMemory, IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } from '../../../src/Interface'
import { convertBaseMessagetoIMessage, getBaseClasses } from '../../../src/utils'
import { BufferWindowMemory, BufferWindowMemoryInput } from 'langchain/memory'
import { BaseMessage } from 'langchain/schema'
class BufferWindowMemory_Memory implements INode {
label: string
@ -57,7 +58,44 @@ class BufferWindowMemory_Memory implements INode {
k: parseInt(k, 10)
}
return new BufferWindowMemory(obj)
return new BufferWindowMemoryExtended(obj)
}
}
class BufferWindowMemoryExtended extends FlowiseWindowMemory implements MemoryMethods {
constructor(fields: BufferWindowMemoryInput) {
super(fields)
}
async getChatMessages(_?: string, returnBaseMessages = false): Promise<IMessage[] | BaseMessage[]> {
const memoryResult = await this.loadMemoryVariables({})
const baseMessages = memoryResult[this.memoryKey ?? 'chat_history']
return returnBaseMessages ? baseMessages : convertBaseMessagetoIMessage(baseMessages)
}
async addChatMessages(msgArray: { text: string; type: MessageType }[]): Promise<void> {
const input = msgArray.find((msg) => msg.type === 'userMessage')
const output = msgArray.find((msg) => msg.type === 'apiMessage')
const inputValues = { [this.inputKey ?? 'input']: input?.text }
const outputValues = { output: output?.text }
await this.saveContext(inputValues, outputValues)
}
async clearChatMessages(): Promise<void> {
await this.clear()
}
async resumeMessages(messages: IMessage[]): Promise<void> {
// Clear existing chatHistory to avoid duplication
if (messages.length) await this.clear()
// Insert into chatHistory
for (const msg of messages) {
if (msg.type === 'userMessage') await this.chatHistory.addUserMessage(msg.message)
else if (msg.type === 'apiMessage') await this.chatHistory.addAIChatMessage(msg.message)
}
}
}

48
packages/components/nodes/memory/ConversationSummaryMemory/ConversationSummaryMemory.ts
View File

@ -1,7 +1,8 @@
import { INode, INodeData, INodeParams } from '../../../src/Interface'
import { getBaseClasses } from '../../../src/utils'
import { FlowiseSummaryMemory, IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } from '../../../src/Interface'
import { convertBaseMessagetoIMessage, getBaseClasses } from '../../../src/utils'
import { ConversationSummaryMemory, ConversationSummaryMemoryInput } from 'langchain/memory'
import { BaseLanguageModel } from 'langchain/base_language'
import { BaseMessage } from 'langchain/schema'
class ConversationSummaryMemory_Memory implements INode {
label: string
@ -56,7 +57,48 @@ class ConversationSummaryMemory_Memory implements INode {
inputKey
}
return new ConversationSummaryMemory(obj)
return new ConversationSummaryMemoryExtended(obj)
}
}
class ConversationSummaryMemoryExtended extends FlowiseSummaryMemory implements MemoryMethods {
constructor(fields: ConversationSummaryMemoryInput) {
super(fields)
}
async getChatMessages(_?: string, returnBaseMessages = false): Promise<IMessage[] | BaseMessage[]> {
const memoryResult = await this.loadMemoryVariables({})
const baseMessages = memoryResult[this.memoryKey ?? 'chat_history']
return returnBaseMessages ? baseMessages : convertBaseMessagetoIMessage(baseMessages)
}
async addChatMessages(msgArray: { text: string; type: MessageType }[]): Promise<void> {
const input = msgArray.find((msg) => msg.type === 'userMessage')
const output = msgArray.find((msg) => msg.type === 'apiMessage')
const inputValues = { [this.inputKey ?? 'input']: input?.text }
const outputValues = { output: output?.text }
await this.saveContext(inputValues, outputValues)
}
async clearChatMessages(): Promise<void> {
await this.clear()
}
async resumeMessages(messages: IMessage[]): Promise<void> {
// Clear existing chatHistory to avoid duplication
if (messages.length) await this.clear()
// Insert into chatHistory
for (const msg of messages) {
if (msg.type === 'userMessage') await this.chatHistory.addUserMessage(msg.message)
else if (msg.type === 'apiMessage') await this.chatHistory.addAIChatMessage(msg.message)
}
// Replace buffer
const chatMessages = await this.chatHistory.getMessages()
this.buffer = await this.predictNewSummary(chatMessages.slice(-2), this.buffer)
}
}

208
packages/components/nodes/memory/DynamoDb/DynamoDb.ts
View File

@ -1,15 +1,25 @@
import {
ICommonObject,
INode,
INodeData,
INodeParams,
DynamoDBClient,
DynamoDBClientConfig,
GetItemCommand,
GetItemCommandInput,
UpdateItemCommand,
UpdateItemCommandInput,
DeleteItemCommand,
DeleteItemCommandInput,
AttributeValue
} from '@aws-sdk/client-dynamodb'
import { DynamoDBChatMessageHistory } from 'langchain/stores/message/dynamodb'
import { BufferMemory, BufferMemoryInput } from 'langchain/memory'
import { mapStoredMessageToChatMessage, AIMessage, HumanMessage, StoredMessage, BaseMessage } from 'langchain/schema'
import {
convertBaseMessagetoIMessage,
getBaseClasses,
getCredentialData,
getCredentialParam,
serializeChatHistory
} from '../../../src'
import { DynamoDBChatMessageHistory } from 'langchain/stores/message/dynamodb'
import { BufferMemory, BufferMemoryInput } from 'langchain/memory'
} from '../../../src/utils'
import { FlowiseMemory, ICommonObject, IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } from '../../../src/Interface'
class DynamoDb_Memory implements INode {
label: string
@ -102,49 +112,203 @@ class DynamoDb_Memory implements INode {
const initalizeDynamoDB = async (nodeData: INodeData, options: ICommonObject): Promise<BufferMemory> => {
const tableName = nodeData.inputs?.tableName as string
const partitionKey = nodeData.inputs?.partitionKey as string
const sessionId = nodeData.inputs?.sessionId as string
const region = nodeData.inputs?.region as string
const memoryKey = nodeData.inputs?.memoryKey as string
const chatId = options.chatId
let isSessionIdUsingChatMessageId = false
if (!sessionId && chatId) isSessionIdUsingChatMessageId = true
let sessionId = ''
if (!nodeData.inputs?.sessionId && chatId) {
isSessionIdUsingChatMessageId = true
sessionId = chatId
} else {
sessionId = nodeData.inputs?.sessionId
}
const credentialData = await getCredentialData(nodeData.credential ?? '', options)
const accessKeyId = getCredentialParam('accessKey', credentialData, nodeData)
const secretAccessKey = getCredentialParam('secretAccessKey', credentialData, nodeData)
const config: DynamoDBClientConfig = {
region,
credentials: {
accessKeyId,
secretAccessKey
}
}
const client = new DynamoDBClient(config ?? {})
const dynamoDb = new DynamoDBChatMessageHistory({
tableName,
partitionKey,
sessionId: sessionId ? sessionId : chatId,
config: {
region,
credentials: {
accessKeyId,
secretAccessKey
}
}
sessionId,
config
})
const memory = new BufferMemoryExtended({
memoryKey: memoryKey ?? 'chat_history',
chatHistory: dynamoDb,
isSessionIdUsingChatMessageId
isSessionIdUsingChatMessageId,
sessionId,
dynamodbClient: client
})
return memory
}
interface BufferMemoryExtendedInput {
isSessionIdUsingChatMessageId: boolean
dynamodbClient: DynamoDBClient
sessionId: string
}
class BufferMemoryExtended extends BufferMemory {
isSessionIdUsingChatMessageId? = false
interface DynamoDBSerializedChatMessage {
M: {
type: {
S: string
}
text: {
S: string
}
role?: {
S: string
}
}
}
constructor(fields: BufferMemoryInput & Partial<BufferMemoryExtendedInput>) {
class BufferMemoryExtended extends FlowiseMemory implements MemoryMethods {
isSessionIdUsingChatMessageId = false
sessionId = ''
dynamodbClient: DynamoDBClient
constructor(fields: BufferMemoryInput & BufferMemoryExtendedInput) {
super(fields)
this.isSessionIdUsingChatMessageId = fields.isSessionIdUsingChatMessageId
this.sessionId = fields.sessionId
this.dynamodbClient = fields.dynamodbClient
}
overrideDynamoKey(overrideSessionId = '') {
const existingDynamoKey = (this as any).dynamoKey
const partitionKey = (this as any).partitionKey
let newDynamoKey: Record<string, AttributeValue> = {}
if (Object.keys(existingDynamoKey).includes(partitionKey)) {
newDynamoKey[partitionKey] = { S: overrideSessionId }
}
return Object.keys(newDynamoKey).length ? newDynamoKey : existingDynamoKey
}
async addNewMessage(
messages: StoredMessage[],
client: DynamoDBClient,
tableName = '',
dynamoKey: Record<string, AttributeValue> = {},
messageAttributeName = 'messages'
) {
const params: UpdateItemCommandInput = {
TableName: tableName,
Key: dynamoKey,
ExpressionAttributeNames: {
'#m': messageAttributeName
},
ExpressionAttributeValues: {
':empty_list': {
L: []
},
':m': {
L: messages.map((message) => {
const dynamoSerializedMessage: DynamoDBSerializedChatMessage = {
M: {
type: {
S: message.type
},
text: {
S: message.data.content
}
}
}
if (message.data.role) {
dynamoSerializedMessage.M.role = { S: message.data.role }
}
return dynamoSerializedMessage
})
}
},
UpdateExpression: 'SET #m = list_append(if_not_exists(#m, :empty_list), :m)'
}
await client.send(new UpdateItemCommand(params))
}
async getChatMessages(overrideSessionId = '', returnBaseMessages = false): Promise<IMessage[] | BaseMessage[]> {
if (!this.dynamodbClient) return []
const dynamoKey = overrideSessionId ? this.overrideDynamoKey(overrideSessionId) : (this as any).dynamoKey
const tableName = (this as any).tableName
const messageAttributeName = (this as any).messageAttributeName
const params: GetItemCommandInput = {
TableName: tableName,
Key: dynamoKey
}
const response = await this.dynamodbClient.send(new GetItemCommand(params))
const items = response.Item ? response.Item[messageAttributeName]?.L ?? [] : []
const messages = items
.map((item) => ({
type: item.M?.type.S,
data: {
role: item.M?.role?.S,
content: item.M?.text.S
}
}))
.filter((x): x is StoredMessage => x.type !== undefined && x.data.content !== undefined)
const baseMessages = messages.map(mapStoredMessageToChatMessage)
return returnBaseMessages ? baseMessages : convertBaseMessagetoIMessage(baseMessages)
}
async addChatMessages(msgArray: { text: string; type: MessageType }[], overrideSessionId = ''): Promise<void> {
if (!this.dynamodbClient) return
const dynamoKey = overrideSessionId ? this.overrideDynamoKey(overrideSessionId) : (this as any).dynamoKey
const tableName = (this as any).tableName
const messageAttributeName = (this as any).messageAttributeName
const input = msgArray.find((msg) => msg.type === 'userMessage')
const output = msgArray.find((msg) => msg.type === 'apiMessage')
if (input) {
const newInputMessage = new HumanMessage(input.text)
const messageToAdd = [newInputMessage].map((msg) => msg.toDict())
await this.addNewMessage(messageToAdd, this.dynamodbClient, tableName, dynamoKey, messageAttributeName)
}
if (output) {
const newOutputMessage = new AIMessage(output.text)
const messageToAdd = [newOutputMessage].map((msg) => msg.toDict())
await this.addNewMessage(messageToAdd, this.dynamodbClient, tableName, dynamoKey, messageAttributeName)
}
}
async clearChatMessages(overrideSessionId = ''): Promise<void> {
if (!this.dynamodbClient) return
const dynamoKey = overrideSessionId ? this.overrideDynamoKey(overrideSessionId) : (this as any).dynamoKey
const tableName = (this as any).tableName
const params: DeleteItemCommandInput = {
TableName: tableName,
Key: dynamoKey
}
await this.dynamodbClient.send(new DeleteItemCommand(params))
await this.clear()
}
async resumeMessages(): Promise<void> {
return
}
}

