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+438
@@ -0,0 +1,438 @@
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import type { CallbackManagerForRetrieverRun } from '@langchain/core/callbacks/manager';
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import { Document } from '@langchain/core/documents';
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import { BaseRetriever, type BaseRetrieverInput } from '@langchain/core/retrievers';
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import type { SetField, SetNodeOptions } from 'n8n-nodes-base/dist/nodes/Set/v2/helpers/interfaces';
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import * as manual from 'n8n-nodes-base/dist/nodes/Set/v2/manual.mode';
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import { NodeConnectionTypes, NodeOperationError } from 'n8n-workflow';
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import type {
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IDataObject,
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IExecuteWorkflowInfo,
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INodeExecutionData,
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IWorkflowBase,
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ISupplyDataFunctions,
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INodeType,
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INodeTypeDescription,
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SupplyData,
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INodeParameterResourceLocator,
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ExecuteWorkflowData,
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} from 'n8n-workflow';
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import { logWrapper } from '@n8n/ai-utilities';
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function objectToString(obj: Record<string, string> | IDataObject, level = 0) {
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let result = '';
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for (const key in obj) {
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const value = obj[key];
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if (typeof value === 'object' && value !== null) {
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result += `${' '.repeat(level)}- "${key}":\n${objectToString(
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value as IDataObject,
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level + 1,
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)}`;
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} else {
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result += `${' '.repeat(level)}- "${key}": "${value}"\n`;
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}
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}
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return result;
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}
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export class RetrieverWorkflow implements INodeType {
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description: INodeTypeDescription = {
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displayName: 'Workflow Retriever',
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name: 'retrieverWorkflow',
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icon: 'fa:box-open',
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iconColor: 'black',
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group: ['transform'],
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version: [1, 1.1],
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description: 'Use an n8n Workflow as Retriever',
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defaults: {
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name: 'Workflow Retriever',
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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: ['Retrievers'],
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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.retrieverworkflow/',
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},
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],
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},
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},
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inputs: [],
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outputs: [
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{
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displayName: 'Retriever',
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maxConnections: 1,
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type: NodeConnectionTypes.AiRetriever,
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},
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],
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properties: [
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{
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displayName:
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'The workflow will receive "query" as input and the output of the last node will be returned and converted to Documents',
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name: 'executeNotice',
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type: 'notice',
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default: '',
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},
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{
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displayName: 'Source',
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name: 'source',
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type: 'options',
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options: [
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{
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name: 'Database',
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value: 'database',
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description: 'Load the workflow from the database by ID',
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},
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{
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name: 'Parameter',
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value: 'parameter',
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description: 'Load the workflow from a parameter',
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},
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],
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default: 'database',
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description: 'Where to get the workflow to execute from',
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},
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// ----------------------------------
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// source:database
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// ----------------------------------
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{
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displayName: 'Workflow ID',
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name: 'workflowId',
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type: 'string',
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displayOptions: {
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show: {
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source: ['database'],
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'@version': [{ _cnd: { eq: 1 } }],
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},
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},
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default: '',
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required: true,
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description: 'The workflow to execute',
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},
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{
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displayName: 'Workflow',
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name: 'workflowId',
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type: 'workflowSelector',
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displayOptions: {
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show: {
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source: ['database'],
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'@version': [{ _cnd: { gte: 1.1 } }],
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},
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},
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default: '',
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required: true,
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},
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// ----------------------------------
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// source:parameter
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// ----------------------------------
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{
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displayName: 'Workflow JSON',
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name: 'workflowJson',
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type: 'json',
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typeOptions: {
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rows: 10,
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},
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displayOptions: {
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show: {
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source: ['parameter'],
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},
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},
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default: '\n\n\n',
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required: true,
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description: 'The workflow JSON code to execute',
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},
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// ----------------------------------
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// For all
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// ----------------------------------
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{
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displayName: 'Workflow Values',
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name: 'fields',
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placeholder: 'Add Value',
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type: 'fixedCollection',
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description: 'Set the values which should be made available in the workflow',
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typeOptions: {
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multipleValues: true,
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sortable: true,
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},
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default: {},
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options: [
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{
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name: 'values',
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displayName: 'Values',
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values: [
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{
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displayName: 'Name',
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name: 'name',
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type: 'string',
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default: '',
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placeholder: 'e.g. fieldName',
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description:
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'Name of the field to set the value of. Supports dot-notation. Example: data.person[0].name.',
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requiresDataPath: 'single',
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},
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{
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displayName: 'Type',
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name: 'type',
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type: 'options',
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description: 'The field value type',
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// eslint-disable-next-line n8n-nodes-base/node-param-options-type-unsorted-items
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options: [
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{
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name: 'String',
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value: 'stringValue',
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},
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{
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name: 'Number',
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value: 'numberValue',
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},
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{
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name: 'Boolean',
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value: 'booleanValue',
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},
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{
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name: 'Array',
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value: 'arrayValue',
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},
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{
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name: 'Object',
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value: 'objectValue',
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},
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],
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default: 'stringValue',
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},
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{
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displayName: 'Value',
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name: 'stringValue',
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type: 'string',
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default: '',
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displayOptions: {
