|
| 1 | +import { Mem0Memory as BaseMem0Memory, Mem0MemoryInput, ClientOptions } from '@mem0/community' |
| 2 | +import { MemoryOptions, SearchOptions } from 'mem0ai' |
| 3 | +import { BaseMessage } from '@langchain/core/messages' |
| 4 | +import { InputValues, MemoryVariables, OutputValues } from '@langchain/core/memory' |
| 5 | +import { ICommonObject, IDatabaseEntity } from '../../../src' |
| 6 | +import { IMessage, INode, INodeData, INodeParams, MemoryMethods, MessageType } from '../../../src/Interface' |
| 7 | +import { getBaseClasses, getCredentialData, getCredentialParam, mapChatMessageToBaseMessage } from '../../../src/utils' |
| 8 | +import { DataSource } from 'typeorm' |
| 9 | +import { v4 as uuidv4 } from 'uuid' |
| 10 | + |
| 11 | +interface BufferMemoryExtendedInput { |
| 12 | + sessionId: string |
| 13 | + appDataSource: DataSource |
| 14 | + databaseEntities: IDatabaseEntity |
| 15 | + chatflowid: string |
| 16 | +} |
| 17 | + |
| 18 | +class Mem0_Memory implements INode { |
| 19 | + label: string |
| 20 | + name: string |
| 21 | + version: number |
| 22 | + description: string |
| 23 | + type: string |
| 24 | + icon: string |
| 25 | + category: string |
| 26 | + baseClasses: string[] |
| 27 | + credential: INodeParams |
| 28 | + inputs: INodeParams[] |
| 29 | + |
| 30 | + constructor() { |
| 31 | + this.label = 'Mem0' |
| 32 | + this.name = 'mem0' |
| 33 | + this.version = 1.0 |
| 34 | + this.type = 'Mem0' |
| 35 | + this.icon = 'mem0.svg' |
| 36 | + this.category = 'Memory' |
| 37 | + this.description = 'Stores and manages chat memory using Mem0 service' |
| 38 | + this.baseClasses = [this.type, ...getBaseClasses(BaseMem0Memory)] |
| 39 | + this.credential = { |
| 40 | + label: 'Connect Credential', |
| 41 | + name: 'credential', |
| 42 | + type: 'credential', |
| 43 | + optional: false, |
| 44 | + description: 'Configure API Key for Mem0 service', |
| 45 | + credentialNames: ['mem0MemoryApi'] |
| 46 | + } |
| 47 | + this.inputs = [ |
| 48 | + { |
| 49 | + label: 'User ID', |
| 50 | + name: 'user_id', |
| 51 | + type: 'string', |
| 52 | + description: 'Unique identifier for the user', |
| 53 | + default: 'flowise-default-user', |
| 54 | + optional: false |
| 55 | + }, |
| 56 | + { |
| 57 | + label: 'Search Only', |
| 58 | + name: 'searchOnly', |
| 59 | + type: 'boolean', |
| 60 | + description: 'Search only mode', |
| 61 | + default: false, |
| 62 | + optional: true, |
| 63 | + additionalParams: true |
| 64 | + }, |
| 65 | + { |
| 66 | + label: 'Run ID', |
| 67 | + name: 'run_id', |
| 68 | + type: 'string', |
| 69 | + description: 'Unique identifier for the run session', |
| 70 | + default: '', |
| 71 | + optional: true, |
| 72 | + additionalParams: true |
| 73 | + }, |
| 74 | + { |
| 75 | + label: 'Agent ID', |
| 76 | + name: 'agent_id', |
| 77 | + type: 'string', |
| 78 | + description: 'Identifier for the agent', |
| 79 | + default: '', |
| 80 | + optional: true, |
| 81 | + additionalParams: true |
| 82 | + }, |
| 83 | + { |
| 84 | + label: 'App ID', |
| 85 | + name: 'app_id', |
| 86 | + type: 'string', |
| 87 | + description: 'Identifier for the application', |
| 88 | + default: '', |
| 89 | + optional: true, |
| 90 | + additionalParams: true |
| 91 | + }, |
| 92 | + { |
| 93 | + label: 'Project ID', |
| 94 | + name: 'project_id', |
| 95 | + type: 'string', |
| 96 | + description: 'Identifier for the project', |
| 97 | + default: '', |
| 98 | + optional: true, |
| 99 | + additionalParams: true |
| 100 | + }, |
| 101 | + { |
| 102 | + label: 'Organization ID', |
| 103 | + name: 'org_id', |
| 104 | + type: 'string', |
| 105 | + description: 'Identifier for the organization', |
| 106 | + default: '', |
| 107 | + optional: true, |
| 108 | + additionalParams: true |
| 109 | + }, |
| 110 | + { |
| 111 | + label: 'Memory Key', |
| 112 | + name: 'memoryKey', |