100
packages/components/nodes/memory/MongoDBMemory/MongoDBMemory.ts
View File

@ -1,17 +1,15 @@
import { MongoClient, Collection, Document } from 'mongodb'
import { MongoDBChatMessageHistory } from 'langchain/stores/message/mongodb'
import { BufferMemory, BufferMemoryInput } from 'langchain/memory'
import { mapStoredMessageToChatMessage, AIMessage, HumanMessage, BaseMessage } from 'langchain/schema'
import {
convertBaseMessagetoIMessage,
getBaseClasses,
getCredentialData,
getCredentialParam,
ICommonObject,
INode,
INodeData,
INodeParams,
serializeChatHistory
} from '../../../src'
import { MongoDBChatMessageHistory } from 'langchain/stores/message/mongodb'
import { BufferMemory, BufferMemoryInput } from 'langchain/memory'
import { BaseMessage, mapStoredMessageToChatMessage } from 'langchain/schema'
import { MongoClient } from 'mongodb'
} from '../../../src/utils'
import { FlowiseMemory, ICommonObject, IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } from '../../../src/Interface'
class MongoDB_Memory implements INode {
label: string
@ -99,23 +97,30 @@ class MongoDB_Memory implements INode {
const initializeMongoDB = async (nodeData: INodeData, options: ICommonObject): Promise<BufferMemory> => {
const databaseName = nodeData.inputs?.databaseName as string
const collectionName = nodeData.inputs?.collectionName as string
const sessionId = nodeData.inputs?.sessionId as string
const memoryKey = nodeData.inputs?.memoryKey as string
const chatId = options?.chatId as string
let isSessionIdUsingChatMessageId = false
if (!sessionId && chatId) isSessionIdUsingChatMessageId = true
let sessionId = ''
if (!nodeData.inputs?.sessionId && chatId) {
isSessionIdUsingChatMessageId = true
sessionId = chatId
} else {
sessionId = nodeData.inputs?.sessionId
}
const credentialData = await getCredentialData(nodeData.credential ?? '', options)
let mongoDBConnectUrl = getCredentialParam('mongoDBConnectUrl', credentialData, nodeData)
const mongoDBConnectUrl = getCredentialParam('mongoDBConnectUrl', credentialData, nodeData)
const client = new MongoClient(mongoDBConnectUrl)
await client.connect()
const collection = client.db(databaseName).collection(collectionName)
const mongoDBChatMessageHistory = new MongoDBChatMessageHistory({
collection,
sessionId: sessionId ? sessionId : chatId
sessionId
})
mongoDBChatMessageHistory.getMessages = async (): Promise<BaseMessage[]> => {
@ -144,20 +149,81 @@ const initializeMongoDB = async (nodeData: INodeData, options: ICommonObject): P
return new BufferMemoryExtended({
memoryKey: memoryKey ?? 'chat_history',
chatHistory: mongoDBChatMessageHistory,
isSessionIdUsingChatMessageId
isSessionIdUsingChatMessageId,
sessionId,
collection
})
}
interface BufferMemoryExtendedInput {
isSessionIdUsingChatMessageId: boolean
collection: Collection<Document>
sessionId: string
}
class BufferMemoryExtended extends BufferMemory {
class BufferMemoryExtended extends FlowiseMemory implements MemoryMethods {
sessionId = ''
collection: Collection<Document>
isSessionIdUsingChatMessageId? = false
constructor(fields: BufferMemoryInput & Partial<BufferMemoryExtendedInput>) {
constructor(fields: BufferMemoryInput & BufferMemoryExtendedInput) {
super(fields)
this.isSessionIdUsingChatMessageId = fields.isSessionIdUsingChatMessageId
this.sessionId = fields.sessionId
this.collection = fields.collection
}
async getChatMessages(overrideSessionId = '', returnBaseMessages = false): Promise<IMessage[] | BaseMessage[]> {
if (!this.collection) return []
const id = overrideSessionId ?? this.sessionId
const document = await this.collection.findOne({ sessionId: id })
const messages = document?.messages || []
const baseMessages = messages.map(mapStoredMessageToChatMessage)
return returnBaseMessages ? baseMessages : convertBaseMessagetoIMessage(baseMessages)
}
async addChatMessages(msgArray: { text: string; type: MessageType }[], overrideSessionId = ''): Promise<void> {
if (!this.collection) return
const id = overrideSessionId ?? this.sessionId
const input = msgArray.find((msg) => msg.type === 'userMessage')
const output = msgArray.find((msg) => msg.type === 'apiMessage')
if (input) {
const newInputMessage = new HumanMessage(input.text)
const messageToAdd = [newInputMessage].map((msg) => msg.toDict())
await this.collection.updateOne(
{ sessionId: id },
{
$push: { messages: { $each: messageToAdd } }
},
{ upsert: true }
)
}
if (output) {
const newOutputMessage = new AIMessage(output.text)
const messageToAdd = [newOutputMessage].map((msg) => msg.toDict())
await this.collection.updateOne(
{ sessionId: id },
{
$push: { messages: { $each: messageToAdd } }
},
{ upsert: true }
)
}
}
async clearChatMessages(overrideSessionId = ''): Promise<void> {
if (!this.collection) return
const id = overrideSessionId ?? this.sessionId
await this.collection.deleteOne({ sessionId: id })
await this.clear()
}
async resumeMessages(): Promise<void> {
return
}
}

