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114 lines
3.7 KiB
TypeScript
114 lines
3.7 KiB
TypeScript
import type { DynamicStructuredToolInput } from '@langchain/core/tools';
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import { DynamicStructuredTool, DynamicTool } from '@langchain/core/tools';
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import type { IExecuteFunctions, IDataObject } from 'n8n-workflow';
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import { NodeConnectionType, jsonParse, NodeOperationError } from 'n8n-workflow';
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import { StructuredOutputParser } from 'langchain/output_parsers';
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import type { ZodTypeAny } from 'zod';
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import { ZodBoolean, ZodNullable, ZodNumber, ZodObject, ZodOptional } from 'zod';
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const getSimplifiedType = (schema: ZodTypeAny) => {
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if (schema instanceof ZodObject) {
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return 'object';
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} else if (schema instanceof ZodNumber) {
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return 'number';
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} else if (schema instanceof ZodBoolean) {
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return 'boolean';
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} else if (schema instanceof ZodNullable || schema instanceof ZodOptional) {
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return getSimplifiedType(schema.unwrap());
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}
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return 'string';
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};
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const getParametersDescription = (parameters: Array<[string, ZodTypeAny]>) =>
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parameters
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.map(
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([name, schema]) =>
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`${name}: (description: ${schema.description ?? ''}, type: ${getSimplifiedType(schema)}, required: ${!schema.isOptional()})`,
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)
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.join(',\n ');
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export const prepareFallbackToolDescription = (toolDescription: string, schema: ZodObject<any>) => {
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let description = `${toolDescription}`;
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const toolParameters = Object.entries<ZodTypeAny>(schema.shape);
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if (toolParameters.length) {
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description += `
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Tool expects valid stringified JSON object with ${toolParameters.length} properties.
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Property names with description, type and required status:
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${getParametersDescription(toolParameters)}
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ALL parameters marked as required must be provided`;
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}
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return description;
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};
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export class N8nTool extends DynamicStructuredTool {
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private context: IExecuteFunctions;
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constructor(context: IExecuteFunctions, fields: DynamicStructuredToolInput) {
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super(fields);
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this.context = context;
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}
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asDynamicTool(): DynamicTool {
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const { name, func, schema, context, description } = this;
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const parser = new StructuredOutputParser(schema);
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const wrappedFunc = async function (query: string) {
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let parsedQuery: object;
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// First we try to parse the query using the structured parser (Zod schema)
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try {
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parsedQuery = await parser.parse(query);
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} catch (e) {
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// If we were unable to parse the query using the schema, we try to gracefully handle it
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let dataFromModel;
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try {
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// First we try to parse a JSON with more relaxed rules
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dataFromModel = jsonParse<IDataObject>(query, { acceptJSObject: true });
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} catch (error) {
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// In case of error,
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// If model supplied a simple string instead of an object AND only one parameter expected, we try to recover the object structure
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if (Object.keys(schema.shape).length === 1) {
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const parameterName = Object.keys(schema.shape)[0];
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dataFromModel = { [parameterName]: query };
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} else {
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// Finally throw an error if we were unable to parse the query
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throw new NodeOperationError(
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context.getNode(),
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`Input is not a valid JSON: ${error.message}`,
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);
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}
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}
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// If we were able to parse the query with a fallback, we try to validate it using the schema
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// Here we will throw an error if the data still does not match the schema
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parsedQuery = schema.parse(dataFromModel);
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}
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try {
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// Call tool function with parsed query
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const result = await func(parsedQuery);
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return result;
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} catch (e) {
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const { index } = context.addInputData(NodeConnectionType.AiTool, [[{ json: { query } }]]);
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void context.addOutputData(NodeConnectionType.AiTool, index, e);
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return e.toString();
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}
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};
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return new DynamicTool({
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name,
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description: prepareFallbackToolDescription(description, schema),
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func: wrappedFunc,
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});
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}
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}
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