| 113 | + type: 'string', |
| 114 | + default: 'history', |
| 115 | + optional: true, |
| 116 | + additionalParams: true |
| 117 | + }, |
| 118 | + { |
| 119 | + label: 'Input Key', |
| 120 | + name: 'inputKey', |
| 121 | + type: 'string', |
| 122 | + default: 'input', |
| 123 | + optional: true, |
| 124 | + additionalParams: true |
| 125 | + }, |
| 126 | + { |
| 127 | + label: 'Output Key', |
| 128 | + name: 'outputKey', |
| 129 | + type: 'string', |
| 130 | + default: 'text', |
| 131 | + optional: true, |
| 132 | + additionalParams: true |
| 133 | + } |
| 134 | + ] |
| 135 | + } |
| 136 | + |
| 137 | + async init(nodeData: INodeData, _: string, options: ICommonObject): Promise<any> { |
| 138 | + return await initializeMem0(nodeData, options) |
| 139 | + } |
| 140 | +} |
| 141 | + |
| 142 | +const initializeMem0 = async (nodeData: INodeData, options: ICommonObject): Promise<BaseMem0Memory> => { |
| 143 | + const userId = nodeData.inputs?.user_id as string |
| 144 | + if (!userId) { |
| 145 | + throw new Error('user_id is required for Mem0Memory') |
| 146 | + } |
| 147 | + |
| 148 | + const credentialData = await getCredentialData(nodeData.credential ?? '', options) |
| 149 | + const apiKey = getCredentialParam('apiKey', credentialData, nodeData) |
| 150 | + |
| 151 | + const mem0Options: ClientOptions = { |
| 152 | + apiKey: apiKey, |
| 153 | + host: nodeData.inputs?.host as string, |
| 154 | + organizationId: nodeData.inputs?.org_id as string, |
| 155 | + projectId: nodeData.inputs?.project_id as string |
| 156 | + } |
| 157 | + |
| 158 | + const memoryOptions: MemoryOptions & SearchOptions = { |
| 159 | + user_id: userId, |
| 160 | + run_id: (nodeData.inputs?.run_id as string) || undefined, |
| 161 | + agent_id: (nodeData.inputs?.agent_id as string) || undefined, |
| 162 | + app_id: (nodeData.inputs?.app_id as string) || undefined, |
| 163 | + project_id: (nodeData.inputs?.project_id as string) || undefined, |
| 164 | + org_id: (nodeData.inputs?.org_id as string) || undefined, |
| 165 | + api_version: (nodeData.inputs?.api_version as string) || undefined, |
| 166 | + enable_graph: (nodeData.inputs?.enable_graph as boolean) || false, |
| 167 | + metadata: (nodeData.inputs?.metadata as Record<string, any>) || {}, |
| 168 | + filters: (nodeData.inputs?.filters as Record<string, any>) || {} |
| 169 | + } |
| 170 | + |
| 171 | + const obj: Mem0MemoryInput & Mem0MemoryExtendedInput & BufferMemoryExtendedInput & { searchOnly: boolean } = { |
| 172 | + apiKey: apiKey, |
| 173 | + humanPrefix: nodeData.inputs?.humanPrefix as string, |
| 174 | + aiPrefix: nodeData.inputs?.aiPrefix as string, |
| 175 | + inputKey: nodeData.inputs?.inputKey as string, |
| 176 | + sessionId: nodeData.inputs?.user_id as string, |
| 177 | + mem0Options: mem0Options, |
| 178 | + memoryOptions: memoryOptions, |
| 179 | + separateMessages: false, |
| 180 | + returnMessages: false, |
| 181 | + appDataSource: options.appDataSource as DataSource, |
| 182 | + databaseEntities: options.databaseEntities as IDatabaseEntity, |
| 183 | + chatflowid: options.chatflowid as string, |
| 184 | + searchOnly: (nodeData.inputs?.searchOnly as boolean) || false |
| 185 | + } |
| 186 | + |
| 187 | + return new Mem0MemoryExtended(obj) |
| 188 | +} |
| 189 | + |
| 190 | +interface Mem0MemoryExtendedInput extends Mem0MemoryInput { |
| 191 | + memoryOptions?: MemoryOptions | SearchOptions |
| 192 | +} |
| 193 | + |
| 194 | +class Mem0MemoryExtended extends BaseMem0Memory implements MemoryMethods { |
| 195 | + userId: string |
| 196 | + memoryKey: string |
| 197 | + inputKey: string |
| 198 | + appDataSource: DataSource |
| 199 | + databaseEntities: IDatabaseEntity |
| 200 | + chatflowid: string |
| 201 | + searchOnly: boolean |
| 202 | + |
| 203 | + constructor(fields: Mem0MemoryInput & Mem0MemoryExtendedInput & BufferMemoryExtendedInput & { searchOnly: boolean }) { |