70
packages/components/nodes/memory/MotorheadMemory/MotorheadMemory.ts
View File

@ -1,9 +1,9 @@
import { INode, INodeData, INodeParams } from '../../../src/Interface'
import { getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils'
import { IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } from '../../../src/Interface'
import { convertBaseMessagetoIMessage, getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils'
import { ICommonObject } from '../../../src'
import { MotorheadMemory, MotorheadMemoryInput } from 'langchain/memory'
import { MotorheadMemory, MotorheadMemoryInput, InputValues, MemoryVariables, OutputValues, getBufferString } from 'langchain/memory'
import fetch from 'node-fetch'
import { getBufferString } from 'langchain/memory'
import { BaseMessage } from 'langchain/schema'
class MotorMemory_Memory implements INode {
label: string
@ -88,19 +88,26 @@ class MotorMemory_Memory implements INode {
const initalizeMotorhead = async (nodeData: INodeData, options: ICommonObject): Promise<MotorheadMemory> => {
const memoryKey = nodeData.inputs?.memoryKey as string
const baseURL = nodeData.inputs?.baseURL as string
const sessionId = nodeData.inputs?.sessionId as string
const chatId = options?.chatId as string
let isSessionIdUsingChatMessageId = false
if (!sessionId && chatId) isSessionIdUsingChatMessageId = true
let sessionId = ''
if (!nodeData.inputs?.sessionId && chatId) {
isSessionIdUsingChatMessageId = true
sessionId = chatId
} else {
sessionId = nodeData.inputs?.sessionId
}
const credentialData = await getCredentialData(nodeData.credential ?? '', options)
const apiKey = getCredentialParam('apiKey', credentialData, nodeData)
const clientId = getCredentialParam('clientId', credentialData, nodeData)
let obj: MotorheadMemoryInput & Partial<MotorheadMemoryExtendedInput> = {
let obj: MotorheadMemoryInput & MotorheadMemoryExtendedInput = {
returnMessages: true,
sessionId: sessionId ? sessionId : chatId,
isSessionIdUsingChatMessageId,
sessionId,
memoryKey
}
@ -117,8 +124,6 @@ const initalizeMotorhead = async (nodeData: INodeData, options: ICommonObject):
}
}
if (isSessionIdUsingChatMessageId) obj.isSessionIdUsingChatMessageId = true
const motorheadMemory = new MotorheadMemoryExtended(obj)
// Get messages from sessionId
@ -131,15 +136,32 @@ interface MotorheadMemoryExtendedInput {
isSessionIdUsingChatMessageId: boolean
}
class MotorheadMemoryExtended extends MotorheadMemory {
class MotorheadMemoryExtended extends MotorheadMemory implements MemoryMethods {
isSessionIdUsingChatMessageId? = false
constructor(fields: MotorheadMemoryInput & Partial<MotorheadMemoryExtendedInput>) {
constructor(fields: MotorheadMemoryInput & MotorheadMemoryExtendedInput) {
super(fields)
this.isSessionIdUsingChatMessageId = fields.isSessionIdUsingChatMessageId
}
async clear(): Promise<void> {
async loadMemoryVariables(values: InputValues, overrideSessionId = ''): Promise<MemoryVariables> {
if (overrideSessionId) {
this.sessionId = overrideSessionId
}
return super.loadMemoryVariables({ values })
}
async saveContext(inputValues: InputValues, outputValues: OutputValues, overrideSessionId = ''): Promise<void> {
if (overrideSessionId) {
this.sessionId = overrideSessionId
}
return super.saveContext(inputValues, outputValues)
}
async clear(overrideSessionId = ''): Promise<void> {
if (overrideSessionId) {
this.sessionId = overrideSessionId
}
try {
await this.caller.call(fetch, `${this.url}/sessions/${this.sessionId}/memory`, {
//@ts-ignore
@ -155,6 +177,28 @@ class MotorheadMemoryExtended extends MotorheadMemory {
await this.chatHistory.clear()
await super.clear()
}
async getChatMessages(overrideSessionId = '', returnBaseMessages = false): Promise<IMessage[] | BaseMessage[]> {
const id = overrideSessionId ?? this.sessionId
const memoryVariables = await this.loadMemoryVariables({}, id)
const baseMessages = memoryVariables[this.memoryKey]
return returnBaseMessages ? baseMessages : convertBaseMessagetoIMessage(baseMessages)
}
async addChatMessages(msgArray: { text: string; type: MessageType }[], overrideSessionId = ''): Promise<void> {
const id = overrideSessionId ?? this.sessionId
const input = msgArray.find((msg) => msg.type === 'userMessage')
const output = msgArray.find((msg) => msg.type === 'apiMessage')
const inputValues = { [this.inputKey ?? 'input']: input?.text }
const outputValues = { output: output?.text }
await this.saveContext(inputValues, outputValues, id)
}
async clearChatMessages(overrideSessionId = ''): Promise<void> {
const id = overrideSessionId ?? this.sessionId
await this.clear(id)
}
}
module.exports = { nodeClass: MotorMemory_Memory }

80
packages/components/nodes/memory/RedisBackedChatMemory/RedisBackedChatMemory.ts
View File

@ -1,8 +1,14 @@
import { INode, INodeData, INodeParams, ICommonObject } from '../../../src/Interface'
import { getBaseClasses, getCredentialData, getCredentialParam, serializeChatHistory } from '../../../src/utils'
import { INode, INodeData, INodeParams, ICommonObject, IMessage, MessageType, FlowiseMemory, MemoryMethods } from '../../../src/Interface'
import {
convertBaseMessagetoIMessage,
getBaseClasses,
getCredentialData,
getCredentialParam,
serializeChatHistory
} from '../../../src/utils'
import { BufferMemory, BufferMemoryInput } from 'langchain/memory'
import { RedisChatMessageHistory, RedisChatMessageHistoryInput } from 'langchain/stores/message/ioredis'
import { mapStoredMessageToChatMessage, BaseMessage } from 'langchain/schema'
import { mapStoredMessageToChatMessage, BaseMessage, AIMessage, HumanMessage } from 'langchain/schema'
import { Redis } from 'ioredis'
class RedisBackedChatMemory_Memory implements INode {
@ -94,14 +100,20 @@ class RedisBackedChatMemory_Memory implements INode {
}
const initalizeRedis = async (nodeData: INodeData, options: ICommonObject): Promise<BufferMemory> => {
const sessionId = nodeData.inputs?.sessionId as string
const sessionTTL = nodeData.inputs?.sessionTTL as number
const memoryKey = nodeData.inputs?.memoryKey as string
const windowSize = nodeData.inputs?.windowSize as number
const chatId = options?.chatId as string
let isSessionIdUsingChatMessageId = false
if (!sessionId && chatId) isSessionIdUsingChatMessageId = true
let sessionId = ''
if (!nodeData.inputs?.sessionId && chatId) {
isSessionIdUsingChatMessageId = true
sessionId = chatId
} else {
sessionId = nodeData.inputs?.sessionId
}
const credentialData = await getCredentialData(nodeData.credential ?? '', options)
const redisUrl = getCredentialParam('redisUrl', credentialData, nodeData)
@ -128,7 +140,7 @@ const initalizeRedis = async (nodeData: INodeData, options: ICommonObject): Prom
}
let obj: RedisChatMessageHistoryInput = {
sessionId: sessionId ? sessionId : chatId,
sessionId,
client
}
@ -162,21 +174,71 @@ const initalizeRedis = async (nodeData: INodeData, options: ICommonObject): Prom
const memory = new BufferMemoryExtended({
memoryKey: memoryKey ?? 'chat_history',
chatHistory: redisChatMessageHistory,
isSessionIdUsingChatMessageId
isSessionIdUsingChatMessageId,
sessionId,
redisClient: client
})
return memory
}
interface BufferMemoryExtendedInput {
isSessionIdUsingChatMessageId: boolean
redisClient: Redis
sessionId: string
}
class BufferMemoryExtended extends BufferMemory {
class BufferMemoryExtended extends FlowiseMemory implements MemoryMethods {
isSessionIdUsingChatMessageId? = false
sessionId = ''
redisClient: Redis
constructor(fields: BufferMemoryInput & Partial<BufferMemoryExtendedInput>) {
constructor(fields: BufferMemoryInput & BufferMemoryExtendedInput) {
super(fields)
this.isSessionIdUsingChatMessageId = fields.isSessionIdUsingChatMessageId
this.sessionId = fields.sessionId
this.redisClient = fields.redisClient
}
async getChatMessages(overrideSessionId = '', returnBaseMessage = false): Promise<IMessage[] | BaseMessage[]> {
if (!this.redisClient) return []
const id = overrideSessionId ?? this.sessionId
const rawStoredMessages = await this.redisClient.lrange(id, 0, -1)
const orderedMessages = rawStoredMessages.reverse().map((message) => JSON.parse(message))
const baseMessages = orderedMessages.map(mapStoredMessageToChatMessage)
return returnBaseMessage ? baseMessages : convertBaseMessagetoIMessage(baseMessages)
}
async addChatMessages(msgArray: { text: string; type: MessageType }[], overrideSessionId = ''): Promise<void> {
if (!this.redisClient) return
const id = overrideSessionId ?? this.sessionId
const input = msgArray.find((msg) => msg.type === 'userMessage')
const output = msgArray.find((msg) => msg.type === 'apiMessage')
if (input) {
const newInputMessage = new HumanMessage(input.text)
const messageToAdd = [newInputMessage].map((msg) => msg.toDict())
await this.redisClient.lpush(id, JSON.stringify(messageToAdd[0]))
}
if (output) {
const newOutputMessage = new AIMessage(output.text)
const messageToAdd = [newOutputMessage].map((msg) => msg.toDict())
await this.redisClient.lpush(id, JSON.stringify(messageToAdd[0]))
}
}
async clearChatMessages(overrideSessionId = ''): Promise<void> {
if (!this.redisClient) return
const id = overrideSessionId ?? this.sessionId
await this.redisClient.del(id)
await this.clear()
}
async resumeMessages(): Promise<void> {
return
}
}

93
packages/components/nodes/memory/UpstashRedisBackedChatMemory/UpstashRedisBackedChatMemory.ts
View File

