mirror of
https://github.com/n8n-io/n8n.git
synced 2024-11-10 06:34:05 -08:00
feat: Implement Chat Memory Manager node (#8127)
Signed-off-by: Oleg Ivaniv <me@olegivaniv.com> Co-authored-by: Michael Kret <michael.k@radency.com>
This commit is contained in:
parent
851060dd3f
commit
464be93323
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@ -72,6 +72,7 @@ function getInputs(
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'@n8n/n8n-nodes-langchain.lmChatOllama',
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'@n8n/n8n-nodes-langchain.lmChatOpenAi',
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'@n8n/n8n-nodes-langchain.lmChatGooglePalm',
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'@n8n/n8n-nodes-langchain.lmChatMistralCloud',
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],
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},
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},
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@ -32,12 +32,14 @@ function simplifyMessages(messages: BaseMessage[]) {
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return transformedMessages;
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}
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// This node is deprecated. Use MemoryManager instead.
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export class MemoryChatRetriever implements INodeType {
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description: INodeTypeDescription = {
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displayName: 'Chat Messages Retriever',
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name: 'memoryChatRetriever',
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icon: 'fa:database',
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group: ['transform'],
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hidden: true,
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version: 1,
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description: 'Retrieve chat messages from memory and use them in the workflow',
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defaults: {
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@ -69,6 +71,12 @@ export class MemoryChatRetriever implements INodeType {
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// eslint-disable-next-line n8n-nodes-base/node-class-description-outputs-wrong
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outputs: [NodeConnectionType.Main],
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properties: [
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{
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displayName: "This node is deprecated. Use 'Chat Memory Manager' node instead.",
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type: 'notice',
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default: '',
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name: 'deprecatedNotice',
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},
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{
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displayName: 'Simplify Output',
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name: 'simplifyOutput',
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@ -0,0 +1,329 @@
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/* eslint-disable n8n-nodes-base/node-dirname-against-convention */
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import {
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NodeConnectionType,
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type IDataObject,
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type IExecuteFunctions,
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type INodeExecutionData,
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type INodeType,
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type INodeTypeDescription,
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} from 'n8n-workflow';
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import type { BaseChatMemory } from 'langchain/memory';
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import { AIMessage, SystemMessage, HumanMessage, type BaseMessage } from 'langchain/schema';
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type MessageRole = 'ai' | 'system' | 'user';
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interface MessageRecord {
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type: MessageRole;
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message: string;
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hideFromUI: boolean;
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}
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function simplifyMessages(messages: BaseMessage[]) {
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const chunkedMessages = [];
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for (let i = 0; i < messages.length; i += 2) {
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chunkedMessages.push([messages[i], messages[i + 1]]);
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}
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const transformedMessages = chunkedMessages.map((exchange) => {
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const simplified = {
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[exchange[0]._getType()]: exchange[0].content,
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};
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if (exchange[1]) {
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simplified[exchange[1]._getType()] = exchange[1].content;
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}
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return simplified;
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});
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return transformedMessages;
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}
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export class MemoryManager implements INodeType {
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description: INodeTypeDescription = {
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displayName: 'Chat Memory Manager',
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name: 'memoryManager',
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icon: 'fa:database',
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group: ['transform'],
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version: 1,
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description: 'Manage chat messages memory and use it in the workflow',
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defaults: {
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name: 'Chat Memory Manager',
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},
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codex: {
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categories: ['AI'],
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subcategories: {
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AI: ['Miscellaneous'],
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},
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resources: {
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primaryDocumentation: [
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{
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url: 'https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.memorymanager/',
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},
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],
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},
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},
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// eslint-disable-next-line n8n-nodes-base/node-class-description-inputs-wrong-regular-node
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inputs: [
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{
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displayName: '',
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type: NodeConnectionType.Main,
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},
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{
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displayName: 'Memory',
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type: NodeConnectionType.AiMemory,
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required: true,
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maxConnections: 1,
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},
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],
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// eslint-disable-next-line n8n-nodes-base/node-class-description-outputs-wrong
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outputs: [
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{
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displayName: '',
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type: NodeConnectionType.Main,
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},
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],
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properties: [
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{
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displayName: 'Operation Mode',
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name: 'mode',
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type: 'options',
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noDataExpression: true,
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default: 'load',
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options: [
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{
