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Merge pull request FlowiseAI#1760 from getzep/zep-cloud-setup
Zep cloud setup
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packages/components/nodes/memory/ZepMemoryCloud/ZepMemoryCloud.ts
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import { IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } from '../../../src/Interface' | ||
import { convertBaseMessagetoIMessage, getBaseClasses, getCredentialData, getCredentialParam } from '../../../src/utils' | ||
import { ZepMemory, ZepMemoryInput } from '@getzep/zep-cloud/langchain' | ||
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import { ICommonObject } from '../../../src' | ||
import { InputValues, MemoryVariables, OutputValues } from 'langchain/memory' | ||
import { BaseMessage } from 'langchain/schema' | ||
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class ZepMemoryCloud_Memory implements INode { | ||
label: string | ||
name: string | ||
version: number | ||
description: string | ||
type: string | ||
icon: string | ||
category: string | ||
baseClasses: string[] | ||
credential: INodeParams | ||
inputs: INodeParams[] | ||
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constructor() { | ||
this.label = 'Zep Memory - Cloud' | ||
this.name = 'ZepMemoryCloud' | ||
this.version = 2.0 | ||
this.type = 'ZepMemory' | ||
this.icon = 'zep.svg' | ||
this.category = 'Memory' | ||
this.description = 'Summarizes the conversation and stores the memory in zep server' | ||
this.baseClasses = [this.type, ...getBaseClasses(ZepMemory)] | ||
this.credential = { | ||
label: 'Connect Credential', | ||
name: 'credential', | ||
type: 'credential', | ||
optional: true, | ||
description: 'Configure JWT authentication on your Zep instance (Optional)', | ||
credentialNames: ['zepMemoryApi'] | ||
} | ||
this.inputs = [ | ||
{ | ||
label: 'Session Id', | ||
name: 'sessionId', | ||
type: 'string', | ||
description: | ||
'If not specified, a random id will be used. Learn <a target="_blank" href="https://docs.flowiseai.com/memory/long-term-memory#ui-and-embedded-chat">more</a>', | ||
default: '', | ||
additionalParams: true, | ||
optional: true | ||
}, | ||
{ | ||
label: 'Memory Type', | ||
name: 'memoryType', | ||
type: 'string', | ||
default: 'perpetual', | ||
description: 'Zep Memory Type, can be perpetual or message_window', | ||
additionalParams: true | ||
}, | ||
{ | ||
label: 'AI Prefix', | ||
name: 'aiPrefix', | ||
type: 'string', | ||
default: 'ai', | ||
additionalParams: true | ||
}, | ||
{ | ||
label: 'Human Prefix', | ||
name: 'humanPrefix', | ||
type: 'string', | ||
default: 'human', | ||
additionalParams: true | ||
}, | ||
{ | ||
label: 'Memory Key', | ||
name: 'memoryKey', | ||
type: 'string', | ||
default: 'chat_history', | ||
additionalParams: true | ||
}, | ||
{ | ||
label: 'Input Key', | ||
name: 'inputKey', | ||
type: 'string', | ||
default: 'input', | ||
additionalParams: true | ||
}, | ||
{ | ||
label: 'Output Key', | ||
name: 'outputKey', | ||
type: 'string', | ||
default: 'text', | ||
additionalParams: true | ||
} | ||
] | ||
} | ||
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async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> { | ||
return await initializeZep(nodeData, options) | ||
} | ||
} | ||
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const initializeZep = async (nodeData: INodeData, options: ICommonObject): Promise<ZepMemory> => { | ||
const aiPrefix = nodeData.inputs?.aiPrefix as string | ||
const humanPrefix = nodeData.inputs?.humanPrefix as string | ||
const memoryKey = nodeData.inputs?.memoryKey as string | ||
const inputKey = nodeData.inputs?.inputKey as string | ||
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const memoryType = nodeData.inputs?.memoryType as 'perpetual' | 'message_window' | ||
const sessionId = nodeData.inputs?.sessionId as string | ||
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const credentialData = await getCredentialData(nodeData.credential ?? '', options) | ||
const apiKey = getCredentialParam('apiKey', credentialData, nodeData) | ||
const obj: ZepMemoryInput & ZepMemoryExtendedInput = { | ||
apiKey, | ||
aiPrefix, | ||
humanPrefix, | ||
memoryKey, | ||
sessionId, | ||
inputKey, | ||
memoryType: memoryType, | ||
returnMessages: true | ||
} | ||
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return new ZepMemoryExtended(obj) | ||
} | ||
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interface ZepMemoryExtendedInput { | ||
memoryType?: 'perpetual' | 'message_window' | ||
} | ||
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class ZepMemoryExtended extends ZepMemory implements MemoryMethods { | ||
memoryType: 'perpetual' | 'message_window' | ||
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constructor(fields: ZepMemoryInput & ZepMemoryExtendedInput) { | ||
super(fields) | ||
this.memoryType = fields.memoryType ?? 'perpetual' | ||
} | ||
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async loadMemoryVariables(values: InputValues, overrideSessionId = ''): Promise<MemoryVariables> { | ||
if (overrideSessionId) { | ||
this.sessionId = overrideSessionId | ||
} | ||
return super.loadMemoryVariables({ ...values, memoryType: this.memoryType }) | ||
} | ||
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async saveContext(inputValues: InputValues, outputValues: OutputValues, overrideSessionId = ''): Promise<void> { | ||
if (overrideSessionId) { | ||
this.sessionId = overrideSessionId | ||
} | ||
return super.saveContext(inputValues, outputValues) | ||
} | ||
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async clear(overrideSessionId = ''): Promise<void> { | ||
if (overrideSessionId) { | ||
this.sessionId = overrideSessionId | ||
} | ||
return super.clear() | ||
} | ||
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async getChatMessages(overrideSessionId = '', returnBaseMessages = false): Promise<IMessage[] | BaseMessage[]> { | ||
const id = overrideSessionId ? overrideSessionId : this.sessionId | ||
const memoryVariables = await this.loadMemoryVariables({}, id) | ||
const baseMessages = memoryVariables[this.memoryKey] | ||
return returnBaseMessages ? baseMessages : convertBaseMessagetoIMessage(baseMessages) | ||
} | ||
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async addChatMessages(msgArray: { text: string; type: MessageType }[], overrideSessionId = ''): Promise<void> { | ||
const id = overrideSessionId ? 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 } | ||
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await this.saveContext(inputValues, outputValues, id) | ||
} | ||
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async clearChatMessages(overrideSessionId = ''): Promise<void> { | ||
const id = overrideSessionId ? overrideSessionId : this.sessionId | ||
await this.clear(id) | ||
} | ||
} | ||
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module.exports = { nodeClass: ZepMemoryCloud_Memory } |
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