@ -1,8 +1,16 @@
import { INode, INodeData, INodeParams } from '../../../src/Interface'
import { getBaseClasses, getCredentialData, getCredentialParam, serializeChatHistory } from '../../../src/utils'
import { ICommonObject } from '../../../src'
import { Redis } from '@upstash/redis'
import { BufferMemory, BufferMemoryInput } from 'langchain/memory'
import { UpstashRedisChatMessageHistory } from 'langchain/stores/message/upstash_redis'
import { mapStoredMessageToChatMessage, AIMessage, HumanMessage, StoredMessage, BaseMessage } from 'langchain/schema'
import { FlowiseMemory, IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } from '../../../src/Interface'
import {
convertBaseMessagetoIMessage,
getBaseClasses,
getCredentialData,
getCredentialParam,
serializeChatHistory
} from '../../../src/utils'
import { ICommonObject } from '../../../src/Interface'
class UpstashRedisBackedChatMemory_Memory implements INode {
label: string
@ -84,29 +92,39 @@ class UpstashRedisBackedChatMemory_Memory implements INode {
const initalizeUpstashRedis = async (nodeData: INodeData, options: ICommonObject): Promise<BufferMemory> => {
const baseURL = nodeData.inputs?.baseURL as string
const sessionId = nodeData.inputs?.sessionId as string
const sessionTTL = nodeData.inputs?.sessionTTL as string
const chatId = options?.chatId as string
let isSessionIdUsingChatMessageId = false
if (!sessionId && chatId) isSessionIdUsingChatMessageId = true
let sessionId = ''
if (!nodeData.inputs?.sessionId && chatId) {
isSessionIdUsingChatMessageId = true
sessionId = chatId
} else {
sessionId = nodeData.inputs?.sessionId
}
const credentialData = await getCredentialData(nodeData.credential ?? '', options)
const upstashRestToken = getCredentialParam('upstashRestToken', credentialData, nodeData)
const client = new Redis({
url: baseURL,
token: upstashRestToken
})
const redisChatMessageHistory = new UpstashRedisChatMessageHistory({
sessionId: sessionId ? sessionId : chatId,
sessionId,
sessionTTL: sessionTTL ? parseInt(sessionTTL, 10) : undefined,
config: {
url: baseURL,
token: upstashRestToken
}
client
})
const memory = new BufferMemoryExtended({
memoryKey: 'chat_history',
chatHistory: redisChatMessageHistory,
isSessionIdUsingChatMessageId
isSessionIdUsingChatMessageId,
sessionId,
redisClient: client
})
return memory
@ -114,14 +132,63 @@ const initalizeUpstashRedis = async (nodeData: INodeData, options: ICommonObject
interface BufferMemoryExtendedInput {
isSessionIdUsingChatMessageId: boolean
redisClient: Redis
sessionId: string
}
class BufferMemoryExtended extends BufferMemory {
class BufferMemoryExtended extends FlowiseMemory implements MemoryMethods {
isSessionIdUsingChatMessageId? = false
sessionId = ''
redisClient: Redis
constructor(fields: BufferMemoryInput & Partial<BufferMemoryExtendedInput>) {
constructor(fields: BufferMemoryInput & BufferMemoryExtendedInput) {
super(fields)
this.isSessionIdUsingChatMessageId = fields.isSessionIdUsingChatMessageId
this.sessionId = fields.sessionId
this.redisClient = fields.redisClient
}
async getChatMessages(overrideSessionId = '', returnBaseMessages = false): Promise<IMessage[] | BaseMessage[]> {
if (!this.redisClient) return []
const id = overrideSessionId ?? this.sessionId
const rawStoredMessages: StoredMessage[] = await this.redisClient.lrange<StoredMessage>(id, 0, -1)
const orderedMessages = rawStoredMessages.reverse()
const previousMessages = orderedMessages.filter((x): x is StoredMessage => x.type !== undefined && x.data.content !== undefined)
const baseMessages = previousMessages.map(mapStoredMessageToChatMessage)
return returnBaseMessages ? baseMessages : convertBaseMessagetoIMessage(baseMessages)
}
async addChatMessages(msgArray: { text: string; type: MessageType }[], overrideSessionId = ''): Promise<void> {
if (!this.redisClient) return
const id = overrideSessionId ?? this.sessionId
const input = msgArray.find((msg) => msg.type === 'userMessage')
const output = msgArray.find((msg) => msg.type === 'apiMessage')
if (input) {
const newInputMessage = new HumanMessage(input.text)
const messageToAdd = [newInputMessage].map((msg) => msg.toDict())
await this.redisClient.lpush(id, JSON.stringify(messageToAdd[0]))
}
if (output) {
const newOutputMessage = new AIMessage(output.text)
const messageToAdd = [newOutputMessage].map((msg) => msg.toDict())
await this.redisClient.lpush(id, JSON.stringify(messageToAdd[0]))
}
}
async clearChatMessages(overrideSessionId = ''): Promise<void> {
if (!this.redisClient) return
const id = overrideSessionId ?? this.sessionId
await this.redisClient.del(id)
await this.clear()
}
async resumeMessages(): Promise<void> {
return
}
}

33
packages/components/nodes/memory/ZepMemory/ZepMemory.ts
View File

@ -1,8 +1,9 @@
import { IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } from '../../../src/Interface'
import { convertBaseMessagetoIMessage, getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils'
import { ZepMemory, ZepMemoryInput } from 'langchain/memory/zep'
import { getBufferString, InputValues, MemoryVariables, OutputValues } from 'langchain/memory'
import { INode, INodeData, INodeParams } from '../../../src/Interface'
import { getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils'
import { ICommonObject } from '../../../src'
import { InputValues, MemoryVariables, OutputValues, getBufferString } from 'langchain/memory'
import { BaseMessage } from 'langchain/schema'
class ZepMemory_Memory implements INode {
label: string
@ -147,7 +148,7 @@ const initalizeZep = async (nodeData: INodeData, options: ICommonObject): Promis
const obj: ZepMemoryInput & ZepMemoryExtendedInput = {
baseURL,
sessionId: sessionId ? sessionId : chatId,
sessionId,
aiPrefix,
humanPrefix,
returnMessages: true,
@ -166,7 +167,7 @@ interface ZepMemoryExtendedInput {
k?: number
}
class ZepMemoryExtended extends ZepMemory {
class ZepMemoryExtended extends ZepMemory implements MemoryMethods {
isSessionIdUsingChatMessageId? = false
lastN?: number
@ -196,6 +197,28 @@ class ZepMemoryExtended extends ZepMemory {
}
return super.clear()
}
async getChatMessages(overrideSessionId = '', returnBaseMessages = false): Promise<IMessage[] | BaseMessage[]> {
const id = overrideSessionId ?? this.sessionId
const memoryVariables = await this.loadMemoryVariables({}, id)
const baseMessages = memoryVariables[this.memoryKey]
return returnBaseMessages ? baseMessages : convertBaseMessagetoIMessage(baseMessages)
}
async addChatMessages(msgArray: { text: string; type: MessageType }[], overrideSessionId = ''): Promise<void> {
const id = overrideSessionId ?? this.sessionId
const input = msgArray.find((msg) => msg.type === 'userMessage')
const output = msgArray.find((msg) => msg.type === 'apiMessage')
const inputValues = { [this.inputKey ?? 'input']: input?.text }
const outputValues = { output: output?.text }
await this.saveContext(inputValues, outputValues, id)
}
async clearChatMessages(overrideSessionId = ''): Promise<void> {
const id = overrideSessionId ?? this.sessionId
await this.clear(id)
}
}
module.exports = { nodeClass: ZepMemory_Memory }

33
packages/components/nodes/tools/CustomTool/CustomTool.ts
View File

@ -60,7 +60,7 @@ class CustomTool_Tools implements INode {
}
}
async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> {
async init(nodeData: INodeData, input: string, options: ICommonObject): Promise<any> {
const selectedToolId = nodeData.inputs?.selectedTool as string
const customToolFunc = nodeData.inputs?.customToolFunc as string
@ -80,7 +80,36 @@ class CustomTool_Tools implements INode {
code: tool.func
}
if (customToolFunc) obj.code = customToolFunc
return new DynamicStructuredTool(obj)
const variables = await appDataSource.getRepository(databaseEntities['Variable']).find()
// override variables defined in overrideConfig
// nodeData.inputs.variables is an Object, check each property and override the variable
if (nodeData?.inputs?.vars) {
for (const propertyName of Object.getOwnPropertyNames(nodeData.inputs.vars)) {
const foundVar = variables.find((v) => v.name === propertyName)
if (foundVar) {
// even if the variable was defined as runtime, we override it with static value
foundVar.type = 'static'
foundVar.value = nodeData.inputs.vars[propertyName]
} else {
// add it the variables, if not found locally in the db
variables.push({ name: propertyName, type: 'static', value: nodeData.inputs.vars[propertyName] })
}
}
}
const flow = {
chatId: options.chatId, // id is uppercase (I)
chatflowId: options.chatflowid, // id is lowercase (i)
input
}
let dynamicStructuredTool = new DynamicStructuredTool(obj)
dynamicStructuredTool.setVariables(variables)
dynamicStructuredTool.setFlowObject(flow)
return dynamicStructuredTool
} catch (e) {
throw new Error(e)
}

92
packages/components/nodes/tools/CustomTool/core.ts
View File

@ -1,8 +1,18 @@
import { z } from 'zod'
import { CallbackManagerForToolRun } from 'langchain/callbacks'
import { StructuredTool, ToolParams } from 'langchain/tools'
import { NodeVM } from 'vm2'
import { availableDependencies } from '../../../src/utils'
import { RunnableConfig } from '@langchain/core/runnables'
import { StructuredTool, ToolParams } from '@langchain/core/tools'
import { CallbackManagerForToolRun, Callbacks, CallbackManager, parseCallbackConfigArg } from '@langchain/core/callbacks/manager'
class ToolInputParsingException extends Error {
output?: string
constructor(message: string, output?: string) {
super(message)
this.output = output
}
}
export interface BaseDynamicToolInput extends ToolParams {
name: string
@ -32,6 +42,8 @@ export class DynamicStructuredTool<
func: DynamicStructuredToolInput['func']
schema: T
private variables: any[]
private flowObj: any
constructor(fields: DynamicStructuredToolInput<T>) {
super(fields)
@ -43,7 +55,47 @@ export class DynamicStructuredTool<
this.schema = fields.schema
}
protected async _call(arg: z.output<T>): Promise<string> {
async call(arg: z.output<T>, configArg?: RunnableConfig | Callbacks, tags?: string[], overrideSessionId?: string): Promise<string> {
const config = parseCallbackConfigArg(configArg)
if (config.runName === undefined) {
config.runName = this.name
}
let parsed
try {
parsed = await this.schema.parseAsync(arg)
} catch (e) {
throw new ToolInputParsingException(`Received tool input did not match expected schema`, JSON.stringify(arg))
}
const callbackManager_ = await CallbackManager.configure(
config.callbacks,
this.callbacks,
config.tags || tags,
this.tags,
config.metadata,
this.metadata,
{ verbose: this.verbose }
)
const runManager = await callbackManager_?.handleToolStart(
this.toJSON(),
typeof parsed === 'string' ? parsed : JSON.stringify(parsed),
undefined,
undefined,
undefined,
undefined,
config.runName
)
let result
try {
result = await this._call(parsed, runManager, overrideSessionId)
} catch (e) {
await runManager?.handleToolError(e)
throw e
}
await runManager?.handleToolEnd(result)
return result
}
protected async _call(arg: z.output<T>, _?: CallbackManagerForToolRun, overrideSessionId?: string): Promise<string> {
let sandbox: any = {}
if (typeof arg === 'object' && Object.keys(arg).length) {
for (const item in arg) {
@ -51,6 +103,32 @@ export class DynamicStructuredTool<
}
}
// inject variables
let vars = {}
if (this.variables) {
for (const item of this.variables) {
let value = item.value
// read from .env file
if (item.type === 'runtime') {
value = process.env[item.name]
}
Object.defineProperty(vars, item.name, {
enumerable: true,
configurable: true,
writable: true,
value: value
})
}
}
sandbox['$vars'] = vars
// inject flow properties
if (this.flowObj) {
sandbox['$flow'] = { ...this.flowObj, sessionId: overrideSessionId }
}
const defaultAllowBuiltInDep = [
'assert',
'buffer',
@ -87,4 +165,12 @@ export class DynamicStructuredTool<
return response
}
setVariables(variables: any[]) {
this.variables = variables
}
setFlowObject(flow: any) {
this.flowObj = flow
}
}