| 204 | + super(fields) |
| 205 | + this.userId = fields.memoryOptions?.user_id ?? '' |
| 206 | + this.memoryKey = 'history' |
| 207 | + this.inputKey = fields.inputKey ?? 'input' |
| 208 | + this.appDataSource = fields.appDataSource |
| 209 | + this.databaseEntities = fields.databaseEntities |
| 210 | + this.chatflowid = fields.chatflowid |
| 211 | + this.searchOnly = fields.searchOnly |
| 212 | + } |
| 213 | + |
| 214 | + async loadMemoryVariables(values: InputValues, overrideUserId = ''): Promise<MemoryVariables> { |
| 215 | + if (overrideUserId) { |
| 216 | + this.userId = overrideUserId |
| 217 | + } |
| 218 | + return super.loadMemoryVariables(values) |
| 219 | + } |
| 220 | + |
| 221 | + async saveContext(inputValues: InputValues, outputValues: OutputValues, overrideUserId = ''): Promise<void> { |
| 222 | + if (overrideUserId) { |
| 223 | + this.userId = overrideUserId |
| 224 | + } |
| 225 | + if (this.searchOnly) { |
| 226 | + return |
| 227 | + } |
| 228 | + return super.saveContext(inputValues, outputValues) |
| 229 | + } |
| 230 | + |
| 231 | + async clear(overrideUserId = ''): Promise<void> { |
| 232 | + if (overrideUserId) { |
| 233 | + this.userId = overrideUserId |
| 234 | + } |
| 235 | + return super.clear() |
| 236 | + } |
| 237 | + |
| 238 | + async getChatMessages( |
| 239 | + overrideUserId = '', |
| 240 | + returnBaseMessages = false, |
| 241 | + prependMessages?: IMessage[] |
| 242 | + ): Promise<IMessage[] | BaseMessage[]> { |
| 243 | + const id = overrideUserId ? overrideUserId : this.userId |
| 244 | + if (!id) return [] |
| 245 | + |
| 246 | + let chatMessage = await this.appDataSource.getRepository(this.databaseEntities['ChatMessage']).find({ |
| 247 | + where: { |
| 248 | + sessionId: id, |
| 249 | + chatflowid: this.chatflowid |
| 250 | + }, |
| 251 | + order: { |
| 252 | + createdDate: 'DESC' |
| 253 | + }, |
| 254 | + take: 10 |
| 255 | + }) |
| 256 | + |
| 257 | + chatMessage = chatMessage.reverse() |
| 258 | + |
| 259 | + let returnIMessages: IMessage[] = [] |
| 260 | + for (const m of chatMessage) { |
| 261 | + returnIMessages.push({ |
| 262 | + message: m.content as string, |
| 263 | + type: m.role |
| 264 | + }) |
| 265 | + } |
| 266 | + |
| 267 | + if (prependMessages?.length) { |
| 268 | + chatMessage.unshift(...prependMessages) |
| 269 | + } |
| 270 | + |
| 271 | + if (returnBaseMessages) { |
| 272 | + const memoryVariables = await this.loadMemoryVariables({}, id) |
| 273 | + let baseMessages = memoryVariables[this.memoryKey] |
| 274 | + |
| 275 | + const systemMessage = { ...chatMessage[0] } |
| 276 | + systemMessage.content = baseMessages |
| 277 | + systemMessage.id = uuidv4() |
| 278 | + systemMessage.role = 'apiMessage' |
| 279 | + |
| 280 | + chatMessage.unshift(systemMessage) |
| 281 | + return await mapChatMessageToBaseMessage(chatMessage) |
| 282 | + } |
| 283 | + |
| 284 | + return returnIMessages |
| 285 | + } |
| 286 | + |
| 287 | + async addChatMessages(msgArray: { text: string; type: MessageType }[], overrideUserId = ''): Promise<void> { |
| 288 | + const id = overrideUserId ? overrideUserId : this.userId |
| 289 | + const input = msgArray.find((msg) => msg.type === 'userMessage') |
| 290 | + const output = msgArray.find((msg) => msg.type === 'apiMessage') |
| 291 | + const inputValues = { [this.inputKey ?? 'input']: input?.text } |
| 292 | + const outputValues = { output: output?.text } |
| 293 | + |
| 294 | + await this.saveContext(inputValues, outputValues, id) |
| 295 | + } |
| 296 | + |
| 297 | + async clearChatMessages(overrideUserId = ''): Promise<void> { |
| 298 | + const id = overrideUserId ? overrideUserId : this.userId |
| 299 | + await this.clear(id) |
| 300 | + } |
| 301 | +} |
| 302 | + |
| 303 | +module.exports = { nodeClass: Mem0_Memory } |
0 commit comments