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name: 'Get Many Messages',
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description: 'Retrieve chat messages from connected memory',
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value: 'load',
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},
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{
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name: 'Insert Messages',
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description: 'Insert chat messages into connected memory',
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value: 'insert',
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},
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{
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name: 'Delete Messages',
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description: 'Delete chat messages from connected memory',
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value: 'delete',
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},
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],
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},
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{
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displayName: 'Insert Mode',
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name: 'insertMode',
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type: 'options',
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description: 'Choose how new messages are inserted into the memory',
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noDataExpression: true,
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default: 'insert',
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options: [
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{
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name: 'Insert Messages',
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value: 'insert',
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description: 'Add messages alongside existing ones',
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},
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{
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name: 'Override All Messages',
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value: 'override',
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description: 'Replace the current memory with new messages',
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},
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],
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displayOptions: {
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show: {
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mode: ['insert'],
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},
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},
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},
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{
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displayName: 'Delete Mode',
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name: 'deleteMode',
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type: 'options',
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description: 'How messages are deleted from memory',
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noDataExpression: true,
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default: 'lastN',
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options: [
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{
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name: 'Last N',
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value: 'lastN',
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description: 'Delete the last N messages',
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},
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{
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name: 'All Messages',
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value: 'all',
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description: 'Clear all messages from memory',
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},
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],
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displayOptions: {
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show: {
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mode: ['delete'],
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},
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},
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},
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{
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displayName: 'Chat Messages',
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name: 'messages',
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description: 'Chat messages to insert into memory',
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type: 'fixedCollection',
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typeOptions: {
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multipleValues: true,
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},
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default: {},
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placeholder: 'Add message',
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options: [
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{
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name: 'messageValues',
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displayName: 'Message',
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values: [
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{
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displayName: 'Type Name or ID',
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name: 'type',
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type: 'options',
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options: [
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{
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name: 'AI',
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value: 'ai',
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},
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{
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name: 'System',
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value: 'system',
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},
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{
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name: 'User',
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value: 'user',
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},
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],
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default: 'system',
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},
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{
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displayName: 'Message',
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name: 'message',
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type: 'string',
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required: true,
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default: '',
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},
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{
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displayName: 'Hide Message in Chat',
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name: 'hideFromUI',
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type: 'boolean',
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required: true,
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default: false,
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description: 'Whether to hide the message from the chat UI',
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},
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],
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},
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],
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displayOptions: {
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show: {
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mode: ['insert'],
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},
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},
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},
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{
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displayName: 'Messages Count',
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name: 'lastMessagesCount',
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type: 'number',
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description: 'The amount of last messages to delete',
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default: 2,
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displayOptions: {
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show: {
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mode: ['delete'],
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deleteMode: ['lastN'],
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},
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},
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},
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{
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displayName: 'Simplify Output',
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name: 'simplifyOutput',
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type: 'boolean',
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description: 'Whether to simplify the output to only include the sender and the text',