35
packages/components/src/Interface.ts
View File

@ -73,6 +73,7 @@ export interface INodeParams {
additionalParams?: boolean
loadMethod?: string
hidden?: boolean
variables?: ICommonObject[]
}
export interface INodeExecutionData {
@ -195,3 +196,37 @@ export class VectorStoreRetriever {
this.vectorStore = fields.vectorStore
}
}
/**
* Implement abstract classes and interface for memory
*/
import { BaseMessage } from 'langchain/schema'
import { BufferMemory, BufferWindowMemory, ConversationSummaryMemory } from 'langchain/memory'
export interface MemoryMethods {
getChatMessages(overrideSessionId?: string, returnBaseMessages?: boolean): Promise<IMessage[] | BaseMessage[]>
addChatMessages(msgArray: { text: string; type: MessageType }[], overrideSessionId?: string): Promise<void>
clearChatMessages(overrideSessionId?: string): Promise<void>
resumeMessages?(messages: IMessage[]): Promise<void>
}
export abstract class FlowiseMemory extends BufferMemory implements MemoryMethods {
abstract getChatMessages(overrideSessionId?: string, returnBaseMessages?: boolean): Promise<IMessage[] | BaseMessage[]>
abstract addChatMessages(msgArray: { text: string; type: MessageType }[], overrideSessionId?: string): Promise<void>
abstract clearChatMessages(overrideSessionId?: string): Promise<void>
abstract resumeMessages(messages: IMessage[]): Promise<void>
}
export abstract class FlowiseWindowMemory extends BufferWindowMemory implements MemoryMethods {
abstract getChatMessages(overrideSessionId?: string, returnBaseMessages?: boolean): Promise<IMessage[] | BaseMessage[]>
abstract addChatMessages(msgArray: { text: string; type: MessageType }[], overrideSessionId?: string): Promise<void>
abstract clearChatMessages(overrideSessionId?: string): Promise<void>
abstract resumeMessages(messages: IMessage[]): Promise<void>
}
export abstract class FlowiseSummaryMemory extends ConversationSummaryMemory implements MemoryMethods {
abstract getChatMessages(overrideSessionId?: string, returnBaseMessages?: boolean): Promise<IMessage[] | BaseMessage[]>
abstract addChatMessages(msgArray: { text: string; type: MessageType }[], overrideSessionId?: string): Promise<void>
abstract clearChatMessages(overrideSessionId?: string): Promise<void>
abstract resumeMessages(messages: IMessage[]): Promise<void>
}

30
packages/components/src/utils.ts
View File

@ -8,7 +8,7 @@ import { DataSource } from 'typeorm'
import { ICommonObject, IDatabaseEntity, IMessage, INodeData } from './Interface'
import { AES, enc } from 'crypto-js'
import { ChatMessageHistory } from 'langchain/memory'
import { AIMessage, HumanMessage } from 'langchain/schema'
import { AIMessage, HumanMessage, BaseMessage } from 'langchain/schema'
export const numberOrExpressionRegex = '^(\\d+\\.?\\d*|{{.*}})$' //return true if string consists only numbers OR expression {{}}
export const notEmptyRegex = '(.|\\s)*\\S(.|\\s)*' //return true if string is not empty or blank
@ -645,3 +645,31 @@ export const convertSchemaToZod = (schema: string | object): ICommonObject => {
throw new Error(e)
}
}
/**
* Convert BaseMessage to IMessage
* @param {BaseMessage[]} messages
* @returns {IMessage[]}
*/
export const convertBaseMessagetoIMessage = (messages: BaseMessage[]): IMessage[] => {
const formatmessages: IMessage[] = []
for (const m of messages) {
if (m._getType() === 'human') {
formatmessages.push({
message: m.content as string,
type: 'userMessage'
})
} else if (m._getType() === 'ai') {
formatmessages.push({
message: m.content as string,
type: 'apiMessage'
})
} else if (m._getType() === 'system') {
formatmessages.push({
message: m.content as string,
type: 'apiMessage'
})
}
}
return formatmessages
}

9
packages/server/src/Interface.ts
View File

@ -68,6 +68,15 @@ export interface ICredential {
createdDate: Date
}
export interface IVariable {
id: string
name: string
value: string
type: string
updatedDate: Date
createdDate: Date
}
export interface IComponentNodes {
[key: string]: INode
}

25
packages/server/src/database/entities/Variable.ts Normal file
View File

@ -0,0 +1,25 @@
/* eslint-disable */
import { Entity, Column, CreateDateColumn, UpdateDateColumn, PrimaryGeneratedColumn } from 'typeorm'
import { IVariable } from "../../Interface";
@Entity()
export class Variable implements IVariable{
@PrimaryGeneratedColumn('uuid')
id: string
@Column()
name: string
@Column({ nullable: true, type: 'text' })
value: string
@Column({default: 'string', type: 'text'})
type: string
@CreateDateColumn()
createdDate: Date
@UpdateDateColumn()
updatedDate: Date
}

4
packages/server/src/database/entities/index.ts
View File

@ -3,11 +3,13 @@ import { ChatMessage } from './ChatMessage'
import { Credential } from './Credential'
import { Tool } from './Tool'
import { Assistant } from './Assistant'
import { Variable } from './Variable'
export const entities = {
ChatFlow,
ChatMessage,
Credential,
Tool,
Assistant
Assistant,
Variable
}

21
packages/server/src/database/migrations/mysql/1702200925471-AddVariableEntity.ts Normal file
View File

@ -0,0 +1,21 @@
import { MigrationInterface, QueryRunner } from 'typeorm'
export class AddVariableEntity1699325775451 implements MigrationInterface {
public async up(queryRunner: QueryRunner): Promise<void> {
await queryRunner.query(
`CREATE TABLE IF NOT EXISTS \`variable\` (
\`id\` varchar(36) NOT NULL,
\`name\` varchar(255) NOT NULL,
\`value\` text NOT NULL,
\`type\` varchar(255) DEFAULT NULL,
\`createdDate\` datetime(6) NOT NULL DEFAULT CURRENT_TIMESTAMP(6),
\`updatedDate\` datetime(6) NOT NULL DEFAULT CURRENT_TIMESTAMP(6) ON UPDATE CURRENT_TIMESTAMP(6),
PRIMARY KEY (\`id\`)
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_0900_ai_ci;`
)
}
public async down(queryRunner: QueryRunner): Promise<void> {
await queryRunner.query(`DROP TABLE variable`)
}
}

4
packages/server/src/database/migrations/mysql/index.ts
View File

@ -10,6 +10,7 @@ import { AddAssistantEntity1699325775451 } from './1699325775451-AddAssistantEnt
import { AddUsedToolsToChatMessage1699481607341 } from './1699481607341-AddUsedToolsToChatMessage'
import { AddCategoryToChatFlow1699900910291 } from './1699900910291-AddCategoryToChatFlow'
import { AddFileAnnotationsToChatMessage1700271021237 } from './1700271021237-AddFileAnnotationsToChatMessage'
import { AddVariableEntity1699325775451 } from './1702200925471-AddVariableEntity'
export const mysqlMigrations = [
Init1693840429259,
@ -23,5 +24,6 @@ export const mysqlMigrations = [
AddAssistantEntity1699325775451,
AddUsedToolsToChatMessage1699481607341,
AddCategoryToChatFlow1699900910291,
AddFileAnnotationsToChatMessage1700271021237
AddFileAnnotationsToChatMessage1700271021237,
AddVariableEntity1699325775451
]

21
packages/server/src/database/migrations/postgres/1702200925471-AddVariableEntity.ts Normal file
View File

@ -0,0 +1,21 @@
import { MigrationInterface, QueryRunner } from 'typeorm'
export class AddVariableEntity1699325775451 implements MigrationInterface {
public async up(queryRunner: QueryRunner): Promise<void> {
await queryRunner.query(
`CREATE TABLE IF NOT EXISTS variable (
id uuid NOT NULL DEFAULT uuid_generate_v4(),
"name" varchar NOT NULL,
"value" text NOT NULL,
"type" text NULL,
"createdDate" timestamp NOT NULL DEFAULT now(),
"updatedDate" timestamp NOT NULL DEFAULT now(),
CONSTRAINT "PK_3c7cea7a044ac4c92764576cdbf" PRIMARY KEY (id)
);`
)
}
public async down(queryRunner: QueryRunner): Promise<void> {
await queryRunner.query(`DROP TABLE variable`)
}
}

4
packages/server/src/database/migrations/postgres/index.ts
View File

@ -10,6 +10,7 @@ import { AddAssistantEntity1699325775451 } from './1699325775451-AddAssistantEnt
import { AddUsedToolsToChatMessage1699481607341 } from './1699481607341-AddUsedToolsToChatMessage'
import { AddCategoryToChatFlow1699900910291 } from './1699900910291-AddCategoryToChatFlow'
import { AddFileAnnotationsToChatMessage1700271021237 } from './1700271021237-AddFileAnnotationsToChatMessage'
import { AddVariableEntity1699325775451 } from './1702200925471-AddVariableEntity'
export const postgresMigrations = [
Init1693891895163,
@ -23,5 +24,6 @@ export const postgresMigrations = [
AddAssistantEntity1699325775451,
AddUsedToolsToChatMessage1699481607341,
AddCategoryToChatFlow1699900910291,
AddFileAnnotationsToChatMessage1700271021237
AddFileAnnotationsToChatMessage1700271021237,
AddVariableEntity1699325775451
]

13
packages/server/src/database/migrations/sqlite/1702200925471-AddVariableEntity.ts Normal file
View File