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show: {
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type: ['stringValue'],
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},
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},
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validateType: 'string',
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ignoreValidationDuringExecution: true,
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},
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{
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displayName: 'Value',
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name: 'numberValue',
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type: 'string',
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default: '',
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displayOptions: {
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show: {
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type: ['numberValue'],
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},
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},
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validateType: 'number',
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ignoreValidationDuringExecution: true,
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},
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{
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displayName: 'Value',
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name: 'booleanValue',
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type: 'options',
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default: 'true',
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options: [
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{
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name: 'True',
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value: 'true',
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},
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{
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name: 'False',
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value: 'false',
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},
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],
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displayOptions: {
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show: {
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type: ['booleanValue'],
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},
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},
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validateType: 'boolean',
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ignoreValidationDuringExecution: true,
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},
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{
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displayName: 'Value',
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name: 'arrayValue',
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type: 'string',
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default: '',
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placeholder: 'e.g. [ arrayItem1, arrayItem2, arrayItem3 ]',
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displayOptions: {
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show: {
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type: ['arrayValue'],
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},
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},
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validateType: 'array',
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ignoreValidationDuringExecution: true,
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},
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{
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displayName: 'Value',
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name: 'objectValue',
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type: 'json',
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default: '={}',
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typeOptions: {
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rows: 2,
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},
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displayOptions: {
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show: {
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type: ['objectValue'],
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},
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},
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validateType: 'object',
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ignoreValidationDuringExecution: true,
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},
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],
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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 supplyData(this: ISupplyDataFunctions, itemIndex: number): Promise<SupplyData> {
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const workflowProxy = this.getWorkflowDataProxy(0);
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class WorkflowRetriever extends BaseRetriever {
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lc_namespace = ['n8n-nodes-langchain', 'retrievers', 'workflow'];
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constructor(
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private executeFunctions: ISupplyDataFunctions,
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fields: BaseRetrieverInput,
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) {
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super(fields);
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}
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async _getRelevantDocuments(
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query: string,
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config?: CallbackManagerForRetrieverRun,
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): Promise<Document[]> {
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const source = this.executeFunctions.getNodeParameter('source', itemIndex) as string;
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const baseMetadata: IDataObject = {
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source: 'workflow',
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workflowSource: source,
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};
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const workflowInfo: IExecuteWorkflowInfo = {};
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if (source === 'database') {
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const nodeVersion = this.executeFunctions.getNode().typeVersion;
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if (nodeVersion === 1) {
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workflowInfo.id = this.executeFunctions.getNodeParameter(
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'workflowId',
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itemIndex,
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) as string;
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} else {
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const { value } = this.executeFunctions.getNodeParameter(
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'workflowId',
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itemIndex,
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{},
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) as INodeParameterResourceLocator;
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workflowInfo.id = value as string;
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}
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baseMetadata.workflowId = workflowInfo.id;
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} else if (source === 'parameter') {
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// Read workflow from parameter
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const workflowJson = this.executeFunctions.getNodeParameter(
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'workflowJson',
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itemIndex,
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) as string;
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try {
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workflowInfo.code = JSON.parse(workflowJson) as IWorkflowBase;
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} catch (error) {
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throw new NodeOperationError(
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this.executeFunctions.getNode(),
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`The provided workflow is not valid JSON: "${(error as Error).message}"`,
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{
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itemIndex,
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},
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);
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}
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// same as current workflow
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baseMetadata.workflowId = workflowProxy.$workflow.id;
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}
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const rawData: IDataObject = { query };
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const workflowFieldsJson = this.executeFunctions.getNodeParameter(
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'fields.values',
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itemIndex,
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[],
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{
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rawExpressions: true,
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},
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) as SetField[];
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// Copied from Set Node v2
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for (const entry of workflowFieldsJson) {
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if (entry.type === 'objectValue' && (entry.objectValue as string).startsWith('=')) {
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rawData[entry.name] = (entry.objectValue as string).replace(/^=+/, '');
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}
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}
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const options: SetNodeOptions = {
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include: 'all',
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};
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const newItem = await manual.execute.call(
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this.executeFunctions,
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{ json: { query } },
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itemIndex,
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options,
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rawData,
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this.executeFunctions.getNode(),
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);
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const items = [newItem] as INodeExecutionData[];
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let receivedData: ExecuteWorkflowData;
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try {
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receivedData = await this.executeFunctions.executeWorkflow(
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workflowInfo,
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items,
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config?.getChild(),
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{
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parentExecution: {
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executionId: workflowProxy.$execution.id,
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workflowId: workflowProxy.$workflow.id,
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},
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},
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);
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} catch (error) {
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// Make sure a valid error gets returned that can by json-serialized else it will
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// not show up in the frontend
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throw new NodeOperationError(this.executeFunctions.getNode(), error as Error);
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}
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const receivedItems = receivedData.data?.[0] ?? [];
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const returnData: Document[] = [];
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for (const [index, itemData] of receivedItems.entries()) {
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const pageContent = objectToString(itemData.json);
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returnData.push(
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new Document({
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pageContent: `### ${index + 1}. Context data:\n${pageContent}`,
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metadata: {
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...baseMetadata,
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itemIndex: index,
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executionId: receivedData.executionId,
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},
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}),
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);
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}
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return returnData;
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}
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}
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const retriever = new WorkflowRetriever(this, {});
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return {
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response: logWrapper(retriever, this),
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};
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}
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}
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