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default: true,
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displayOptions: {
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show: {
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mode: ['load'],
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},
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},
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},
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],
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};
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async execute(this: IExecuteFunctions): Promise<INodeExecutionData[][]> {
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const memory = (await this.getInputConnectionData(
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NodeConnectionType.AiMemory,
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0,
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)) as BaseChatMemory;
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const items = this.getInputData();
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const result = [];
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for (let i = 0; i < items.length; i++) {
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const mode = this.getNodeParameter('mode', i) as 'load' | 'insert' | 'delete';
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let messages = [...(await memory.chatHistory.getMessages())];
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if (mode === 'delete') {
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const deleteMode = this.getNodeParameter('deleteMode', i) as 'lastN' | 'all';
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if (deleteMode === 'lastN') {
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const lastMessagesCount = this.getNodeParameter('lastMessagesCount', i) as number;
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if (messages.length >= lastMessagesCount) {
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const newMessages = messages.slice(0, messages.length - lastMessagesCount);
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await memory.chatHistory.clear();
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for (const message of newMessages) {
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await memory.chatHistory.addMessage(message);
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}
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}
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} else {
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await memory.chatHistory.clear();
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}
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}
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if (mode === 'insert') {
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const insertMode = this.getNodeParameter('insertMode', i) as 'insert' | 'override';
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const messagesToInsert = this.getNodeParameter(
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'messages.messageValues',
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i,
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[],
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) as MessageRecord[];
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const templateMapper = {
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ai: AIMessage,
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system: SystemMessage,
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user: HumanMessage,
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};
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if (insertMode === 'override') {
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await memory.chatHistory.clear();
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}
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for (const message of messagesToInsert) {
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const MessageClass = new templateMapper[message.type](message.message);
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if (message.hideFromUI) {
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MessageClass.additional_kwargs.hideFromUI = true;
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}
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await memory.chatHistory.addMessage(MessageClass);
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}
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}
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// Refresh messages from memory
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messages = await memory.chatHistory.getMessages();
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const simplifyOutput = this.getNodeParameter('simplifyOutput', i, false) as boolean;
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if (simplifyOutput && messages) {
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return [
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this.helpers.constructExecutionMetaData(
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this.helpers.returnJsonArray(simplifyMessages(messages)),
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{ itemData: { item: i } },
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),
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];
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}
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const serializedMessages = messages?.map((message) => message.toJSON()) ?? [];
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const executionData = this.helpers.constructExecutionMetaData(
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this.helpers.returnJsonArray(serializedMessages as unknown as IDataObject[]),
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{ itemData: { item: i } },
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);
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result.push(...executionData);
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}
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return this.prepareOutputData(result);
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}
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}
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@ -87,6 +87,8 @@ export class MemoryMotorhead implements INodeType {
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apiKey: credentials.apiKey as string,
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memoryKey: 'chat_history',
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returnMessages: true,
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inputKey: 'input',
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outputKey: 'output',
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});
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await memory.init();
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@ -103,6 +103,8 @@ export class MemoryXata implements INodeType {
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}),
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memoryKey: 'chat_history',
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returnMessages: true,
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inputKey: 'input',
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outputKey: 'output',
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});
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return {
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response: logWrapper(memory, this),
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@ -404,9 +404,9 @@ export class ChatTrigger implements INodeType {
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const memory = (await this.getInputConnectionData(NodeConnectionType.AiMemory, 0)) as
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| BaseChatMemory
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| undefined;
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const messages = ((await memory?.chatHistory.getMessages()) ?? []).map(
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(message) => message?.toJSON(),
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);
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const messages = ((await memory?.chatHistory.getMessages()) ?? [])
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.filter((message) => !message?.additional_kwargs?.hideFromUI)
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.map((message) => message?.toJSON());
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return {
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webhookResponse: { data: messages },
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};
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@ -71,6 +71,7 @@
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"dist/nodes/memory/MemoryBufferWindow/MemoryBufferWindow.node.js",
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"dist/nodes/memory/MemoryMotorhead/MemoryMotorhead.node.js",
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"dist/nodes/memory/MemoryRedisChat/MemoryRedisChat.node.js",
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"dist/nodes/memory/MemoryManager/MemoryManager.node.js",
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"dist/nodes/memory/MemoryChatRetriever/MemoryChatRetriever.node.js",
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"dist/nodes/memory/MemoryXata/MemoryXata.node.js",
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"dist/nodes/memory/MemoryZep/MemoryZep.node.js",
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