@ -0,0 +1,13 @@
import { MigrationInterface, QueryRunner } from 'typeorm'
export class AddVariableEntity1699325775451 implements MigrationInterface {
public async up(queryRunner: QueryRunner): Promise<void> {
await queryRunner.query(
`CREATE TABLE IF NOT EXISTS "variable" ("id" varchar PRIMARY KEY NOT NULL, "name" text NOT NULL, "value" text NOT NULL, "type" varchar, "createdDate" datetime NOT NULL DEFAULT (datetime('now')), "updatedDate" datetime NOT NULL DEFAULT (datetime('now')));`
)
}
public async down(queryRunner: QueryRunner): Promise<void> {
await queryRunner.query(`DROP TABLE variable`)
}
}

4
packages/server/src/database/migrations/sqlite/index.ts
View File

@ -10,6 +10,7 @@ import { AddAssistantEntity1699325775451 } from './1699325775451-AddAssistantEnt
import { AddUsedToolsToChatMessage1699481607341 } from './1699481607341-AddUsedToolsToChatMessage'
import { AddCategoryToChatFlow1699900910291 } from './1699900910291-AddCategoryToChatFlow'
import { AddFileAnnotationsToChatMessage1700271021237 } from './1700271021237-AddFileAnnotationsToChatMessage'
import { AddVariableEntity1699325775451 } from './1702200925471-AddVariableEntity'
export const sqliteMigrations = [
Init1693835579790,
@ -23,5 +24,6 @@ export const sqliteMigrations = [
AddAssistantEntity1699325775451,
AddUsedToolsToChatMessage1699481607341,
AddCategoryToChatFlow1699900910291,
AddFileAnnotationsToChatMessage1700271021237
AddFileAnnotationsToChatMessage1700271021237,
AddVariableEntity1699325775451
]

50
packages/server/src/index.ts
View File

@ -65,6 +65,7 @@ import { sanitizeMiddleware } from './utils/XSS'
import axios from 'axios'
import { Client } from 'langchainhub'
import { parsePrompt } from './utils/hub'
import { Variable } from './database/entities/Variable'
export class App {
app: express.Application
@ -1199,6 +1200,47 @@ export class App {
return res.json(templates)
})
// ----------------------------------------
// Variables
// ----------------------------------------
this.app.get('/api/v1/variables', async (req: Request, res: Response) => {
const variables = await getDataSource().getRepository(Variable).find()
return res.json(variables)
})
// Create new variable
this.app.post('/api/v1/variables', async (req: Request, res: Response) => {
const body = req.body
const newVariable = new Variable()
Object.assign(newVariable, body)
const variable = this.AppDataSource.getRepository(Variable).create(newVariable)
const results = await this.AppDataSource.getRepository(Variable).save(variable)
return res.json(results)
})
// Update variable
this.app.put('/api/v1/variables/:id', async (req: Request, res: Response) => {
const variable = await this.AppDataSource.getRepository(Variable).findOneBy({
id: req.params.id
})
if (!variable) return res.status(404).send(`Variable ${req.params.id} not found`)
const body = req.body
const updateVariable = new Variable()
Object.assign(updateVariable, body)
this.AppDataSource.getRepository(Variable).merge(variable, updateVariable)
const result = await this.AppDataSource.getRepository(Variable).save(variable)
return res.json(result)
})
// Delete variable via id
this.app.delete('/api/v1/variables/:id', async (req: Request, res: Response) => {
const results = await this.AppDataSource.getRepository(Variable).delete({ id: req.params.id })
return res.json(results)
})
// ----------------------------------------
// API Keys
// ----------------------------------------
@ -1669,10 +1711,6 @@ export class App {
this.chatflowPool.add(chatflowid, nodeToExecuteData, startingNodes, incomingInput?.overrideConfig)
}
const nodeInstanceFilePath = this.nodesPool.componentNodes[nodeToExecuteData.name].filePath as string
const nodeModule = await import(nodeInstanceFilePath)
const nodeInstance = new nodeModule.nodeClass()
logger.debug(`[server]: Running ${nodeToExecuteData.label} (${nodeToExecuteData.id})`)
let sessionId = undefined
@ -1686,6 +1724,10 @@ export class App {
chatHistory = await replaceChatHistory(memoryNode, incomingInput, this.AppDataSource, databaseEntities, logger)
}
const nodeInstanceFilePath = this.nodesPool.componentNodes[nodeToExecuteData.name].filePath as string
const nodeModule = await import(nodeInstanceFilePath)
const nodeInstance = new nodeModule.nodeClass({ sessionId })
let result = isStreamValid
? await nodeInstance.run(nodeToExecuteData, incomingInput.question, {
chatflowid,

4
packages/server/src/utils/index.ts
View File

@ -38,6 +38,7 @@ import { Tool } from '../database/entities/Tool'
import { Assistant } from '../database/entities/Assistant'
import { DataSource } from 'typeorm'
import { CachePool } from '../CachePool'
import { Variable } from '../database/entities/Variable'
const QUESTION_VAR_PREFIX = 'question'
const CHAT_HISTORY_VAR_PREFIX = 'chat_history'
@ -48,7 +49,8 @@ export const databaseEntities: IDatabaseEntity = {
ChatMessage: ChatMessage,
Tool: Tool,
Credential: Credential,
Assistant: Assistant
Assistant: Assistant,
Variable: Variable
}
/**

16
packages/ui/src/api/variables.js Normal file
View File

@ -0,0 +1,16 @@
import client from './client'
const getAllVariables = () => client.get('/variables')
const createVariable = (body) => client.post(`/variables`, body)
const updateVariable = (id, body) => client.put(`/variables/${id}`, body)
const deleteVariable = (id) => client.delete(`/variables/${id}`)
export default {
getAllVariables,
createVariable,
updateVariable,
deleteVariable
}

1
packages/ui/src/assets/images/variables_empty.svg Normal file
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12
packages/ui/src/menu-items/dashboard.js
View File

@ -1,8 +1,8 @@
// assets
import { IconHierarchy, IconBuildingStore, IconKey, IconTool, IconLock, IconRobot } from '@tabler/icons'
import { IconHierarchy, IconBuildingStore, IconKey, IconTool, IconLock, IconRobot, IconVariable } from '@tabler/icons'
// constant
const icons = { IconHierarchy, IconBuildingStore, IconKey, IconTool, IconLock, IconRobot }
const icons = { IconHierarchy, IconBuildingStore, IconKey, IconTool, IconLock, IconRobot, IconVariable }
// ==============================|| DASHBOARD MENU ITEMS ||============================== //
@ -51,6 +51,14 @@ const dashboard = {
icon: icons.IconLock,
breadcrumbs: true
},
{
id: 'variables',
title: 'Variables',
type: 'item',
url: '/variables',
icon: icons.IconVariable,
breadcrumbs: true
},
{
id: 'apikey',
title: 'API Keys',

7
packages/ui/src/routes/MainRoutes.js
View File

@ -22,6 +22,9 @@ const Assistants = Loadable(lazy(() => import('views/assistants')))
// credentials routing
const Credentials = Loadable(lazy(() => import('views/credentials')))
// variables routing
const Variables = Loadable(lazy(() => import('views/variables')))
// ==============================|| MAIN ROUTING ||============================== //
const MainRoutes = {
@ -55,6 +58,10 @@ const MainRoutes = {
{
path: '/credentials',
element: <Credentials />
},
{
path: '/variables',
element: <Variables />
}
]
}

7
packages/ui/src/views/canvas/NodeInputHandler.js
View File

@ -369,7 +369,12 @@ const NodeInputHandler = ({ inputAnchor, inputParam, data, disabled = false, isA
{inputParam?.acceptVariable && (
<>
<Button
sx={{ borderRadius: 25, width: '100%', mb: 0, mt: 2 }}
sx={{
borderRadius: 25,
width: '100%',
mb: 0,
mt: 2
}}
variant='outlined'
disabled={disabled}
onClick={() => onEditJSONClicked(data.inputs[inputParam.name] ?? '', inputParam)}

68
packages/ui/src/views/tools/HowToUseFunctionDialog.js Normal file
View File

@ -0,0 +1,68 @@
import { createPortal } from 'react-dom'
import PropTypes from 'prop-types'
import { Dialog, DialogContent, DialogTitle } from '@mui/material'
const HowToUseFunctionDialog = ({ show, onCancel }) => {
const portalElement = document.getElementById('portal')
const component = show ? (
<Dialog
onClose={onCancel}
open={show}
fullWidth
maxWidth='sm'
aria-labelledby='alert-dialog-title'
aria-describedby='alert-dialog-description'
>
<DialogTitle sx={{ fontSize: '1rem' }} id='alert-dialog-title'>
How To Use Function
</DialogTitle>
<DialogContent>
<ul>
<li style={{ marginTop: 10 }}>You can use any libraries imported in Flowise</li>
<li style={{ marginTop: 10 }}>
You can use properties specified in Output Schema as variables with prefix $:
<ul style={{ marginTop: 10 }}>
<li>
Property = <code>userid</code>
</li>
<li>
Variable = <code>$userid</code>
</li>
</ul>
</li>
<li style={{ marginTop: 10 }}>
You can get default flow config:
<ul style={{ marginTop: 10 }}>
<li>
<code>$flow.sessionId</code>
</li>
<li>
<code>$flow.chatId</code>
</li>
<li>
<code>$flow.chatflowId</code>
</li>
<li>
<code>$flow.input</code>
</li>
</ul>
</li>
<li style={{ marginTop: 10 }}>
You can get custom variables:&nbsp;<code>{`$vars.<variable-name>`}</code>
</li>
<li style={{ marginTop: 10 }}>Must return a string value at the end of function</li>
</ul>
</DialogContent>
</Dialog>
) : null
return createPortal(component, portalElement)
}
HowToUseFunctionDialog.propTypes = {
show: PropTypes.bool,
onCancel: PropTypes.func
}
export default HowToUseFunctionDialog

13
packages/ui/src/views/tools/ToolDialog.js
View File

@ -13,6 +13,7 @@ import { GridActionsCellItem } from '@mui/x-data-grid'
import DeleteIcon from '@mui/icons-material/Delete'
import ConfirmDialog from 'ui-component/dialog/ConfirmDialog'
import { CodeEditor } from 'ui-component/editor/CodeEditor'
import HowToUseFunctionDialog from './HowToUseFunctionDialog'
// Icons
import { IconX, IconFileExport } from '@tabler/icons'
@ -32,6 +33,8 @@ import { HIDE_CANVAS_DIALOG, SHOW_CANVAS_DIALOG } from 'store/actions'
const exampleAPIFunc = `/*
* You can use any libraries imported in Flowise
* You can use properties specified in Output Schema as variables. Ex: Property = userid, Variable = $userid
* You can get default flow config: $flow.sessionId, $flow.chatId, $flow.chatflowId, $flow.input
* You can get custom variables: $vars.<variable-name>
* Must return a string value at the end of function
*/
@ -74,6 +77,7 @@ const ToolDialog = ({ show, dialogProps, onUseTemplate, onCancel, onConfirm }) =
const [toolIcon, setToolIcon] = useState('')
const [toolSchema, setToolSchema] = useState([])
const [toolFunc, setToolFunc] = useState('')
const [showHowToDialog, setShowHowToDialog] = useState(false)
const deleteItem = useCallback(
(id) => () => {
@ -482,6 +486,14 @@ const ToolDialog = ({ show, dialogProps, onUseTemplate, onCancel, onConfirm }) =
/>
</Typography>
</Stack>
<Button
style={{ marginBottom: 10, marginRight: 10 }}
color='secondary'
variant='outlined'
onClick={() => setShowHowToDialog(true)}
>
How to use Function
</Button>
{dialogProps.type !== 'TEMPLATE' && (
<Button style={{ marginBottom: 10 }} variant='outlined' onClick={() => setToolFunc(exampleAPIFunc)}>
See Example
@ -519,6 +531,7 @@ const ToolDialog = ({ show, dialogProps, onUseTemplate, onCancel, onConfirm }) =
)}
</DialogActions>
<ConfirmDialog />
<HowToUseFunctionDialog show={showHowToDialog} onCancel={() => setShowHowToDialog(false)} />
</Dialog>
) : null

285
packages/ui/src/views/variables/AddEditVariableDialog.js Normal file
View File

@ -0,0 +1,285 @@
import { createPortal } from 'react-dom'
import PropTypes from 'prop-types'
import { useState, useEffect } from 'react'
import { useDispatch } from 'react-redux'
import { enqueueSnackbar as enqueueSnackbarAction, closeSnackbar as closeSnackbarAction } from 'store/actions'
// Material
import { Button, Dialog, DialogActions, DialogContent, DialogTitle, Box, Typography, OutlinedInput } from '@mui/material'
// Project imports
import { StyledButton } from 'ui-component/button/StyledButton'
import ConfirmDialog from 'ui-component/dialog/ConfirmDialog'
// Icons
import { IconX, IconVariable } from '@tabler/icons'
// API
import variablesApi from 'api/variables'
// Hooks
// utils
import useNotifier from 'utils/useNotifier'
// const
import { HIDE_CANVAS_DIALOG, SHOW_CANVAS_DIALOG } from 'store/actions'
import { Dropdown } from '../../ui-component/dropdown/Dropdown'
const variableTypes = [
{
label: 'Static',
name: 'static',
description: 'Variable value will be read from the value entered below'
},
{
label: 'Runtime',
name: 'runtime',
description: 'Variable value will be read from .env file'
}
]
const AddEditVariableDialog = ({ show, dialogProps, onCancel, onConfirm }) => {
const portalElement = document.getElementById('portal')
const dispatch = useDispatch()
// ==============================|| Snackbar ||============================== //
useNotifier()
const enqueueSnackbar = (...args) => dispatch(enqueueSnackbarAction(...args))
const closeSnackbar = (...args) => dispatch(closeSnackbarAction(...args))
const [variableName, setVariableName] = useState('')
const [variableValue, setVariableValue] = useState('')
const [variableType, setVariableType] = useState('static')
const [dialogType, setDialogType] = useState('ADD')
const [variable, setVariable] = useState({})
useEffect(() => {
if (dialogProps.type === 'EDIT' && dialogProps.data) {
setVariableName(dialogProps.data.name)
setVariableValue(dialogProps.data.value)
setVariableType(dialogProps.data.type)
setDialogType('EDIT')
setVariable(dialogProps.data)
} else if (dialogProps.type === 'ADD') {
setVariableName('')
setVariableValue('')
setVariableType('static')
setDialogType('ADD')
setVariable({})
}
return () => {
setVariableName('')
setVariableValue('')
setVariableType('static')
setDialogType('ADD')
setVariable({})
}
}, [dialogProps])
useEffect(() => {
if (show) dispatch({ type: SHOW_CANVAS_DIALOG })
else dispatch({ type: HIDE_CANVAS_DIALOG })
return () => dispatch({ type: HIDE_CANVAS_DIALOG })
}, [show, dispatch])
const addNewVariable = async () => {
try {
const obj = {
name: variableName,
value: variableValue,
type: variableType
}
const createResp = await variablesApi.createVariable(obj)
if (createResp.data) {
enqueueSnackbar({
message: 'New Variable added',
options: {
key: new Date().getTime() + Math.random(),
variant: 'success',
action: (key) => (
<Button style={{ color: 'white' }} onClick={() => closeSnackbar(key)}>
<IconX />
</Button>
)
}
})
onConfirm(createResp.data.id)
}
} catch (err) {
const errorData = typeof err === 'string' ? err : err.response?.data || `${err.response?.status}: ${err.response?.statusText}`
enqueueSnackbar({
message: `Failed to add new Variable: ${errorData}`,
options: {
key: new Date().getTime() + Math.random(),
variant: 'error',
persist: true,
action: (key) => (
<Button style={{ color: 'white' }} onClick={() => closeSnackbar(key)}>
<IconX />
</Button>
)
}
})
onCancel()
}
}
const saveVariable = async () => {
try {
const saveObj = {
name: variableName,
value: variableValue,
type: variableType
}
const saveResp = await variablesApi.updateVariable(variable.id, saveObj)
if (saveResp.data) {
enqueueSnackbar({
message: 'Variable saved',
options: {
key: new Date().getTime() + Math.random(),
variant: 'success',
action: (key) => (
<Button style={{ color: 'white' }} onClick={() => closeSnackbar(key)}>
<IconX />
</Button>
)
}
})
onConfirm(saveResp.data.id)
}
} catch (error) {
const errorData = error.response?.data || `${error.response?.status}: ${error.response?.statusText}`
enqueueSnackbar({
message: `Failed to save Variable: ${errorData}`,
options: {
key: new Date().getTime() + Math.random(),
variant: 'error',
persist: true,
action: (key) => (
<Button style={{ color: 'white' }} onClick={() => closeSnackbar(key)}>
<IconX />
</Button>
)
}
})
onCancel()
}
}
const component = show ? (
<Dialog
fullWidth
maxWidth='sm'
open={show}
onClose={onCancel}
aria-labelledby='alert-dialog-title'
aria-describedby='alert-dialog-description'
>
<DialogTitle sx={{ fontSize: '1rem' }} id='alert-dialog-title'>
<div style={{ display: 'flex', flexDirection: 'row', alignItems: 'center' }}>
<div
style={{
width: 50,
height: 50,
marginRight: 10,
borderRadius: '50%',
backgroundColor: 'white'
}}
>
<IconVariable
style={{
width: '100%',
height: '100%',
padding: 7,
borderRadius: '50%',
objectFit: 'contain'
}}
/>
</div>
{dialogProps.type === 'ADD' ? 'Add Variable' : 'Edit Variable'}
</div>
</DialogTitle>
<DialogContent>
<Box sx={{ p: 2 }}>
<div style={{ display: 'flex', flexDirection: 'row' }}>
<Typography>
Variable Name<span style={{ color: 'red' }}>&nbsp;*</span>
</Typography>
<div style={{ flexGrow: 1 }}></div>
</div>
<OutlinedInput
size='small'
sx={{ mt: 1 }}
type='string'
fullWidth
key='variableName'
onChange={(e) => setVariableName(e.target.value)}
value={variableName ?? ''}
/>
</Box>
<Box sx={{ p: 2 }}>
<div style={{ display: 'flex', flexDirection: 'row' }}>
<Typography>
Type<span style={{ color: 'red' }}>&nbsp;*</span>
</Typography>
<div style={{ flexGrow: 1 }}></div>
</div>
<Dropdown
key={variableType}
name='variableType'
options={variableTypes}
onSelect={(newValue) => setVariableType(newValue)}
value={variableType ?? 'choose an option'}
/>
</Box>
{variableType === 'static' && (
<Box sx={{ p: 2 }}>
<div style={{ display: 'flex', flexDirection: 'row' }}>
<Typography>
Value<span style={{ color: 'red' }}>&nbsp;*</span>
</Typography>
<div style={{ flexGrow: 1 }}></div>
</div>
<OutlinedInput
size='small'
sx={{ mt: 1 }}
type='string'
fullWidth
key='variableValue'
onChange={(e) => setVariableValue(e.target.value)}
value={variableValue ?? ''}
/>
</Box>
)}
</DialogContent>
<DialogActions>
<StyledButton
disabled={!variableName || !variableType || (variableType === 'static' && !variableValue)}
variant='contained'
onClick={() => (dialogType === 'ADD' ? addNewVariable() : saveVariable())}
>
{dialogProps.confirmButtonName}
</StyledButton>
</DialogActions>
<ConfirmDialog />
</Dialog>
) : null
return createPortal(component, portalElement)
}
AddEditVariableDialog.propTypes = {
show: PropTypes.bool,
dialogProps: PropTypes.object,
onCancel: PropTypes.func,
onConfirm: PropTypes.func
}
export default AddEditVariableDialog

72
packages/ui/src/views/variables/HowToUseVariablesDialog.js Normal file
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import { createPortal } from 'react-dom'
import PropTypes from 'prop-types'
import { Dialog, DialogContent, DialogTitle } from '@mui/material'
import { CodeEditor } from 'ui-component/editor/CodeEditor'
const overrideConfig = `{
overrideConfig: {
vars: {
var1: 'abc'
}
}
}`
const HowToUseVariablesDialog = ({ show, onCancel }) => {
const portalElement = document.getElementById('portal')
const component = show ? (
<Dialog
onClose={onCancel}
open={show}
fullWidth
maxWidth='sm'
aria-labelledby='alert-dialog-title'
aria-describedby='alert-dialog-description'
>
<DialogTitle sx={{ fontSize: '1rem' }} id='alert-dialog-title'>
How To Use Variables
</DialogTitle>
<DialogContent>
<p style={{ marginBottom: '10px' }}>Variables can be used in Custom Tool Function with the $ prefix.</p>
<CodeEditor
disabled={true}
value={`$vars.<variable-name>`}
height={'50px'}
theme={'dark'}
lang={'js'}
basicSetup={{ highlightActiveLine: false, highlightActiveLineGutter: false }}
/>
<p style={{ marginBottom: '10px' }}>
If variable type is Static, the value will be retrieved as it is. If variable type is Runtime, the value will be
retrieved from .env file.
</p>
<p style={{ marginBottom: '10px' }}>
You can also override variable values in API overrideConfig using <b>vars</b>:
</p>
<CodeEditor
disabled={true}
value={overrideConfig}
height={'170px'}
theme={'dark'}
lang={'js'}
basicSetup={{ highlightActiveLine: false, highlightActiveLineGutter: false }}
/>
<p>
Read more from{' '}
<a target='_blank' rel='noreferrer' href='https://docs.flowiseai.com/using-flowise/variables'>
docs
</a>
</p>
</DialogContent>
</Dialog>
) : null
return createPortal(component, portalElement)
}
HowToUseVariablesDialog.propTypes = {
show: PropTypes.bool,
onCancel: PropTypes.func
}
export default HowToUseVariablesDialog

314
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import { useEffect, useState } from 'react'
import { useDispatch, useSelector } from 'react-redux'
import { enqueueSnackbar as enqueueSnackbarAction, closeSnackbar as closeSnackbarAction } from 'store/actions'
import moment from 'moment'
// material-ui
import {
Button,
Box,
Stack,
Table,
TableBody,
TableCell,
TableContainer,
TableHead,
TableRow,
Paper,
IconButton,
Toolbar,
TextField,
InputAdornment,
ButtonGroup,
Chip
} from '@mui/material'
import { useTheme } from '@mui/material/styles'
// project imports
import MainCard from 'ui-component/cards/MainCard'
import { StyledButton } from 'ui-component/button/StyledButton'
import ConfirmDialog from 'ui-component/dialog/ConfirmDialog'
// API
import variablesApi from 'api/variables'
// Hooks
import useApi from 'hooks/useApi'
import useConfirm from 'hooks/useConfirm'
// utils
import useNotifier from 'utils/useNotifier'
// Icons
import { IconTrash, IconEdit, IconX, IconPlus, IconSearch, IconVariable } from '@tabler/icons'
import VariablesEmptySVG from 'assets/images/variables_empty.svg'
// const
import AddEditVariableDialog from './AddEditVariableDialog'
import HowToUseVariablesDialog from './HowToUseVariablesDialog'
// ==============================|| Credentials ||============================== //
const Variables = () => {
const theme = useTheme()
const customization = useSelector((state) => state.customization)
const dispatch = useDispatch()
useNotifier()
const enqueueSnackbar = (...args) => dispatch(enqueueSnackbarAction(...args))
const closeSnackbar = (...args) => dispatch(closeSnackbarAction(...args))
const [showVariableDialog, setShowVariableDialog] = useState(false)
const [variableDialogProps, setVariableDialogProps] = useState({})
const [variables, setVariables] = useState([])
const [showHowToDialog, setShowHowToDialog] = useState(false)
const { confirm } = useConfirm()
const getAllVariables = useApi(variablesApi.getAllVariables)
const [search, setSearch] = useState('')
const onSearchChange = (event) => {
setSearch(event.target.value)
}
function filterVariables(data) {
return data.name.toLowerCase().indexOf(search.toLowerCase()) > -1
}
const addNew = () => {
const dialogProp = {
type: 'ADD',
cancelButtonName: 'Cancel',
confirmButtonName: 'Add',
data: {}
}
setVariableDialogProps(dialogProp)
setShowVariableDialog(true)
}
const edit = (variable) => {
const dialogProp = {
type: 'EDIT',
cancelButtonName: 'Cancel',
confirmButtonName: 'Save',
data: variable
}
setVariableDialogProps(dialogProp)
setShowVariableDialog(true)
}
const deleteVariable = async (variable) => {
const confirmPayload = {
title: `Delete`,
description: `Delete variable ${variable.name}?`,
confirmButtonName: 'Delete',
cancelButtonName: 'Cancel'
}
const isConfirmed = await confirm(confirmPayload)
if (isConfirmed) {
try {
const deleteResp = await variablesApi.deleteVariable(variable.id)
if (deleteResp.data) {
enqueueSnackbar({
message: 'Variable deleted',
options: {
key: new Date().getTime() + Math.random(),
variant: 'success',
action: (key) => (
<Button style={{ color: 'white' }} onClick={() => closeSnackbar(key)}>
<IconX />
</Button>
)
}
})
onConfirm()
}
} catch (error) {
const errorData = error.response?.data || `${error.response?.status}: ${error.response?.statusText}`
enqueueSnackbar({
message: `Failed to delete Variable: ${errorData}`,
options: {
key: new Date().getTime() + Math.random(),
variant: 'error',
persist: true,
action: (key) => (
<Button style={{ color: 'white' }} onClick={() => closeSnackbar(key)}>
<IconX />
</Button>
)
}
})
}
}
}
const onConfirm = () => {
setShowVariableDialog(false)
getAllVariables.request()
}
useEffect(() => {
getAllVariables.request()
// eslint-disable-next-line react-hooks/exhaustive-deps
}, [])
useEffect(() => {
if (getAllVariables.data) {
setVariables(getAllVariables.data)
}
}, [getAllVariables.data])
return (
<>
<MainCard sx={{ background: customization.isDarkMode ? theme.palette.common.black : '' }}>
<Stack flexDirection='row'>
<Box sx={{ flexGrow: 1 }}>
<Toolbar
disableGutters={true}
style={{
margin: 1,
padding: 1,
paddingBottom: 10,
display: 'flex',
justifyContent: 'space-between',
width: '100%'
}}
>
<h1>Variables&nbsp;</h1>
<TextField
size='small'
sx={{ display: { xs: 'none', sm: 'block' }, ml: 3 }}
variant='outlined'
placeholder='Search variable name'
onChange={onSearchChange}
InputProps={{
startAdornment: (
<InputAdornment position='start'>
<IconSearch />
</InputAdornment>
)
}}
/>
<Box sx={{ flexGrow: 1 }} />
<Button variant='outlined' sx={{ mr: 2 }} onClick={() => setShowHowToDialog(true)}>
How To Use
</Button>
<ButtonGroup
sx={{ maxHeight: 40 }}
disableElevation
variant='contained'
aria-label='outlined primary button group'
>
<ButtonGroup disableElevation aria-label='outlined primary button group'>
<StyledButton
variant='contained'
sx={{ color: 'white', mr: 1, height: 37 }}
onClick={addNew}
startIcon={<IconPlus />}
>
Add Variable
</StyledButton>
</ButtonGroup>
</ButtonGroup>
</Toolbar>
</Box>
</Stack>
{variables.length === 0 && (
<Stack sx={{ alignItems: 'center', justifyContent: 'center' }} flexDirection='column'>
<Box sx={{ p: 2, height: 'auto' }}>
<img
style={{ objectFit: 'cover', height: '30vh', width: 'auto' }}
src={VariablesEmptySVG}
alt='VariablesEmptySVG'
/>
</Box>
<div>No Variables Yet</div>
</Stack>
)}
{variables.length > 0 && (
<TableContainer component={Paper}>
<Table sx={{ minWidth: 650 }} aria-label='simple table'>
<TableHead>
<TableRow>
<TableCell>Name</TableCell>
<TableCell>Value</TableCell>
<TableCell>Type</TableCell>
<TableCell>Last Updated</TableCell>
<TableCell>Created</TableCell>
<TableCell> </TableCell>
<TableCell> </TableCell>
</TableRow>
</TableHead>
<TableBody>
{variables.filter(filterVariables).map((variable, index) => (
<TableRow key={index} sx={{ '&:last-child td, &:last-child th': { border: 0 } }}>
<TableCell component='th' scope='row'>
<div
style={{
display: 'flex',
flexDirection: 'row',
alignItems: 'center'
}}
>
<div
style={{
width: 25,
height: 25,
marginRight: 10,
borderRadius: '50%'
}}
>
<IconVariable
style={{
width: '100%',
height: '100%',
borderRadius: '50%',
objectFit: 'contain'
}}
/>
</div>
{variable.name}
</div>
</TableCell>
<TableCell>{variable.value}</TableCell>
<TableCell>
<Chip
color={variable.type === 'static' ? 'info' : 'secondary'}
size='small'
label={variable.type}
/>
</TableCell>
<TableCell>{moment(variable.updatedDate).format('DD-MMM-YY')}</TableCell>
<TableCell>{moment(variable.createdDate).format('DD-MMM-YY')}</TableCell>
<TableCell>
<IconButton title='Edit' color='primary' onClick={() => edit(variable)}>
<IconEdit />
</IconButton>
</TableCell>
<TableCell>
<IconButton title='Delete' color='error' onClick={() => deleteVariable(variable)}>
<IconTrash />
</IconButton>
</TableCell>
</TableRow>
))}
</TableBody>
</Table>
</TableContainer>
)}
</MainCard>
<AddEditVariableDialog
show={showVariableDialog}
dialogProps={variableDialogProps}
onCancel={() => setShowVariableDialog(false)}
onConfirm={onConfirm}
></AddEditVariableDialog>
<HowToUseVariablesDialog show={showHowToDialog} onCancel={() => setShowHowToDialog(false)}></HowToUseVariablesDialog>
<ConfirmDialog />
</>
)
}
export default Variables